FileBase /isis1/Yuta/YutaData/YutaMouse32-150325/YutaMouse32-150325/YutaMouse32-150325 ElecNo 3 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 6.98 and 10.47 GB of RAM. Memory request: 3.49 GB would take us to total of 3.49 GB. ---------------------------------------------------------- Loaded 1873185 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.16 GB would take us to total of 4.65 GB. ------ Running on subset of 624395 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 9 (1232 points): Lose 98.312231 but Gain 3309.445538 Iteration 0F (57.990000 sec): 19 clusters Score: Raw -88117575.950122 + Penalty 59570.019685 = -88058005.930437 nChanged 590870 Iteration 1F (78.600000 sec): 19 clusters Score: Raw -92832258.305108 + Penalty 59570.019685 = -92772688.285423 nChanged 270114 Iteration 2F (99.180000 sec): 19 clusters Score: Raw -93703811.148106 + Penalty 59570.019685 = -93644241.128421 nChanged 143234 Iteration 3F (119.870000 sec): 19 clusters Score: Raw -94003175.792221 + Penalty 59570.019685 = -93943605.772536 nChanged 96359 Iteration 4F (140.510000 sec): 19 clusters Score: Raw -94147645.066559 + Penalty 59570.019685 = -94088075.046874 nChanged 70762 Iteration 5F (161.150000 sec): 19 clusters Score: Raw -94248964.305458 + Penalty 59570.019685 = -94189394.285773 nChanged 55778 Iteration 6F (181.760000 sec): 19 clusters Score: Raw -94330483.815719 + Penalty 59570.019685 = -94270913.796034 nChanged 47298 Iteration 7F (202.350000 sec): 19 clusters Score: Raw -94388492.608578 + Penalty 59570.019685 = -94328922.588893 nChanged 42300 Iteration 8F (222.910000 sec): 19 clusters Score: Raw -94432259.272568 + Penalty 59570.019685 = -94372689.252883 nChanged 38273 Iteration 9F (243.470000 sec): 19 clusters Score: Raw -94467643.695506 + Penalty 59570.019685 = -94408073.675821 nChanged 35167 Iteration 10F (264.070000 sec): 19 clusters Score: Raw -94498192.201436 + Penalty 59570.019685 = -94438622.181751 nChanged 32145 Iteration 11F (284.670000 sec): 19 clusters Score: Raw -94527460.813470 + Penalty 59570.019685 = -94467890.793785 nChanged 29098 Iteration 12Q (292.480000 sec): 19 clusters Score: Raw -94548680.342110 + Penalty 59570.019685 = -94489110.322425 nChanged 25866 Iteration 13Q (300.120000 sec): 19 clusters Score: Raw -94563002.332915 + Penalty 59570.019685 = -94503432.313230 nChanged 23063 Iteration 14Q (307.610000 sec): 19 clusters Score: Raw -94575056.295860 + Penalty 59570.019685 = -94515486.276175 nChanged 21615 Iteration 15Q (315.020000 sec): 19 clusters Score: Raw -94587571.837501 + Penalty 59570.019685 = -94528001.817816 nChanged 21315 Iteration 16Q (322.340000 sec): 19 clusters Score: Raw -94604172.601818 + Penalty 59570.019685 = -94544602.582133 nChanged 20912 Iteration 17Q (329.590000 sec): 19 clusters Score: Raw -94626108.549452 + Penalty 59570.019685 = -94566538.529767 nChanged 20023 Iteration 18Q (336.720000 sec): 19 clusters Score: Raw -94638769.802709 + Penalty 59570.019685 = -94579199.783024 nChanged 18162 Iteration 19Q (343.720000 sec): 19 clusters Score: Raw -94648196.808285 + Penalty 59570.019685 = -94588626.788600 nChanged 15801 Writing temp clu file Because OldScore, -94579199.783024, is greater than current (better) Score,-94588626.788600 Compute initial score before splitting: Score: Raw -94648196.808285 + Penalty 59570.019685 = -94588626.788600 Memory request: 0.01 GB would take us to total of 4.66 GB. Trying to split cluster 1 (2450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.860000 sec): 2 clusters Score: Raw -299759.902541 + Penalty 1935.353139 = -297824.549402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (343.870000 sec): 3 clusters Score: Raw -299035.959767 + Penalty 3870.706279 = -295165.253489 nChanged 937 SP:Iteration 1F (343.880000 sec): 3 clusters Score: Raw -302219.946442 + Penalty 3870.706279 = -298349.240164 nChanged 447 SP:Iteration 2F (343.890000 sec): 3 clusters Score: Raw -306762.824246 + Penalty 3870.706279 = -302892.117967 nChanged 230 SP:Iteration 3F (343.910000 sec): 3 clusters Score: Raw -309977.982466 + Penalty 3870.706279 = -306107.276188 nChanged 128 SP:Iteration 4F (343.920000 sec): 3 clusters Score: Raw -311608.184836 + Penalty 3870.706279 = -307737.478557 nChanged 85 SP:Iteration 5Q (343.930000 sec): 3 clusters Score: Raw -313115.537522 + Penalty 3870.706279 = -309244.831244 nChanged 59 SP:Iteration 6Q (343.930000 sec): 3 clusters Score: Raw -313651.096770 + Penalty 3870.706279 = -309780.390491 nChanged 62 SP:Iteration 7Q (343.940000 sec): 3 clusters Score: Raw -314092.043702 + Penalty 3870.706279 = -310221.337423 nChanged 119 SP:Iteration 8Q (343.950000 sec): 3 clusters Score: Raw -314912.831389 + Penalty 3870.706279 = -311042.125110 nChanged 71 SP:Iteration 9Q (343.960000 sec): 3 clusters Score: Raw -315735.933292 + Penalty 3870.706279 = -311865.227013 nChanged 15 SP:Iteration 10Q (343.970000 sec): 3 clusters Score: Raw -316120.504181 + Penalty 3870.706279 = -312249.797902 nChanged 2 SP:Iteration 11Q (343.980000 sec): 3 clusters Score: Raw -316128.546493 + Penalty 3870.706279 = -312257.840214 nChanged 1 SP:Iteration 12Q (343.990000 sec): 3 clusters Score: Raw -316129.809376 + Penalty 3870.706279 = -312259.103098 nChanged 0 SP:Iteration 13F (344.000000 sec): 3 clusters Score: Raw -316179.586886 + Penalty 3870.706279 = -312308.880608 nChanged 11 SP:Iteration 14Q (344.010000 sec): 3 clusters Score: Raw -316281.105858 + Penalty 3870.706279 = -312410.399580 nChanged 12 SP:Iteration 15Q (344.010000 sec): 3 clusters Score: Raw -316354.905843 + Penalty 3870.706279 = -312484.199565 nChanged 3 SP:Iteration 16Q (344.020000 sec): 3 clusters Score: Raw -316376.264110 + Penalty 3870.706279 = -312505.557832 nChanged 6 SP:Iteration 17Q (344.030000 sec): 3 clusters Score: Raw -316397.274349 + Penalty 3870.706279 = -312526.568071 nChanged 2 SP:Iteration 18Q (344.040000 sec): 3 clusters Score: Raw -316401.833272 + Penalty 3870.706279 = -312531.126993 nChanged 1 SP:Iteration 19Q (344.050000 sec): 3 clusters Score: Raw -316402.443665 + Penalty 3870.706279 = -312531.737387 nChanged 0 SP:Iteration 20F (344.060000 sec): 3 clusters Score: Raw -316416.779572 + Penalty 3870.706279 = -312546.073294 nChanged 7 SP:Iteration 21Q (344.070000 sec): 3 clusters Score: Raw -316454.995906 + Penalty 3870.706279 = -312584.289627 nChanged 10 SP:Iteration 22Q (344.070000 sec): 3 clusters Score: Raw -316509.498436 + Penalty 3870.706279 = -312638.792157 nChanged 12 SP:Iteration 23Q (344.080000 sec): 3 clusters Score: Raw -316584.867869 + Penalty 3870.706279 = -312714.161591 nChanged 11 SP:Iteration 24Q (344.090000 sec): 3 clusters Score: Raw -316641.897993 + Penalty 3870.706279 = -312771.191714 nChanged 11 SP:Iteration 25Q (344.100000 sec): 3 clusters Score: Raw -316687.579003 + Penalty 3870.706279 = -312816.872724 nChanged 5 SP:Iteration 26Q (344.110000 sec): 3 clusters Score: Raw -316713.683435 + Penalty 3870.706279 = -312842.977156 nChanged 4 SP:Iteration 27Q (344.120000 sec): 3 clusters Score: Raw -316745.955056 + Penalty 3870.706279 = -312875.248777 nChanged 4 SP:Iteration 28Q (344.130000 sec): 3 clusters Score: Raw -316773.802643 + Penalty 3870.706279 = -312903.096365 nChanged 3 SP:Iteration 29Q (344.130000 sec): 3 clusters Score: Raw -316781.971941 + Penalty 3870.706279 = -312911.265663 nChanged 1 SP:Iteration 30Q (344.140000 sec): 3 clusters Score: Raw -316793.369953 + Penalty 3870.706279 = -312922.663675 nChanged 2 SP:Iteration 31Q (344.150000 sec): 3 clusters Score: Raw -316807.165842 + Penalty 3870.706279 = -312936.459563 nChanged 2 SP:Iteration 32Q (344.160000 sec): 3 clusters Score: Raw -316809.423371 + Penalty 3870.706279 = -312938.717093 nChanged 0 SP:Iteration 33F (344.170000 sec): 3 clusters Score: Raw -316873.319692 + Penalty 3870.706279 = -313002.613414 nChanged 26 SP:Iteration 34Q (344.180000 sec): 3 clusters Score: Raw -317270.424887 + Penalty 3870.706279 = -313399.718608 nChanged 26 SP:Iteration 35Q (344.190000 sec): 3 clusters Score: Raw -317875.609710 + Penalty 3870.706279 = -314004.903431 nChanged 4 SP:Iteration 36Q (344.190000 sec): 3 clusters Score: Raw -317908.224932 + Penalty 3870.706279 = -314037.518653 nChanged 2 SP:Iteration 37Q (344.200000 sec): 3 clusters Score: Raw -317930.350599 + Penalty 3870.706279 = -314059.644320 nChanged 2 SP:Iteration 38Q (344.210000 sec): 3 clusters Score: Raw -317940.073038 + Penalty 3870.706279 = -314069.366760 nChanged 1 SP:Iteration 39Q (344.220000 sec): 3 clusters Score: Raw -317958.950129 + Penalty 3870.706279 = -314088.243851 nChanged 2 SP:Iteration 40F (344.230000 sec): 3 clusters Score: Raw -317978.548832 + Penalty 3870.706279 = -314107.842553 nChanged 2 SP:Iteration 41Q (344.240000 sec): 3 clusters Score: Raw -317990.679522 + Penalty 3870.706279 = -314119.973244 nChanged 0 SP:Iteration 42F (344.250000 sec): 3 clusters Score: Raw -317990.679522 + Penalty 3870.706279 = -314119.973244 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (59040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.580000 sec): 2 clusters Score: Raw -9049269.681459 + Penalty 2724.520674 = -9046545.160785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.880000 sec): 3 clusters Score: Raw -9012342.012924 + Penalty 5449.041348 = -9006892.971576 nChanged 27393 SP:Iteration 1F (345.170000 sec): 3 clusters Score: Raw -9028794.330378 + Penalty 5449.041348 = -9023345.289030 nChanged 3361 SP:Iteration 2F (345.470000 sec): 3 clusters Score: Raw -9030791.346953 + Penalty 5449.041348 = -9025342.305606 nChanged 3765 SP:Iteration 3F (345.760000 sec): 3 clusters Score: Raw -9033365.691345 + Penalty 5449.041348 = -9027916.649998 nChanged 4115 SP:Iteration 4F (346.050000 sec): 3 clusters Score: Raw -9036476.880564 + Penalty 5449.041348 = -9031027.839216 nChanged 4418 SP:Iteration 5F (346.350000 sec): 3 clusters Score: Raw -9040261.238139 + Penalty 5449.041348 = -9034812.196791 nChanged 4496 SP:Iteration 6F (346.640000 sec): 3 clusters Score: Raw -9044448.939044 + Penalty 5449.041348 = -9038999.897696 nChanged 3998 SP:Iteration 7F (346.940000 sec): 3 clusters Score: Raw -9048030.641040 + Penalty 5449.041348 = -9042581.599692 nChanged 2831 SP:Iteration 8Q (347.230000 sec): 3 clusters Score: Raw -9050304.334052 + Penalty 5449.041348 = -9044855.292705 nChanged 1843 SP:Iteration 9Q (347.520000 sec): 3 clusters Score: Raw -9051616.695560 + Penalty 5449.041348 = -9046167.654213 nChanged 1272 SP:Iteration 10Q (347.790000 sec): 3 clusters Score: Raw -9052342.410921 + Penalty 5449.041348 = -9046893.369573 nChanged 891 SP:Iteration 11Q (348.060000 sec): 3 clusters Score: Raw -9052701.470890 + Penalty 5449.041348 = -9047252.429542 nChanged 607 SP:Iteration 12Q (348.320000 sec): 3 clusters Score: Raw -9052850.328673 + Penalty 5449.041348 = -9047401.287325 nChanged 406 SP:Iteration 13Q (348.580000 sec): 3 clusters Score: Raw -9052926.421183 + Penalty 5449.041348 = -9047477.379835 nChanged 282 SP:Iteration 14Q (348.840000 sec): 3 clusters Score: Raw -9052966.670691 + Penalty 5449.041348 = -9047517.629343 nChanged 208 SP:Iteration 15Q (349.110000 sec): 3 clusters Score: Raw -9052994.063487 + Penalty 5449.041348 = -9047545.022139 nChanged 175 SP:Iteration 16Q (349.360000 sec): 3 clusters Score: Raw -9053013.243590 + Penalty 5449.041348 = -9047564.202242 nChanged 139 SP:Iteration 17Q (349.620000 sec): 3 clusters Score: Raw -9053026.925858 + Penalty 5449.041348 = -9047577.884510 nChanged 114 SP:Iteration 18Q (349.880000 sec): 3 clusters Score: Raw -9053035.666273 + Penalty 5449.041348 = -9047586.624925 nChanged 76 SP:Iteration 19Q (350.140000 sec): 3 clusters Score: Raw -9053040.362690 + Penalty 5449.041348 = -9047591.321342 nChanged 53 SP:Iteration 20F (350.440000 sec): 3 clusters Score: Raw -9053043.914090 + Penalty 5449.041348 = -9047594.872743 nChanged 46 SP:Iteration 21Q (350.700000 sec): 3 clusters Score: Raw -9053046.494146 + Penalty 5449.041348 = -9047597.452798 nChanged 35 SP:Iteration 22Q (350.960000 sec): 3 clusters Score: Raw -9053048.430530 + Penalty 5449.041348 = -9047599.389182 nChanged 25 SP:Iteration 23Q (351.220000 sec): 3 clusters Score: Raw -9053049.661459 + Penalty 5449.041348 = -9047600.620111 nChanged 23 SP:Iteration 24Q (351.480000 sec): 3 clusters Score: Raw -9053050.618822 + Penalty 5449.041348 = -9047601.577475 nChanged 22 SP:Iteration 25Q (351.740000 sec): 3 clusters Score: Raw -9053051.489488 + Penalty 5449.041348 = -9047602.448140 nChanged 20 SP:Iteration 26Q (352.000000 sec): 3 clusters Score: Raw -9053052.321053 + Penalty 5449.041348 = -9047603.279705 nChanged 23 SP:Iteration 27Q (352.260000 sec): 3 clusters Score: Raw -9053053.213679 + Penalty 5449.041348 = -9047604.172331 nChanged 16 SP:Iteration 28Q (352.520000 sec): 3 clusters Score: Raw -9053053.679890 + Penalty 5449.041348 = -9047604.638543 nChanged 10 SP:Iteration 29Q (352.780000 sec): 3 clusters Score: Raw -9053053.999562 + Penalty 5449.041348 = -9047604.958214 nChanged 11 SP:Iteration 30Q (353.050000 sec): 3 clusters Score: Raw -9053054.432439 + Penalty 5449.041348 = -9047605.391091 nChanged 12 SP:Iteration 31Q (353.310000 sec): 3 clusters Score: Raw -9053054.881768 + Penalty 5449.041348 = -9047605.840420 nChanged 10 SP:Iteration 32Q (353.570000 sec): 3 clusters Score: Raw -9053055.252194 + Penalty 5449.041348 = -9047606.210847 nChanged 9 SP:Iteration 33Q (353.830000 sec): 3 clusters Score: Raw -9053055.581390 + Penalty 5449.041348 = -9047606.540042 nChanged 8 SP:Iteration 34Q (354.090000 sec): 3 clusters Score: Raw -9053055.868368 + Penalty 5449.041348 = -9047606.827020 nChanged 5 SP:Iteration 35Q (354.350000 sec): 3 clusters Score: Raw -9053055.993494 + Penalty 5449.041348 = -9047606.952146 nChanged 6 SP:Iteration 36Q (354.610000 sec): 3 clusters Score: Raw -9053056.092585 + Penalty 5449.041348 = -9047607.051237 nChanged 4 SP:Iteration 37Q (354.870000 sec): 3 clusters Score: Raw -9053056.196497 + Penalty 5449.041348 = -9047607.155149 nChanged 4 SP:Iteration 38Q (355.130000 sec): 3 clusters Score: Raw -9053056.287563 + Penalty 5449.041348 = -9047607.246215 nChanged 1 SP:Iteration 39Q (355.390000 sec): 3 clusters Score: Raw -9053056.314742 + Penalty 5449.041348 = -9047607.273394 nChanged 1 SP:Iteration 40F (355.690000 sec): 3 clusters Score: Raw -9053056.327756 + Penalty 5449.041348 = -9047607.286408 nChanged 1 SP:Iteration 41Q (355.950000 sec): 3 clusters Score: Raw -9053056.374341 + Penalty 5449.041348 = -9047607.332993 nChanged 4 SP:Iteration 42Q (356.210000 sec): 3 clusters Score: Raw -9053056.526244 + Penalty 5449.041348 = -9047607.484896 nChanged 4 SP:Iteration 43Q (356.470000 sec): 3 clusters Score: Raw -9053056.631371 + Penalty 5449.041348 = -9047607.590023 nChanged 4 SP:Iteration 44Q (356.730000 sec): 3 clusters Score: Raw -9053056.727325 + Penalty 5449.041348 = -9047607.685977 nChanged 4 SP:Iteration 45Q (356.990000 sec): 3 clusters Score: Raw -9053056.800895 + Penalty 5449.041348 = -9047607.759547 nChanged 1 SP:Iteration 46Q (357.250000 sec): 3 clusters Score: Raw -9053056.866958 + Penalty 5449.041348 = -9047607.825610 nChanged 1 SP:Iteration 47Q (357.510000 sec): 3 clusters Score: Raw -9053056.883001 + Penalty 5449.041348 = -9047607.841653 nChanged 2 SP:Iteration 48Q (357.770000 sec): 3 clusters Score: Raw -9053056.977451 + Penalty 5449.041348 = -9047607.936104 nChanged 2 SP:Iteration 49Q (358.040000 sec): 3 clusters Score: Raw -9053057.025695 + Penalty 5449.041348 = -9047607.984347 nChanged 2 SP:Iteration 50Q (358.300000 sec): 3 clusters Score: Raw -9053057.079096 + Penalty 5449.041348 = -9047608.037748 nChanged 3 SP:Iteration 51Q (358.560000 sec): 3 clusters Score: Raw -9053057.148532 + Penalty 5449.041348 = -9047608.107184 nChanged 0 SP:Iteration 52F (358.860000 sec): 3 clusters Score: Raw -9053057.148532 + Penalty 5449.041348 = -9047608.107184 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (9131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.920000 sec): 2 clusters Score: Raw -1386622.615421 + Penalty 2261.618763 = -1384360.996658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (358.960000 sec): 3 clusters Score: Raw -1381793.180458 + Penalty 4523.237526 = -1377269.942931 nChanged 3793 SP:Iteration 1F (359.000000 sec): 3 clusters Score: Raw -1384000.861652 + Penalty 4523.237526 = -1379477.624126 nChanged 757 SP:Iteration 2F (359.050000 sec): 3 clusters Score: Raw -1384645.966980 + Penalty 4523.237526 = -1380122.729454 nChanged 788 SP:Iteration 3F (359.100000 sec): 3 clusters Score: Raw -1385641.623727 + Penalty 4523.237526 = -1381118.386201 nChanged 938 SP:Iteration 4F (359.140000 sec): 3 clusters Score: Raw -1387370.357076 + Penalty 4523.237526 = -1382847.119550 nChanged 942 SP:Iteration 5F (359.180000 sec): 3 clusters Score: Raw -1388724.417152 + Penalty 4523.237526 = -1384201.179626 nChanged 580 SP:Iteration 6F (359.230000 sec): 3 clusters Score: Raw -1389274.674599 + Penalty 4523.237526 = -1384751.437073 nChanged 344 SP:Iteration 7Q (359.270000 sec): 3 clusters Score: Raw -1389632.557286 + Penalty 4523.237526 = -1385109.319760 nChanged 239 SP:Iteration 8Q (359.320000 sec): 3 clusters Score: Raw -1389879.317575 + Penalty 4523.237526 = -1385356.080048 nChanged 156 SP:Iteration 9Q (359.360000 sec): 3 clusters Score: Raw -1389962.045244 + Penalty 4523.237526 = -1385438.807718 nChanged 91 SP:Iteration 10Q (359.400000 sec): 3 clusters Score: Raw -1389992.631667 + Penalty 4523.237526 = -1385469.394140 nChanged 54 SP:Iteration 11Q (359.440000 sec): 3 clusters Score: Raw -1390008.423248 + Penalty 4523.237526 = -1385485.185721 nChanged 25 SP:Iteration 12Q (359.490000 sec): 3 clusters Score: Raw -1390015.591828 + Penalty 4523.237526 = -1385492.354301 nChanged 16 SP:Iteration 13Q (359.530000 sec): 3 clusters Score: Raw -1390019.316999 + Penalty 4523.237526 = -1385496.079473 nChanged 11 SP:Iteration 14Q (359.580000 sec): 3 clusters Score: Raw -1390021.013337 + Penalty 4523.237526 = -1385497.775811 nChanged 11 SP:Iteration 15Q (359.620000 sec): 3 clusters Score: Raw -1390023.368479 + Penalty 4523.237526 = -1385500.130952 nChanged 7 SP:Iteration 16Q (359.660000 sec): 3 clusters Score: Raw -1390024.377740 + Penalty 4523.237526 = -1385501.140214 nChanged 8 SP:Iteration 17Q (359.700000 sec): 3 clusters Score: Raw -1390025.468515 + Penalty 4523.237526 = -1385502.230988 nChanged 5 SP:Iteration 18Q (359.750000 sec): 3 clusters Score: Raw -1390026.242929 + Penalty 4523.237526 = -1385503.005403 nChanged 5 SP:Iteration 19Q (359.790000 sec): 3 clusters Score: Raw -1390027.080280 + Penalty 4523.237526 = -1385503.842754 nChanged 3 SP:Iteration 20F (359.840000 sec): 3 clusters Score: Raw -1390027.488401 + Penalty 4523.237526 = -1385504.250874 nChanged 2 SP:Iteration 21Q (359.880000 sec): 3 clusters Score: Raw -1390027.710074 + Penalty 4523.237526 = -1385504.472548 nChanged 1 SP:Iteration 22Q (359.920000 sec): 3 clusters Score: Raw -1390027.835866 + Penalty 4523.237526 = -1385504.598339 nChanged 2 SP:Iteration 23Q (359.960000 sec): 3 clusters Score: Raw -1390028.023675 + Penalty 4523.237526 = -1385504.786149 nChanged 1 SP:Iteration 24Q (360.010000 sec): 3 clusters Score: Raw -1390028.390600 + Penalty 4523.237526 = -1385505.153074 nChanged 3 SP:Iteration 25Q (360.050000 sec): 3 clusters Score: Raw -1390028.903357 + Penalty 4523.237526 = -1385505.665831 nChanged 2 SP:Iteration 26Q (360.100000 sec): 3 clusters Score: Raw -1390029.158529 + Penalty 4523.237526 = -1385505.921002 nChanged 0 SP:Iteration 27F (360.140000 sec): 3 clusters Score: Raw -1390029.158529 + Penalty 4523.237526 = -1385505.921002 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (20560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.230000 sec): 2 clusters Score: Raw -3175662.493001 + Penalty 2462.913474 = -3173199.579527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.330000 sec): 3 clusters Score: Raw -3163714.167787 + Penalty 4925.826949 = -3158788.340839 nChanged 9113 SP:Iteration 1F (360.440000 sec): 3 clusters Score: Raw -3169031.706372 + Penalty 4925.826949 = -3164105.879423 nChanged 1509 SP:Iteration 2F (360.540000 sec): 3 clusters Score: Raw -3170036.721514 + Penalty 4925.826949 = -3165110.894565 nChanged 1619 SP:Iteration 3F (360.640000 sec): 3 clusters Score: Raw -3171373.686341 + Penalty 4925.826949 = -3166447.859392 nChanged 1744 SP:Iteration 4F (360.740000 sec): 3 clusters Score: Raw -3172956.118492 + Penalty 4925.826949 = -3168030.291543 nChanged 1655 SP:Iteration 5F (360.840000 sec): 3 clusters Score: Raw -3174227.210403 + Penalty 4925.826949 = -3169301.383454 nChanged 1331 SP:Iteration 6F (360.940000 sec): 3 clusters Score: Raw -3175079.094130 + Penalty 4925.826949 = -3170153.267181 nChanged 975 SP:Iteration 7Q (361.050000 sec): 3 clusters Score: Raw -3175602.100123 + Penalty 4925.826949 = -3170676.273174 nChanged 710 SP:Iteration 8Q (361.150000 sec): 3 clusters Score: Raw -3175955.048594 + Penalty 4925.826949 = -3171029.221645 nChanged 582 SP:Iteration 9Q (361.260000 sec): 3 clusters Score: Raw -3176220.084717 + Penalty 4925.826949 = -3171294.257768 nChanged 470 SP:Iteration 10Q (361.360000 sec): 3 clusters Score: Raw -3176418.046462 + Penalty 4925.826949 = -3171492.219513 nChanged 401 SP:Iteration 11Q (361.460000 sec): 3 clusters Score: Raw -3176571.086184 + Penalty 4925.826949 = -3171645.259235 nChanged 331 SP:Iteration 12Q (361.560000 sec): 3 clusters Score: Raw -3176691.140739 + Penalty 4925.826949 = -3171765.313790 nChanged 284 SP:Iteration 13Q (361.660000 sec): 3 clusters Score: Raw -3176787.855088 + Penalty 4925.826949 = -3171862.028139 nChanged 238 SP:Iteration 14Q (361.770000 sec): 3 clusters Score: Raw -3176869.153627 + Penalty 4925.826949 = -3171943.326678 nChanged 196 SP:Iteration 15Q (361.870000 sec): 3 clusters Score: Raw -3176934.565551 + Penalty 4925.826949 = -3172008.738602 nChanged 152 SP:Iteration 16Q (361.970000 sec): 3 clusters Score: Raw -3176980.895605 + Penalty 4925.826949 = -3172055.068656 nChanged 130 SP:Iteration 17Q (362.070000 sec): 3 clusters Score: Raw -3177016.838750 + Penalty 4925.826949 = -3172091.011801 nChanged 106 SP:Iteration 18Q (362.180000 sec): 3 clusters Score: Raw -3177045.548693 + Penalty 4925.826949 = -3172119.721744 nChanged 83 SP:Iteration 19Q (362.280000 sec): 3 clusters Score: Raw -3177064.848417 + Penalty 4925.826949 = -3172139.021468 nChanged 63 SP:Iteration 20F (362.380000 sec): 3 clusters Score: Raw -3177080.245281 + Penalty 4925.826949 = -3172154.418333 nChanged 63 SP:Iteration 21Q (362.480000 sec): 3 clusters Score: Raw -3177096.900608 + Penalty 4925.826949 = -3172171.073659 nChanged 55 SP:Iteration 22Q (362.580000 sec): 3 clusters Score: Raw -3177111.421209 + Penalty 4925.826949 = -3172185.594260 nChanged 43 SP:Iteration 23Q (362.680000 sec): 3 clusters Score: Raw -3177121.598193 + Penalty 4925.826949 = -3172195.771244 nChanged 38 SP:Iteration 24Q (362.780000 sec): 3 clusters Score: Raw -3177130.150613 + Penalty 4925.826949 = -3172204.323664 nChanged 31 SP:Iteration 25Q (362.880000 sec): 3 clusters Score: Raw -3177137.803282 + Penalty 4925.826949 = -3172211.976333 nChanged 34 SP:Iteration 26Q (362.980000 sec): 3 clusters Score: Raw -3177145.537937 + Penalty 4925.826949 = -3172219.710988 nChanged 37 SP:Iteration 27Q (363.080000 sec): 3 clusters Score: Raw -3177153.772020 + Penalty 4925.826949 = -3172227.945071 nChanged 28 SP:Iteration 28Q (363.180000 sec): 3 clusters Score: Raw -3177159.709213 + Penalty 4925.826949 = -3172233.882264 nChanged 17 SP:Iteration 29Q (363.280000 sec): 3 clusters Score: Raw -3177163.188775 + Penalty 4925.826949 = -3172237.361826 nChanged 17 SP:Iteration 30Q (363.380000 sec): 3 clusters Score: Raw -3177168.414827 + Penalty 4925.826949 = -3172242.587878 nChanged 21 SP:Iteration 31Q (363.480000 sec): 3 clusters Score: Raw -3177174.159381 + Penalty 4925.826949 = -3172248.332432 nChanged 19 SP:Iteration 32Q (363.580000 sec): 3 clusters Score: Raw -3177179.694031 + Penalty 4925.826949 = -3172253.867082 nChanged 18 SP:Iteration 33Q (363.680000 sec): 3 clusters Score: Raw -3177184.462914 + Penalty 4925.826949 = -3172258.635965 nChanged 10 SP:Iteration 34Q (363.780000 sec): 3 clusters Score: Raw -3177186.593704 + Penalty 4925.826949 = -3172260.766755 nChanged 10 SP:Iteration 35Q (363.880000 sec): 3 clusters Score: Raw -3177188.383089 + Penalty 4925.826949 = -3172262.556140 nChanged 9 SP:Iteration 36Q (363.980000 sec): 3 clusters Score: Raw -3177190.421679 + Penalty 4925.826949 = -3172264.594731 nChanged 5 SP:Iteration 37Q (364.080000 sec): 3 clusters Score: Raw -3177191.875308 + Penalty 4925.826949 = -3172266.048359 nChanged 11 SP:Iteration 38Q (364.180000 sec): 3 clusters Score: Raw -3177193.867999 + Penalty 4925.826949 = -3172268.041050 nChanged 9 SP:Iteration 39Q (364.280000 sec): 3 clusters Score: Raw -3177196.383906 + Penalty 4925.826949 = -3172270.556957 nChanged 10 SP:Iteration 40F (364.380000 sec): 3 clusters Score: Raw -3177198.251495 + Penalty 4925.826949 = -3172272.424546 nChanged 8 SP:Iteration 41Q (364.480000 sec): 3 clusters Score: Raw -3177199.820128 + Penalty 4925.826949 = -3172273.993179 nChanged 5 SP:Iteration 42Q (364.580000 sec): 3 clusters Score: Raw -3177201.061490 + Penalty 4925.826949 = -3172275.234541 nChanged 6 SP:Iteration 43Q (364.680000 sec): 3 clusters Score: Raw -3177202.878930 + Penalty 4925.826949 = -3172277.051981 nChanged 7 SP:Iteration 44Q (364.770000 sec): 3 clusters Score: Raw -3177204.427276 + Penalty 4925.826949 = -3172278.600327 nChanged 7 SP:Iteration 45Q (364.870000 sec): 3 clusters Score: Raw -3177205.955383 + Penalty 4925.826949 = -3172280.128434 nChanged 5 SP:Iteration 46Q (364.970000 sec): 3 clusters Score: Raw -3177207.189282 + Penalty 4925.826949 = -3172281.362333 nChanged 9 SP:Iteration 47Q (365.070000 sec): 3 clusters Score: Raw -3177208.680263 + Penalty 4925.826949 = -3172282.853314 nChanged 7 SP:Iteration 48Q (365.170000 sec): 3 clusters Score: Raw -3177210.770244 + Penalty 4925.826949 = -3172284.943295 nChanged 12 SP:Iteration 49Q (365.270000 sec): 3 clusters Score: Raw -3177213.267089 + Penalty 4925.826949 = -3172287.440140 nChanged 10 SP:Iteration 50Q (365.360000 sec): 3 clusters Score: Raw -3177215.565350 + Penalty 4925.826949 = -3172289.738401 nChanged 8 SP:Iteration 51Q (365.460000 sec): 3 clusters Score: Raw -3177217.117534 + Penalty 4925.826949 = -3172291.290585 nChanged 4 SP:Iteration 52Q (365.560000 sec): 3 clusters Score: Raw -3177218.292512 + Penalty 4925.826949 = -3172292.465563 nChanged 7 SP:Iteration 53Q (365.660000 sec): 3 clusters Score: Raw -3177219.375500 + Penalty 4925.826949 = -3172293.548551 nChanged 1 SP:Iteration 54Q (365.760000 sec): 3 clusters Score: Raw -3177219.707944 + Penalty 4925.826949 = -3172293.880995 nChanged 3 SP:Iteration 55Q (365.860000 sec): 3 clusters Score: Raw -3177220.308229 + Penalty 4925.826949 = -3172294.481280 nChanged 2 SP:Iteration 56Q (365.960000 sec): 3 clusters Score: Raw -3177220.571375 + Penalty 4925.826949 = -3172294.744426 nChanged 3 SP:Iteration 57Q (366.050000 sec): 3 clusters Score: Raw -3177221.089411 + Penalty 4925.826949 = -3172295.262462 nChanged 3 SP:Iteration 58Q (366.150000 sec): 3 clusters Score: Raw -3177221.597500 + Penalty 4925.826949 = -3172295.770551 nChanged 2 SP:Iteration 59Q (366.250000 sec): 3 clusters Score: Raw -3177222.008278 + Penalty 4925.826949 = -3172296.181329 nChanged 1 SP:Iteration 60F (366.350000 sec): 3 clusters Score: Raw -3177222.290899 + Penalty 4925.826949 = -3172296.463951 nChanged 1 SP:Iteration 61Q (366.450000 sec): 3 clusters Score: Raw -3177222.488708 + Penalty 4925.826949 = -3172296.661759 nChanged 2 SP:Iteration 62Q (366.540000 sec): 3 clusters Score: Raw -3177222.799332 + Penalty 4925.826949 = -3172296.972384 nChanged 4 SP:Iteration 63Q (366.640000 sec): 3 clusters Score: Raw -3177223.883981 + Penalty 4925.826949 = -3172298.057032 nChanged 7 SP:Iteration 64Q (366.740000 sec): 3 clusters Score: Raw -3177225.897572 + Penalty 4925.826949 = -3172300.070623 nChanged 7 SP:Iteration 65Q (366.840000 sec): 3 clusters Score: Raw -3177227.137923 + Penalty 4925.826949 = -3172301.310974 nChanged 3 SP:Iteration 66Q (366.930000 sec): 3 clusters Score: Raw -3177227.831203 + Penalty 4925.826949 = -3172302.004254 nChanged 3 SP:Iteration 67Q (367.030000 sec): 3 clusters Score: Raw -3177228.353135 + Penalty 4925.826949 = -3172302.526186 nChanged 1 SP:Iteration 68Q (367.130000 sec): 3 clusters Score: Raw -3177228.487018 + Penalty 4925.826949 = -3172302.660069 nChanged 1 SP:Iteration 69Q (367.220000 sec): 3 clusters Score: Raw -3177228.562851 + Penalty 4925.826949 = -3172302.735903 nChanged 0 SP:Iteration 70F (367.320000 sec): 3 clusters Score: Raw -3177228.562851 + Penalty 4925.826949 = -3172302.735903 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (26837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.430000 sec): 2 clusters Score: Raw -4172357.926481 + Penalty 2528.989129 = -4169828.937352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.560000 sec): 3 clusters Score: Raw -4156350.348982 + Penalty 5057.978258 = -4151292.370723 nChanged 11946 SP:Iteration 1F (367.700000 sec): 3 clusters Score: Raw -4163059.292918 + Penalty 5057.978258 = -4158001.314659 nChanged 1453 SP:Iteration 2F (367.830000 sec): 3 clusters Score: Raw -4163690.889791 + Penalty 5057.978258 = -4158632.911532 nChanged 1434 SP:Iteration 3F (367.970000 sec): 3 clusters Score: Raw -4164337.914181 + Penalty 5057.978258 = -4159279.935923 nChanged 1407 SP:Iteration 4F (368.100000 sec): 3 clusters Score: Raw -4164977.038350 + Penalty 5057.978258 = -4159919.060092 nChanged 1354 SP:Iteration 5F (368.240000 sec): 3 clusters Score: Raw -4165649.324657 + Penalty 5057.978258 = -4160591.346398 nChanged 1475 SP:Iteration 6F (368.370000 sec): 3 clusters Score: Raw -4166473.887136 + Penalty 5057.978258 = -4161415.908877 nChanged 1521 SP:Iteration 7F (368.500000 sec): 3 clusters Score: Raw -4167469.661022 + Penalty 5057.978258 = -4162411.682764 nChanged 1567 SP:Iteration 8F (368.640000 sec): 3 clusters Score: Raw -4168690.884600 + Penalty 5057.978258 = -4163632.906342 nChanged 1438 SP:Iteration 9F (368.770000 sec): 3 clusters Score: Raw -4169858.722520 + Penalty 5057.978258 = -4164800.744261 nChanged 1150 SP:Iteration 10Q (368.900000 sec): 3 clusters Score: Raw -4170766.259714 + Penalty 5057.978258 = -4165708.281455 nChanged 895 SP:Iteration 11Q (369.030000 sec): 3 clusters Score: Raw -4171452.839530 + Penalty 5057.978258 = -4166394.861271 nChanged 640 SP:Iteration 12Q (369.160000 sec): 3 clusters Score: Raw -4171950.177684 + Penalty 5057.978258 = -4166892.199426 nChanged 491 SP:Iteration 13Q (369.280000 sec): 3 clusters Score: Raw -4172313.463817 + Penalty 5057.978258 = -4167255.485558 nChanged 364 SP:Iteration 14Q (369.390000 sec): 3 clusters Score: Raw -4172565.166642 + Penalty 5057.978258 = -4167507.188384 nChanged 309 SP:Iteration 15Q (369.500000 sec): 3 clusters Score: Raw -4172789.445710 + Penalty 5057.978258 = -4167731.467451 nChanged 238 SP:Iteration 16Q (369.610000 sec): 3 clusters Score: Raw -4172950.738178 + Penalty 5057.978258 = -4167892.759919 nChanged 192 SP:Iteration 17Q (369.720000 sec): 3 clusters Score: Raw -4173085.290822 + Penalty 5057.978258 = -4168027.312564 nChanged 178 SP:Iteration 18Q (369.820000 sec): 3 clusters Score: Raw -4173201.230458 + Penalty 5057.978258 = -4168143.252200 nChanged 130 SP:Iteration 19Q (369.920000 sec): 3 clusters Score: Raw -4173271.962248 + Penalty 5057.978258 = -4168213.983990 nChanged 104 SP:Iteration 20F (370.060000 sec): 3 clusters Score: Raw -4173335.029463 + Penalty 5057.978258 = -4168277.051204 nChanged 88 SP:Iteration 21Q (370.160000 sec): 3 clusters Score: Raw -4173385.683325 + Penalty 5057.978258 = -4168327.705067 nChanged 73 SP:Iteration 22Q (370.260000 sec): 3 clusters Score: Raw -4173422.644918 + Penalty 5057.978258 = -4168364.666659 nChanged 63 SP:Iteration 23Q (370.360000 sec): 3 clusters Score: Raw -4173453.409187 + Penalty 5057.978258 = -4168395.430928 nChanged 51 SP:Iteration 24Q (370.460000 sec): 3 clusters Score: Raw -4173477.829059 + Penalty 5057.978258 = -4168419.850801 nChanged 42 SP:Iteration 25Q (370.560000 sec): 3 clusters Score: Raw -4173496.258163 + Penalty 5057.978258 = -4168438.279905 nChanged 35 SP:Iteration 26Q (370.660000 sec): 3 clusters Score: Raw -4173513.657967 + Penalty 5057.978258 = -4168455.679709 nChanged 29 SP:Iteration 27Q (370.750000 sec): 3 clusters Score: Raw -4173523.698699 + Penalty 5057.978258 = -4168465.720440 nChanged 17 SP:Iteration 28Q (370.850000 sec): 3 clusters Score: Raw -4173528.878177 + Penalty 5057.978258 = -4168470.899918 nChanged 21 SP:Iteration 29Q (370.950000 sec): 3 clusters Score: Raw -4173536.762793 + Penalty 5057.978258 = -4168478.784534 nChanged 17 SP:Iteration 30Q (371.050000 sec): 3 clusters Score: Raw -4173543.197001 + Penalty 5057.978258 = -4168485.218743 nChanged 10 SP:Iteration 31Q (371.150000 sec): 3 clusters Score: Raw -4173547.004180 + Penalty 5057.978258 = -4168489.025921 nChanged 13 SP:Iteration 32Q (371.240000 sec): 3 clusters Score: Raw -4173551.708960 + Penalty 5057.978258 = -4168493.730702 nChanged 8 SP:Iteration 33Q (371.340000 sec): 3 clusters Score: Raw -4173554.905560 + Penalty 5057.978258 = -4168496.927301 nChanged 7 SP:Iteration 34Q (371.440000 sec): 3 clusters Score: Raw -4173557.250382 + Penalty 5057.978258 = -4168499.272123 nChanged 5 SP:Iteration 35Q (371.540000 sec): 3 clusters Score: Raw -4173559.256530 + Penalty 5057.978258 = -4168501.278272 nChanged 4 SP:Iteration 36Q (371.630000 sec): 3 clusters Score: Raw -4173561.519180 + Penalty 5057.978258 = -4168503.540922 nChanged 8 SP:Iteration 37Q (371.730000 sec): 3 clusters Score: Raw -4173564.633453 + Penalty 5057.978258 = -4168506.655194 nChanged 10 SP:Iteration 38Q (371.830000 sec): 3 clusters Score: Raw -4173569.560834 + Penalty 5057.978258 = -4168511.582575 nChanged 9 SP:Iteration 39Q (371.920000 sec): 3 clusters Score: Raw -4173574.154330 + Penalty 5057.978258 = -4168516.176071 nChanged 4 SP:Iteration 40F (372.060000 sec): 3 clusters Score: Raw -4173575.615144 + Penalty 5057.978258 = -4168517.636886 nChanged 7 SP:Iteration 41Q (372.150000 sec): 3 clusters Score: Raw -4173579.305861 + Penalty 5057.978258 = -4168521.327602 nChanged 10 SP:Iteration 42Q (372.260000 sec): 3 clusters Score: Raw -4173583.656326 + Penalty 5057.978258 = -4168525.678068 nChanged 10 SP:Iteration 43Q (372.350000 sec): 3 clusters Score: Raw -4173589.575316 + Penalty 5057.978258 = -4168531.597058 nChanged 13 SP:Iteration 44Q (372.450000 sec): 3 clusters Score: Raw -4173596.461817 + Penalty 5057.978258 = -4168538.483558 nChanged 19 SP:Iteration 45Q (372.550000 sec): 3 clusters Score: Raw -4173605.299832 + Penalty 5057.978258 = -4168547.321574 nChanged 17 SP:Iteration 46Q (372.640000 sec): 3 clusters Score: Raw -4173613.018418 + Penalty 5057.978258 = -4168555.040159 nChanged 12 SP:Iteration 47Q (372.740000 sec): 3 clusters Score: Raw -4173619.445727 + Penalty 5057.978258 = -4168561.467469 nChanged 11 SP:Iteration 48Q (372.830000 sec): 3 clusters Score: Raw -4173625.714306 + Penalty 5057.978258 = -4168567.736047 nChanged 10 SP:Iteration 49Q (372.930000 sec): 3 clusters Score: Raw -4173630.518593 + Penalty 5057.978258 = -4168572.540335 nChanged 10 SP:Iteration 50Q (373.030000 sec): 3 clusters Score: Raw -4173634.722497 + Penalty 5057.978258 = -4168576.744239 nChanged 13 SP:Iteration 51Q (373.120000 sec): 3 clusters Score: Raw -4173639.692789 + Penalty 5057.978258 = -4168581.714530 nChanged 6 SP:Iteration 52Q (373.210000 sec): 3 clusters Score: Raw -4173641.364651 + Penalty 5057.978258 = -4168583.386392 nChanged 3 SP:Iteration 53Q (373.310000 sec): 3 clusters Score: Raw -4173642.690777 + Penalty 5057.978258 = -4168584.712519 nChanged 1 SP:Iteration 54Q (373.410000 sec): 3 clusters Score: Raw -4173642.942451 + Penalty 5057.978258 = -4168584.964192 nChanged 1 SP:Iteration 55Q (373.500000 sec): 3 clusters Score: Raw -4173643.235225 + Penalty 5057.978258 = -4168585.256967 nChanged 0 SP:Iteration 56F (373.630000 sec): 3 clusters Score: Raw -4173643.235225 + Penalty 5057.978258 = -4168585.256967 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (20378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (373.720000 sec): 2 clusters Score: Raw -3011024.771645 + Penalty 2460.708369 = -3008564.063276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (373.820000 sec): 3 clusters Score: Raw -2999224.106567 + Penalty 4921.416739 = -2994302.689828 nChanged 8972 SP:Iteration 1F (373.920000 sec): 3 clusters Score: Raw -3004026.737214 + Penalty 4921.416739 = -2999105.320476 nChanged 1177 SP:Iteration 2F (374.020000 sec): 3 clusters Score: Raw -3004512.244803 + Penalty 4921.416739 = -2999590.828064 nChanged 1005 SP:Iteration 3Q (374.120000 sec): 3 clusters Score: Raw -3004937.789653 + Penalty 4921.416739 = -3000016.372914 nChanged 953 SP:Iteration 4Q (374.230000 sec): 3 clusters Score: Raw -3005350.049719 + Penalty 4921.416739 = -3000428.632981 nChanged 888 SP:Iteration 5Q (374.330000 sec): 3 clusters Score: Raw -3005764.382870 + Penalty 4921.416739 = -3000842.966132 nChanged 926 SP:Iteration 6Q (374.430000 sec): 3 clusters Score: Raw -3006186.971294 + Penalty 4921.416739 = -3001265.554555 nChanged 910 SP:Iteration 7Q (374.530000 sec): 3 clusters Score: Raw -3006601.931059 + Penalty 4921.416739 = -3001680.514320 nChanged 845 SP:Iteration 8Q (374.630000 sec): 3 clusters Score: Raw -3006976.417476 + Penalty 4921.416739 = -3002055.000737 nChanged 805 SP:Iteration 9Q (374.740000 sec): 3 clusters Score: Raw -3007369.131920 + Penalty 4921.416739 = -3002447.715182 nChanged 771 SP:Iteration 10Q (374.840000 sec): 3 clusters Score: Raw -3007814.262375 + Penalty 4921.416739 = -3002892.845636 nChanged 812 SP:Iteration 11Q (374.940000 sec): 3 clusters Score: Raw -3008345.769815 + Penalty 4921.416739 = -3003424.353076 nChanged 862 SP:Iteration 12Q (375.040000 sec): 3 clusters Score: Raw -3008970.491387 + Penalty 4921.416739 = -3004049.074649 nChanged 923 SP:Iteration 13Q (375.140000 sec): 3 clusters Score: Raw -3009739.084716 + Penalty 4921.416739 = -3004817.667978 nChanged 916 SP:Iteration 14Q (375.240000 sec): 3 clusters Score: Raw -3010516.997929 + Penalty 4921.416739 = -3005595.581191 nChanged 798 SP:Iteration 15Q (375.330000 sec): 3 clusters Score: Raw -3011227.070903 + Penalty 4921.416739 = -3006305.654164 nChanged 751 SP:Iteration 16Q (375.430000 sec): 3 clusters Score: Raw -3011895.739927 + Penalty 4921.416739 = -3006974.323188 nChanged 624 SP:Iteration 17Q (375.520000 sec): 3 clusters Score: Raw -3012461.542843 + Penalty 4921.416739 = -3007540.126105 nChanged 533 SP:Iteration 18Q (375.610000 sec): 3 clusters Score: Raw -3012966.586380 + Penalty 4921.416739 = -3008045.169642 nChanged 456 SP:Iteration 19Q (375.700000 sec): 3 clusters Score: Raw -3013481.229050 + Penalty 4921.416739 = -3008559.812311 nChanged 402 SP:Iteration 20F (375.800000 sec): 3 clusters Score: Raw -3014020.657069 + Penalty 4921.416739 = -3009099.240330 nChanged 357 SP:Iteration 21Q (375.880000 sec): 3 clusters Score: Raw -3014575.297101 + Penalty 4921.416739 = -3009653.880363 nChanged 299 SP:Iteration 22Q (375.960000 sec): 3 clusters Score: Raw -3014972.539262 + Penalty 4921.416739 = -3010051.122523 nChanged 220 SP:Iteration 23Q (376.040000 sec): 3 clusters Score: Raw -3015210.086220 + Penalty 4921.416739 = -3010288.669482 nChanged 177 SP:Iteration 24Q (376.120000 sec): 3 clusters Score: Raw -3015360.980675 + Penalty 4921.416739 = -3010439.563937 nChanged 123 SP:Iteration 25Q (376.200000 sec): 3 clusters Score: Raw -3015434.521841 + Penalty 4921.416739 = -3010513.105102 nChanged 76 SP:Iteration 26Q (376.270000 sec): 3 clusters Score: Raw -3015468.746519 + Penalty 4921.416739 = -3010547.329780 nChanged 55 SP:Iteration 27Q (376.350000 sec): 3 clusters Score: Raw -3015491.890557 + Penalty 4921.416739 = -3010570.473818 nChanged 43 SP:Iteration 28Q (376.430000 sec): 3 clusters Score: Raw -3015506.911238 + Penalty 4921.416739 = -3010585.494500 nChanged 31 SP:Iteration 29Q (376.500000 sec): 3 clusters Score: Raw -3015516.981068 + Penalty 4921.416739 = -3010595.564329 nChanged 23 SP:Iteration 30Q (376.580000 sec): 3 clusters Score: Raw -3015523.421265 + Penalty 4921.416739 = -3010602.004526 nChanged 18 SP:Iteration 31Q (376.650000 sec): 3 clusters Score: Raw -3015527.786850 + Penalty 4921.416739 = -3010606.370111 nChanged 8 SP:Iteration 32Q (376.730000 sec): 3 clusters Score: Raw -3015529.438987 + Penalty 4921.416739 = -3010608.022248 nChanged 4 SP:Iteration 33Q (376.810000 sec): 3 clusters Score: Raw -3015530.205757 + Penalty 4921.416739 = -3010608.789019 nChanged 6 SP:Iteration 34Q (376.880000 sec): 3 clusters Score: Raw -3015531.416941 + Penalty 4921.416739 = -3010610.000203 nChanged 5 SP:Iteration 35Q (376.960000 sec): 3 clusters Score: Raw -3015532.289141 + Penalty 4921.416739 = -3010610.872402 nChanged 5 SP:Iteration 36Q (377.030000 sec): 3 clusters Score: Raw -3015533.442077 + Penalty 4921.416739 = -3010612.025338 nChanged 3 SP:Iteration 37Q (377.110000 sec): 3 clusters Score: Raw -3015534.078756 + Penalty 4921.416739 = -3010612.662018 nChanged 1 SP:Iteration 38Q (377.190000 sec): 3 clusters Score: Raw -3015534.204682 + Penalty 4921.416739 = -3010612.787944 nChanged 0 SP:Iteration 39F (377.290000 sec): 3 clusters Score: Raw -3015534.204682 + Penalty 4921.416739 = -3010612.787944 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.310000 sec): 2 clusters Score: Raw -58061.052389 + Penalty 1495.013073 = -56566.039316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.310000 sec): 3 clusters Score: Raw -58124.161352 + Penalty 2990.026146 = -55134.135206 nChanged 60 SP:Iteration 1F (377.310000 sec): 3 clusters Score: Raw -58287.107295 + Penalty 2990.026146 = -55297.081149 nChanged 21 SP:Iteration 2F (377.310000 sec): 3 clusters Score: Raw -58368.443441 + Penalty 2990.026146 = -55378.417295 nChanged 13 SP:Iteration 3Q (377.310000 sec): 3 clusters Score: Raw -58422.889093 + Penalty 2990.026146 = -55432.862947 nChanged 12 SP:Iteration 4Q (377.310000 sec): 3 clusters Score: Raw -58482.971057 + Penalty 2990.026146 = -55492.944911 nChanged 8 SP:Iteration 5Q (377.320000 sec): 3 clusters Score: Raw -58512.966169 + Penalty 2990.026146 = -55522.940023 nChanged 3 SP:Iteration 6Q (377.320000 sec): 3 clusters Score: Raw -58527.412611 + Penalty 2990.026146 = -55537.386465 nChanged 1 SP:Iteration 7Q (377.320000 sec): 3 clusters Score: Raw -58530.357734 + Penalty 2990.026146 = -55540.331588 nChanged 0 SP:Iteration 8F (377.320000 sec): 3 clusters Score: Raw -58530.357734 + Penalty 2990.026146 = -55540.331588 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.330000 sec): 2 clusters Score: Raw -264642.993167 + Penalty 1885.519315 = -262757.473852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.340000 sec): 3 clusters Score: Raw -264495.488861 + Penalty 3771.038629 = -260724.450232 nChanged 768 SP:Iteration 1F (377.350000 sec): 3 clusters Score: Raw -270320.046895 + Penalty 3771.038629 = -266549.008266 nChanged 349 SP:Iteration 2F (377.360000 sec): 3 clusters Score: Raw -274659.526587 + Penalty 3771.038629 = -270888.487958 nChanged 80 SP:Iteration 3Q (377.370000 sec): 3 clusters Score: Raw -275394.088181 + Penalty 3771.038629 = -271623.049552 nChanged 61 SP:Iteration 4Q (377.380000 sec): 3 clusters Score: Raw -275890.182583 + Penalty 3771.038629 = -272119.143954 nChanged 45 SP:Iteration 5Q (377.390000 sec): 3 clusters Score: Raw -276299.846378 + Penalty 3771.038629 = -272528.807749 nChanged 29 SP:Iteration 6Q (377.390000 sec): 3 clusters Score: Raw -276588.154450 + Penalty 3771.038629 = -272817.115821 nChanged 21 SP:Iteration 7Q (377.400000 sec): 3 clusters Score: Raw -277005.062410 + Penalty 3771.038629 = -273234.023781 nChanged 22 SP:Iteration 8Q (377.410000 sec): 3 clusters Score: Raw -277580.887117 + Penalty 3771.038629 = -273809.848488 nChanged 12 SP:Iteration 9Q (377.410000 sec): 3 clusters Score: Raw -277712.634611 + Penalty 3771.038629 = -273941.595982 nChanged 25 SP:Iteration 10Q (377.420000 sec): 3 clusters Score: Raw -277973.650472 + Penalty 3771.038629 = -274202.611843 nChanged 20 SP:Iteration 11Q (377.430000 sec): 3 clusters Score: Raw -278415.554874 + Penalty 3771.038629 = -274644.516245 nChanged 16 SP:Iteration 12Q (377.430000 sec): 3 clusters Score: Raw -278950.368452 + Penalty 3771.038629 = -275179.329822 nChanged 3 SP:Iteration 13Q (377.440000 sec): 3 clusters Score: Raw -278953.277586 + Penalty 3771.038629 = -275182.238956 nChanged 0 SP:Iteration 14F (377.450000 sec): 3 clusters Score: Raw -278953.277586 + Penalty 3771.038629 = -275182.238956 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (23171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.550000 sec): 2 clusters Score: Raw -3419230.657226 + Penalty 2492.562880 = -3416738.094345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.670000 sec): 3 clusters Score: Raw -3405707.206357 + Penalty 4985.125761 = -3400722.080597 nChanged 10287 SP:Iteration 1F (377.780000 sec): 3 clusters Score: Raw -3411889.759144 + Penalty 4985.125761 = -3406904.633383 nChanged 2098 SP:Iteration 2F (377.890000 sec): 3 clusters Score: Raw -3414831.027851 + Penalty 4985.125761 = -3409845.902090 nChanged 2839 SP:Iteration 3F (378.010000 sec): 3 clusters Score: Raw -3419592.656727 + Penalty 4985.125761 = -3414607.530967 nChanged 2681 SP:Iteration 4F (378.120000 sec): 3 clusters Score: Raw -3422855.531910 + Penalty 4985.125761 = -3417870.406149 nChanged 1748 SP:Iteration 5F (378.240000 sec): 3 clusters Score: Raw -3424127.035548 + Penalty 4985.125761 = -3419141.909787 nChanged 1007 SP:Iteration 6Q (378.350000 sec): 3 clusters Score: Raw -3424677.959895 + Penalty 4985.125761 = -3419692.834135 nChanged 689 SP:Iteration 7Q (378.460000 sec): 3 clusters Score: Raw -3425000.109729 + Penalty 4985.125761 = -3420014.983968 nChanged 581 SP:Iteration 8Q (378.570000 sec): 3 clusters Score: Raw -3425250.927152 + Penalty 4985.125761 = -3420265.801391 nChanged 551 SP:Iteration 9Q (378.680000 sec): 3 clusters Score: Raw -3425472.824594 + Penalty 4985.125761 = -3420487.698833 nChanged 546 SP:Iteration 10Q (378.790000 sec): 3 clusters Score: Raw -3425680.671043 + Penalty 4985.125761 = -3420695.545282 nChanged 506 SP:Iteration 11Q (378.900000 sec): 3 clusters Score: Raw -3425864.294827 + Penalty 4985.125761 = -3420879.169067 nChanged 470 SP:Iteration 12Q (379.010000 sec): 3 clusters Score: Raw -3426023.529231 + Penalty 4985.125761 = -3421038.403470 nChanged 422 SP:Iteration 13Q (379.110000 sec): 3 clusters Score: Raw -3426147.417163 + Penalty 4985.125761 = -3421162.291402 nChanged 365 SP:Iteration 14Q (379.220000 sec): 3 clusters Score: Raw -3426246.712074 + Penalty 4985.125761 = -3421261.586314 nChanged 328 SP:Iteration 15Q (379.330000 sec): 3 clusters Score: Raw -3426332.463892 + Penalty 4985.125761 = -3421347.338131 nChanged 288 SP:Iteration 16Q (379.430000 sec): 3 clusters Score: Raw -3426403.395345 + Penalty 4985.125761 = -3421418.269585 nChanged 269 SP:Iteration 17Q (379.540000 sec): 3 clusters Score: Raw -3426469.308299 + Penalty 4985.125761 = -3421484.182538 nChanged 254 SP:Iteration 18Q (379.640000 sec): 3 clusters Score: Raw -3426530.523347 + Penalty 4985.125761 = -3421545.397586 nChanged 222 SP:Iteration 19Q (379.750000 sec): 3 clusters Score: Raw -3426580.418376 + Penalty 4985.125761 = -3421595.292615 nChanged 199 SP:Iteration 20F (379.860000 sec): 3 clusters Score: Raw -3426624.930373 + Penalty 4985.125761 = -3421639.804612 nChanged 192 SP:Iteration 21Q (379.970000 sec): 3 clusters Score: Raw -3426666.130528 + Penalty 4985.125761 = -3421681.004767 nChanged 182 SP:Iteration 22Q (380.070000 sec): 3 clusters Score: Raw -3426712.192488 + Penalty 4985.125761 = -3421727.066728 nChanged 204 SP:Iteration 23Q (380.170000 sec): 3 clusters Score: Raw -3426768.575372 + Penalty 4985.125761 = -3421783.449611 nChanged 204 SP:Iteration 24Q (380.280000 sec): 3 clusters Score: Raw -3426824.799608 + Penalty 4985.125761 = -3421839.673847 nChanged 192 SP:Iteration 25Q (380.380000 sec): 3 clusters Score: Raw -3426886.828424 + Penalty 4985.125761 = -3421901.702663 nChanged 210 SP:Iteration 26Q (380.490000 sec): 3 clusters Score: Raw -3426966.607012 + Penalty 4985.125761 = -3421981.481251 nChanged 214 SP:Iteration 27Q (380.590000 sec): 3 clusters Score: Raw -3427062.248930 + Penalty 4985.125761 = -3422077.123169 nChanged 212 SP:Iteration 28Q (380.690000 sec): 3 clusters Score: Raw -3427179.658057 + Penalty 4985.125761 = -3422194.532296 nChanged 214 SP:Iteration 29Q (380.790000 sec): 3 clusters Score: Raw -3427307.925475 + Penalty 4985.125761 = -3422322.799714 nChanged 214 SP:Iteration 30Q (380.890000 sec): 3 clusters Score: Raw -3427416.348767 + Penalty 4985.125761 = -3422431.223007 nChanged 186 SP:Iteration 31Q (380.990000 sec): 3 clusters Score: Raw -3427485.637923 + Penalty 4985.125761 = -3422500.512162 nChanged 144 SP:Iteration 32Q (381.090000 sec): 3 clusters Score: Raw -3427520.506230 + Penalty 4985.125761 = -3422535.380469 nChanged 95 SP:Iteration 33Q (381.190000 sec): 3 clusters Score: Raw -3427538.780614 + Penalty 4985.125761 = -3422553.654853 nChanged 61 SP:Iteration 34Q (381.290000 sec): 3 clusters Score: Raw -3427548.417567 + Penalty 4985.125761 = -3422563.291806 nChanged 40 SP:Iteration 35Q (381.380000 sec): 3 clusters Score: Raw -3427552.329019 + Penalty 4985.125761 = -3422567.203258 nChanged 19 SP:Iteration 36Q (381.480000 sec): 3 clusters Score: Raw -3427554.230019 + Penalty 4985.125761 = -3422569.104258 nChanged 13 SP:Iteration 37Q (381.580000 sec): 3 clusters Score: Raw -3427555.692697 + Penalty 4985.125761 = -3422570.566936 nChanged 7 SP:Iteration 38Q (381.670000 sec): 3 clusters Score: Raw -3427556.095920 + Penalty 4985.125761 = -3422570.970159 nChanged 3 SP:Iteration 39Q (381.770000 sec): 3 clusters Score: Raw -3427556.225585 + Penalty 4985.125761 = -3422571.099824 nChanged 1 SP:Iteration 40F (381.890000 sec): 3 clusters Score: Raw -3427556.285153 + Penalty 4985.125761 = -3422571.159392 nChanged 1 SP:Iteration 41Q (381.980000 sec): 3 clusters Score: Raw -3427556.359801 + Penalty 4985.125761 = -3422571.234040 nChanged 2 SP:Iteration 42Q (382.080000 sec): 3 clusters Score: Raw -3427556.487665 + Penalty 4985.125761 = -3422571.361904 nChanged 1 SP:Iteration 43Q (382.180000 sec): 3 clusters Score: Raw -3427556.523656 + Penalty 4985.125761 = -3422571.397896 nChanged 2 SP:Iteration 44Q (382.280000 sec): 3 clusters Score: Raw -3427556.605817 + Penalty 4985.125761 = -3422571.480056 nChanged 0 SP:Iteration 45F (382.400000 sec): 3 clusters Score: Raw -3427556.605817 + Penalty 4985.125761 = -3422571.480056 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (14769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.460000 sec): 2 clusters Score: Raw -2150547.692852 + Penalty 2380.870846 = -2148166.822006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.540000 sec): 3 clusters Score: Raw -2142255.978389 + Penalty 4761.741692 = -2137494.236698 nChanged 6267 SP:Iteration 1F (382.610000 sec): 3 clusters Score: Raw -2145695.230242 + Penalty 4761.741692 = -2140933.488550 nChanged 947 SP:Iteration 2F (382.680000 sec): 3 clusters Score: Raw -2146126.370771 + Penalty 4761.741692 = -2141364.629079 nChanged 802 SP:Iteration 3F (382.760000 sec): 3 clusters Score: Raw -2146494.746495 + Penalty 4761.741692 = -2141733.004803 nChanged 662 SP:Iteration 4Q (382.830000 sec): 3 clusters Score: Raw -2146780.464505 + Penalty 4761.741692 = -2142018.722813 nChanged 576 SP:Iteration 5Q (382.900000 sec): 3 clusters Score: Raw -2147022.029316 + Penalty 4761.741692 = -2142260.287624 nChanged 551 SP:Iteration 6Q (382.970000 sec): 3 clusters Score: Raw -2147273.312670 + Penalty 4761.741692 = -2142511.570979 nChanged 589 SP:Iteration 7Q (383.050000 sec): 3 clusters Score: Raw -2147560.515401 + Penalty 4761.741692 = -2142798.773709 nChanged 593 SP:Iteration 8Q (383.120000 sec): 3 clusters Score: Raw -2147871.473354 + Penalty 4761.741692 = -2143109.731663 nChanged 580 SP:Iteration 9Q (383.190000 sec): 3 clusters Score: Raw -2148211.825456 + Penalty 4761.741692 = -2143450.083764 nChanged 572 SP:Iteration 10Q (383.260000 sec): 3 clusters Score: Raw -2148550.845062 + Penalty 4761.741692 = -2143789.103371 nChanged 532 SP:Iteration 11Q (383.340000 sec): 3 clusters Score: Raw -2148861.161518 + Penalty 4761.741692 = -2144099.419826 nChanged 476 SP:Iteration 12Q (383.410000 sec): 3 clusters Score: Raw -2149126.197778 + Penalty 4761.741692 = -2144364.456087 nChanged 401 SP:Iteration 13Q (383.480000 sec): 3 clusters Score: Raw -2149356.744806 + Penalty 4761.741692 = -2144595.003114 nChanged 377 SP:Iteration 14Q (383.550000 sec): 3 clusters Score: Raw -2149577.785436 + Penalty 4761.741692 = -2144816.043744 nChanged 345 SP:Iteration 15Q (383.620000 sec): 3 clusters Score: Raw -2149800.954406 + Penalty 4761.741692 = -2145039.212714 nChanged 369 SP:Iteration 16Q (383.680000 sec): 3 clusters Score: Raw -2150060.516713 + Penalty 4761.741692 = -2145298.775021 nChanged 361 SP:Iteration 17Q (383.750000 sec): 3 clusters Score: Raw -2150324.189179 + Penalty 4761.741692 = -2145562.447488 nChanged 320 SP:Iteration 18Q (383.820000 sec): 3 clusters Score: Raw -2150558.373090 + Penalty 4761.741692 = -2145796.631398 nChanged 317 SP:Iteration 19Q (383.880000 sec): 3 clusters Score: Raw -2150799.345080 + Penalty 4761.741692 = -2146037.603388 nChanged 271 SP:Iteration 20F (383.950000 sec): 3 clusters Score: Raw -2150990.355698 + Penalty 4761.741692 = -2146228.614007 nChanged 265 SP:Iteration 21Q (384.010000 sec): 3 clusters Score: Raw -2151170.827870 + Penalty 4761.741692 = -2146409.086179 nChanged 215 SP:Iteration 22Q (384.080000 sec): 3 clusters Score: Raw -2151318.686249 + Penalty 4761.741692 = -2146556.944558 nChanged 170 SP:Iteration 23Q (384.140000 sec): 3 clusters Score: Raw -2151429.491638 + Penalty 4761.741692 = -2146667.749946 nChanged 167 SP:Iteration 24Q (384.200000 sec): 3 clusters Score: Raw -2151523.084251 + Penalty 4761.741692 = -2146761.342560 nChanged 125 SP:Iteration 25Q (384.260000 sec): 3 clusters Score: Raw -2151578.822360 + Penalty 4761.741692 = -2146817.080669 nChanged 102 SP:Iteration 26Q (384.320000 sec): 3 clusters Score: Raw -2151617.253657 + Penalty 4761.741692 = -2146855.511965 nChanged 78 SP:Iteration 27Q (384.380000 sec): 3 clusters Score: Raw -2151645.425268 + Penalty 4761.741692 = -2146883.683577 nChanged 62 SP:Iteration 28Q (384.440000 sec): 3 clusters Score: Raw -2151664.309722 + Penalty 4761.741692 = -2146902.568030 nChanged 44 SP:Iteration 29Q (384.490000 sec): 3 clusters Score: Raw -2151675.979940 + Penalty 4761.741692 = -2146914.238248 nChanged 31 SP:Iteration 30Q (384.550000 sec): 3 clusters Score: Raw -2151682.996659 + Penalty 4761.741692 = -2146921.254968 nChanged 21 SP:Iteration 31Q (384.610000 sec): 3 clusters Score: Raw -2151687.749929 + Penalty 4761.741692 = -2146926.008237 nChanged 14 SP:Iteration 32Q (384.670000 sec): 3 clusters Score: Raw -2151691.104924 + Penalty 4761.741692 = -2146929.363233 nChanged 7 SP:Iteration 33Q (384.730000 sec): 3 clusters Score: Raw -2151692.859701 + Penalty 4761.741692 = -2146931.118009 nChanged 8 SP:Iteration 34Q (384.790000 sec): 3 clusters Score: Raw -2151694.612900 + Penalty 4761.741692 = -2146932.871208 nChanged 14 SP:Iteration 35Q (384.840000 sec): 3 clusters Score: Raw -2151697.385504 + Penalty 4761.741692 = -2146935.643813 nChanged 12 SP:Iteration 36Q (384.900000 sec): 3 clusters Score: Raw -2151700.389446 + Penalty 4761.741692 = -2146938.647754 nChanged 18 SP:Iteration 37Q (384.960000 sec): 3 clusters Score: Raw -2151705.899080 + Penalty 4761.741692 = -2146944.157389 nChanged 17 SP:Iteration 38Q (385.020000 sec): 3 clusters Score: Raw -2151709.005871 + Penalty 4761.741692 = -2146947.264179 nChanged 8 SP:Iteration 39Q (385.080000 sec): 3 clusters Score: Raw -2151710.910525 + Penalty 4761.741692 = -2146949.168834 nChanged 11 SP:Iteration 40F (385.150000 sec): 3 clusters Score: Raw -2151713.907438 + Penalty 4761.741692 = -2146952.165746 nChanged 14 SP:Iteration 41Q (385.210000 sec): 3 clusters Score: Raw -2151717.840882 + Penalty 4761.741692 = -2146956.099190 nChanged 11 SP:Iteration 42Q (385.270000 sec): 3 clusters Score: Raw -2151721.086335 + Penalty 4761.741692 = -2146959.344644 nChanged 7 SP:Iteration 43Q (385.330000 sec): 3 clusters Score: Raw -2151722.199163 + Penalty 4761.741692 = -2146960.457472 nChanged 4 SP:Iteration 44Q (385.390000 sec): 3 clusters Score: Raw -2151723.198933 + Penalty 4761.741692 = -2146961.457242 nChanged 4 SP:Iteration 45Q (385.440000 sec): 3 clusters Score: Raw -2151724.292482 + Penalty 4761.741692 = -2146962.550790 nChanged 5 SP:Iteration 46Q (385.500000 sec): 3 clusters Score: Raw -2151725.160593 + Penalty 4761.741692 = -2146963.418902 nChanged 2 SP:Iteration 47Q (385.560000 sec): 3 clusters Score: Raw -2151725.360955 + Penalty 4761.741692 = -2146963.619264 nChanged 0 SP:Iteration 48F (385.640000 sec): 3 clusters Score: Raw -2151725.360955 + Penalty 4761.741692 = -2146963.619264 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (43400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.820000 sec): 2 clusters Score: Raw -6853155.333867 + Penalty 2648.197251 = -6850507.136616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.040000 sec): 3 clusters Score: Raw -6826554.769689 + Penalty 5296.394501 = -6821258.375188 nChanged 19830 SP:Iteration 1F (386.260000 sec): 3 clusters Score: Raw -6837208.917819 + Penalty 5296.394501 = -6831912.523318 nChanged 1746 SP:Iteration 2Q (386.480000 sec): 3 clusters Score: Raw -6837717.931196 + Penalty 5296.394501 = -6832421.536695 nChanged 1662 SP:Iteration 3Q (386.700000 sec): 3 clusters Score: Raw -6838229.152871 + Penalty 5296.394501 = -6832932.758370 nChanged 1681 SP:Iteration 4Q (386.920000 sec): 3 clusters Score: Raw -6838803.310088 + Penalty 5296.394501 = -6833506.915587 nChanged 1722 SP:Iteration 5Q (387.140000 sec): 3 clusters Score: Raw -6839428.193767 + Penalty 5296.394501 = -6834131.799266 nChanged 1787 SP:Iteration 6Q (387.370000 sec): 3 clusters Score: Raw -6840122.946241 + Penalty 5296.394501 = -6834826.551740 nChanged 1753 SP:Iteration 7Q (387.590000 sec): 3 clusters Score: Raw -6840882.038486 + Penalty 5296.394501 = -6835585.643985 nChanged 1824 SP:Iteration 8Q (387.810000 sec): 3 clusters Score: Raw -6841768.280796 + Penalty 5296.394501 = -6836471.886295 nChanged 1903 SP:Iteration 9Q (388.040000 sec): 3 clusters Score: Raw -6842823.729658 + Penalty 5296.394501 = -6837527.335157 nChanged 1991 SP:Iteration 10Q (388.260000 sec): 3 clusters Score: Raw -6844035.860626 + Penalty 5296.394501 = -6838739.466124 nChanged 1940 SP:Iteration 11Q (388.480000 sec): 3 clusters Score: Raw -6845362.463873 + Penalty 5296.394501 = -6840066.069372 nChanged 1911 SP:Iteration 12Q (388.690000 sec): 3 clusters Score: Raw -6846770.915759 + Penalty 5296.394501 = -6841474.521258 nChanged 1751 SP:Iteration 13Q (388.900000 sec): 3 clusters Score: Raw -6847981.558354 + Penalty 5296.394501 = -6842685.163853 nChanged 1455 SP:Iteration 14Q (389.110000 sec): 3 clusters Score: Raw -6848805.348867 + Penalty 5296.394501 = -6843508.954366 nChanged 1183 SP:Iteration 15Q (389.310000 sec): 3 clusters Score: Raw -6849359.987147 + Penalty 5296.394501 = -6844063.592646 nChanged 943 SP:Iteration 16Q (389.500000 sec): 3 clusters Score: Raw -6849756.640650 + Penalty 5296.394501 = -6844460.246149 nChanged 765 SP:Iteration 17Q (389.700000 sec): 3 clusters Score: Raw -6850036.598074 + Penalty 5296.394501 = -6844740.203573 nChanged 615 SP:Iteration 18Q (389.890000 sec): 3 clusters Score: Raw -6850249.727953 + Penalty 5296.394501 = -6844953.333452 nChanged 545 SP:Iteration 19Q (390.080000 sec): 3 clusters Score: Raw -6850435.097728 + Penalty 5296.394501 = -6845138.703226 nChanged 512 SP:Iteration 20F (390.300000 sec): 3 clusters Score: Raw -6850609.963033 + Penalty 5296.394501 = -6845313.568532 nChanged 494 SP:Iteration 21Q (390.480000 sec): 3 clusters Score: Raw -6850793.237771 + Penalty 5296.394501 = -6845496.843270 nChanged 494 SP:Iteration 22Q (390.670000 sec): 3 clusters Score: Raw -6850980.727220 + Penalty 5296.394501 = -6845684.332719 nChanged 470 SP:Iteration 23Q (390.850000 sec): 3 clusters Score: Raw -6851179.660472 + Penalty 5296.394501 = -6845883.265971 nChanged 460 SP:Iteration 24Q (391.030000 sec): 3 clusters Score: Raw -6851373.439226 + Penalty 5296.394501 = -6846077.044725 nChanged 486 SP:Iteration 25Q (391.210000 sec): 3 clusters Score: Raw -6851579.904096 + Penalty 5296.394501 = -6846283.509595 nChanged 449 SP:Iteration 26Q (391.390000 sec): 3 clusters Score: Raw -6851773.055368 + Penalty 5296.394501 = -6846476.660867 nChanged 436 SP:Iteration 27Q (391.560000 sec): 3 clusters Score: Raw -6851958.050698 + Penalty 5296.394501 = -6846661.656196 nChanged 416 SP:Iteration 28Q (391.740000 sec): 3 clusters Score: Raw -6852154.229491 + Penalty 5296.394501 = -6846857.834989 nChanged 397 SP:Iteration 29Q (391.910000 sec): 3 clusters Score: Raw -6852349.442819 + Penalty 5296.394501 = -6847053.048318 nChanged 378 SP:Iteration 30Q (392.080000 sec): 3 clusters Score: Raw -6852536.431568 + Penalty 5296.394501 = -6847240.037067 nChanged 333 SP:Iteration 31Q (392.250000 sec): 3 clusters Score: Raw -6852689.191372 + Penalty 5296.394501 = -6847392.796871 nChanged 287 SP:Iteration 32Q (392.420000 sec): 3 clusters Score: Raw -6852818.053194 + Penalty 5296.394501 = -6847521.658693 nChanged 260 SP:Iteration 33Q (392.580000 sec): 3 clusters Score: Raw -6852935.622458 + Penalty 5296.394501 = -6847639.227957 nChanged 222 SP:Iteration 34Q (392.740000 sec): 3 clusters Score: Raw -6853039.489728 + Penalty 5296.394501 = -6847743.095226 nChanged 209 SP:Iteration 35Q (392.900000 sec): 3 clusters Score: Raw -6853138.379157 + Penalty 5296.394501 = -6847841.984656 nChanged 191 SP:Iteration 36Q (393.070000 sec): 3 clusters Score: Raw -6853230.949127 + Penalty 5296.394501 = -6847934.554626 nChanged 158 SP:Iteration 37Q (393.230000 sec): 3 clusters Score: Raw -6853309.141538 + Penalty 5296.394501 = -6848012.747036 nChanged 139 SP:Iteration 38Q (393.390000 sec): 3 clusters Score: Raw -6853385.818212 + Penalty 5296.394501 = -6848089.423711 nChanged 112 SP:Iteration 39Q (393.550000 sec): 3 clusters Score: Raw -6853433.597011 + Penalty 5296.394501 = -6848137.202510 nChanged 80 SP:Iteration 40F (393.760000 sec): 3 clusters Score: Raw -6853471.759253 + Penalty 5296.394501 = -6848175.364752 nChanged 72 SP:Iteration 41Q (393.920000 sec): 3 clusters Score: Raw -6853501.876587 + Penalty 5296.394501 = -6848205.482086 nChanged 48 SP:Iteration 42Q (394.080000 sec): 3 clusters Score: Raw -6853522.983014 + Penalty 5296.394501 = -6848226.588513 nChanged 36 SP:Iteration 43Q (394.240000 sec): 3 clusters Score: Raw -6853539.472745 + Penalty 5296.394501 = -6848243.078244 nChanged 47 SP:Iteration 44Q (394.390000 sec): 3 clusters Score: Raw -6853557.836535 + Penalty 5296.394501 = -6848261.442034 nChanged 33 SP:Iteration 45Q (394.550000 sec): 3 clusters Score: Raw -6853570.568830 + Penalty 5296.394501 = -6848274.174329 nChanged 14 SP:Iteration 46Q (394.700000 sec): 3 clusters Score: Raw -6853575.150663 + Penalty 5296.394501 = -6848278.756161 nChanged 8 SP:Iteration 47Q (394.860000 sec): 3 clusters Score: Raw -6853578.266507 + Penalty 5296.394501 = -6848281.872006 nChanged 13 SP:Iteration 48Q (395.020000 sec): 3 clusters Score: Raw -6853582.494544 + Penalty 5296.394501 = -6848286.100043 nChanged 10 SP:Iteration 49Q (395.170000 sec): 3 clusters Score: Raw -6853586.924938 + Penalty 5296.394501 = -6848290.530437 nChanged 16 SP:Iteration 50Q (395.320000 sec): 3 clusters Score: Raw -6853592.811566 + Penalty 5296.394501 = -6848296.417064 nChanged 13 SP:Iteration 51Q (395.480000 sec): 3 clusters Score: Raw -6853597.826665 + Penalty 5296.394501 = -6848301.432164 nChanged 7 SP:Iteration 52Q (395.630000 sec): 3 clusters Score: Raw -6853599.843380 + Penalty 5296.394501 = -6848303.448879 nChanged 6 SP:Iteration 53Q (395.790000 sec): 3 clusters Score: Raw -6853601.502323 + Penalty 5296.394501 = -6848305.107821 nChanged 3 SP:Iteration 54Q (395.940000 sec): 3 clusters Score: Raw -6853602.486417 + Penalty 5296.394501 = -6848306.091915 nChanged 5 SP:Iteration 55Q (396.100000 sec): 3 clusters Score: Raw -6853604.221116 + Penalty 5296.394501 = -6848307.826615 nChanged 1 SP:Iteration 56Q (396.250000 sec): 3 clusters Score: Raw -6853604.538125 + Penalty 5296.394501 = -6848308.143623 nChanged 1 SP:Iteration 57Q (396.410000 sec): 3 clusters Score: Raw -6853604.789790 + Penalty 5296.394501 = -6848308.395288 nChanged 1 SP:Iteration 58Q (396.560000 sec): 3 clusters Score: Raw -6853605.062137 + Penalty 5296.394501 = -6848308.667636 nChanged 1 SP:Iteration 59Q (396.720000 sec): 3 clusters Score: Raw -6853605.285822 + Penalty 5296.394501 = -6848308.891321 nChanged 1 SP:Iteration 60F (396.930000 sec): 3 clusters Score: Raw -6853605.441399 + Penalty 5296.394501 = -6848309.046898 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (90280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.580000 sec): 2 clusters Score: Raw -14065818.226330 + Penalty 2829.846465 = -14062988.379865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.040000 sec): 3 clusters Score: Raw -14008286.914273 + Penalty 5659.692931 = -14002627.221343 nChanged 42473 SP:Iteration 1F (398.490000 sec): 3 clusters Score: Raw -14033430.092095 + Penalty 5659.692931 = -14027770.399164 nChanged 4353 SP:Iteration 2Q (398.950000 sec): 3 clusters Score: Raw -14035229.711205 + Penalty 5659.692931 = -14029570.018275 nChanged 5331 SP:Iteration 3F (399.400000 sec): 3 clusters Score: Raw -14038094.786422 + Penalty 5659.692931 = -14032435.093492 nChanged 6331 SP:Iteration 4F (399.860000 sec): 3 clusters Score: Raw -14042358.308172 + Penalty 5659.692931 = -14036698.615241 nChanged 7033 SP:Iteration 5F (400.310000 sec): 3 clusters Score: Raw -14047916.944551 + Penalty 5659.692931 = -14042257.251621 nChanged 6890 SP:Iteration 6F (400.760000 sec): 3 clusters Score: Raw -14053766.879693 + Penalty 5659.692931 = -14048107.186762 nChanged 5725 SP:Iteration 7F (401.210000 sec): 3 clusters Score: Raw -14058529.613498 + Penalty 5659.692931 = -14052869.920568 nChanged 4079 SP:Iteration 8Q (401.670000 sec): 3 clusters Score: Raw -14061773.458611 + Penalty 5659.692931 = -14056113.765681 nChanged 2610 SP:Iteration 9Q (402.130000 sec): 3 clusters Score: Raw -14063726.239834 + Penalty 5659.692931 = -14058066.546903 nChanged 1651 SP:Iteration 10Q (402.580000 sec): 3 clusters Score: Raw -14064871.109478 + Penalty 5659.692931 = -14059211.416547 nChanged 1035 SP:Iteration 11Q (403.010000 sec): 3 clusters Score: Raw -14065533.762552 + Penalty 5659.692931 = -14059874.069622 nChanged 669 SP:Iteration 12Q (403.420000 sec): 3 clusters Score: Raw -14065917.206226 + Penalty 5659.692931 = -14060257.513295 nChanged 398 SP:Iteration 13Q (403.820000 sec): 3 clusters Score: Raw -14066120.822663 + Penalty 5659.692931 = -14060461.129732 nChanged 231 SP:Iteration 14Q (404.200000 sec): 3 clusters Score: Raw -14066233.712809 + Penalty 5659.692931 = -14060574.019879 nChanged 145 SP:Iteration 15Q (404.570000 sec): 3 clusters Score: Raw -14066308.335436 + Penalty 5659.692931 = -14060648.642505 nChanged 112 SP:Iteration 16Q (404.930000 sec): 3 clusters Score: Raw -14066366.081251 + Penalty 5659.692931 = -14060706.388321 nChanged 84 SP:Iteration 17Q (405.290000 sec): 3 clusters Score: Raw -14066404.523377 + Penalty 5659.692931 = -14060744.830447 nChanged 55 SP:Iteration 18Q (405.650000 sec): 3 clusters Score: Raw -14066431.691806 + Penalty 5659.692931 = -14060771.998876 nChanged 46 SP:Iteration 19Q (406.000000 sec): 3 clusters Score: Raw -14066456.119822 + Penalty 5659.692931 = -14060796.426891 nChanged 31 SP:Iteration 20F (406.440000 sec): 3 clusters Score: Raw -14066473.102454 + Penalty 5659.692931 = -14060813.409524 nChanged 24 SP:Iteration 21Q (406.780000 sec): 3 clusters Score: Raw -14066488.290326 + Penalty 5659.692931 = -14060828.597396 nChanged 29 SP:Iteration 22Q (407.130000 sec): 3 clusters Score: Raw -14066508.843213 + Penalty 5659.692931 = -14060849.150282 nChanged 26 SP:Iteration 23Q (407.470000 sec): 3 clusters Score: Raw -14066521.984415 + Penalty 5659.692931 = -14060862.291484 nChanged 18 SP:Iteration 24Q (407.810000 sec): 3 clusters Score: Raw -14066531.857825 + Penalty 5659.692931 = -14060872.164894 nChanged 13 SP:Iteration 25Q (408.150000 sec): 3 clusters Score: Raw -14066537.371228 + Penalty 5659.692931 = -14060877.678298 nChanged 9 SP:Iteration 26Q (408.490000 sec): 3 clusters Score: Raw -14066540.850456 + Penalty 5659.692931 = -14060881.157526 nChanged 9 SP:Iteration 27Q (408.820000 sec): 3 clusters Score: Raw -14066544.527977 + Penalty 5659.692931 = -14060884.835047 nChanged 9 SP:Iteration 28Q (409.160000 sec): 3 clusters Score: Raw -14066548.831691 + Penalty 5659.692931 = -14060889.138761 nChanged 12 SP:Iteration 29Q (409.500000 sec): 3 clusters Score: Raw -14066554.400677 + Penalty 5659.692931 = -14060894.707747 nChanged 2 SP:Iteration 30Q (409.830000 sec): 3 clusters Score: Raw -14066556.384064 + Penalty 5659.692931 = -14060896.691134 nChanged 5 SP:Iteration 31Q (410.170000 sec): 3 clusters Score: Raw -14066559.333949 + Penalty 5659.692931 = -14060899.641018 nChanged 7 SP:Iteration 32Q (410.500000 sec): 3 clusters Score: Raw -14066561.446939 + Penalty 5659.692931 = -14060901.754009 nChanged 2 SP:Iteration 33Q (410.840000 sec): 3 clusters Score: Raw -14066561.859085 + Penalty 5659.692931 = -14060902.166155 nChanged 0 SP:Iteration 34F (411.280000 sec): 3 clusters Score: Raw -14066561.859085 + Penalty 5659.692931 = -14060902.166155 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (411.320000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.320000 sec): 3 clusters Score: Raw -86090.744612 + Penalty 3175.350930 = -82915.393682 nChanged 139 SP:Iteration 1F (411.330000 sec): 3 clusters Score: Raw -86366.758705 + Penalty 3175.350930 = -83191.407775 nChanged 44 SP:Iteration 2F (411.330000 sec): 3 clusters Score: Raw -86473.730727 + Penalty 3175.350930 = -83298.379797 nChanged 21 SP:Iteration 3Q (411.330000 sec): 3 clusters Score: Raw -86575.325979 + Penalty 3175.350930 = -83399.975050 nChanged 15 SP:Iteration 4Q (411.340000 sec): 3 clusters Score: Raw -86611.300624 + Penalty 3175.350930 = -83435.949695 nChanged 10 SP:Iteration 5Q (411.340000 sec): 3 clusters Score: Raw -86650.357706 + Penalty 3175.350930 = -83475.006777 nChanged 17 SP:Iteration 6Q (411.340000 sec): 3 clusters Score: Raw -86702.936768 + Penalty 3175.350930 = -83527.585839 nChanged 9 SP:Iteration 7Q (411.340000 sec): 3 clusters Score: Raw -86737.355537 + Penalty 3175.350930 = -83562.004607 nChanged 18 SP:Iteration 8Q (411.350000 sec): 3 clusters Score: Raw -86843.720982 + Penalty 3175.350930 = -83668.370052 nChanged 18 SP:Iteration 9Q (411.350000 sec): 3 clusters Score: Raw -86977.029607 + Penalty 3175.350930 = -83801.678677 nChanged 15 SP:Iteration 10Q (411.350000 sec): 3 clusters Score: Raw -87114.029947 + Penalty 3175.350930 = -83938.679018 nChanged 8 SP:Iteration 11Q (411.360000 sec): 3 clusters Score: Raw -87138.948494 + Penalty 3175.350930 = -83963.597564 nChanged 7 SP:Iteration 12Q (411.360000 sec): 3 clusters Score: Raw -87166.128223 + Penalty 3175.350930 = -83990.777294 nChanged 11 SP:Iteration 13Q (411.360000 sec): 3 clusters Score: Raw -87198.087993 + Penalty 3175.350930 = -84022.737063 nChanged 7 SP:Iteration 14Q (411.360000 sec): 3 clusters Score: Raw -87223.777806 + Penalty 3175.350930 = -84048.426876 nChanged 9 SP:Iteration 15Q (411.360000 sec): 3 clusters Score: Raw -87248.893448 + Penalty 3175.350930 = -84073.542519 nChanged 6 SP:Iteration 16Q (411.370000 sec): 3 clusters Score: Raw -87262.788834 + Penalty 3175.350930 = -84087.437904 nChanged 6 SP:Iteration 17Q (411.370000 sec): 3 clusters Score: Raw -87272.613775 + Penalty 3175.350930 = -84097.262845 nChanged 3 SP:Iteration 18Q (411.370000 sec): 3 clusters Score: Raw -87277.498196 + Penalty 3175.350930 = -84102.147267 nChanged 2 SP:Iteration 19Q (411.380000 sec): 3 clusters Score: Raw -87281.734553 + Penalty 3175.350930 = -84106.383624 nChanged 7 SP:Iteration 20F (411.380000 sec): 3 clusters Score: Raw -87311.102441 + Penalty 3175.350930 = -84135.751512 nChanged 9 SP:Iteration 21Q (411.380000 sec): 3 clusters Score: Raw -87346.016591 + Penalty 3175.350930 = -84170.665662 nChanged 10 SP:Iteration 22Q (411.380000 sec): 3 clusters Score: Raw -87388.438074 + Penalty 3175.350930 = -84213.087145 nChanged 7 SP:Iteration 23Q (411.380000 sec): 3 clusters Score: Raw -87428.892068 + Penalty 3175.350930 = -84253.541139 nChanged 8 SP:Iteration 24Q (411.390000 sec): 3 clusters Score: Raw -87460.085402 + Penalty 3175.350930 = -84284.734473 nChanged 6 SP:Iteration 25Q (411.390000 sec): 3 clusters Score: Raw -87484.484672 + Penalty 3175.350930 = -84309.133743 nChanged 4 SP:Iteration 26Q (411.390000 sec): 3 clusters Score: Raw -87494.693037 + Penalty 3175.350930 = -84319.342107 nChanged 1 SP:Iteration 27Q (411.400000 sec): 3 clusters Score: Raw -87499.121783 + Penalty 3175.350930 = -84323.770853 nChanged 2 SP:Iteration 28Q (411.400000 sec): 3 clusters Score: Raw -87501.962819 + Penalty 3175.350930 = -84326.611890 nChanged 1 SP:Iteration 29Q (411.400000 sec): 3 clusters Score: Raw -87503.702725 + Penalty 3175.350930 = -84328.351795 nChanged 1 SP:Iteration 30Q (411.400000 sec): 3 clusters Score: Raw -87504.487241 + Penalty 3175.350930 = -84329.136311 nChanged 0 SP:Iteration 31F (411.400000 sec): 3 clusters Score: Raw -87504.487241 + Penalty 3175.350930 = -84329.136311 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (20679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (411.490000 sec): 2 clusters Score: Raw -3118178.848019 + Penalty 2464.344745 = -3115714.503274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.590000 sec): 3 clusters Score: Raw -3106406.638314 + Penalty 4928.689490 = -3101477.948824 nChanged 9224 SP:Iteration 1F (411.690000 sec): 3 clusters Score: Raw -3112806.822663 + Penalty 4928.689490 = -3107878.133173 nChanged 1996 SP:Iteration 2F (411.800000 sec): 3 clusters Score: Raw -3115027.242518 + Penalty 4928.689490 = -3110098.553028 nChanged 2376 SP:Iteration 3F (411.900000 sec): 3 clusters Score: Raw -3117915.982152 + Penalty 4928.689490 = -3112987.292662 nChanged 2526 SP:Iteration 4F (412.000000 sec): 3 clusters Score: Raw -3121211.739699 + Penalty 4928.689490 = -3116283.050209 nChanged 2010 SP:Iteration 5F (412.100000 sec): 3 clusters Score: Raw -3123575.394266 + Penalty 4928.689490 = -3118646.704776 nChanged 1169 SP:Iteration 6F (412.200000 sec): 3 clusters Score: Raw -3124658.484763 + Penalty 4928.689490 = -3119729.795273 nChanged 672 SP:Iteration 7Q (412.300000 sec): 3 clusters Score: Raw -3125162.643326 + Penalty 4928.689490 = -3120233.953836 nChanged 450 SP:Iteration 8Q (412.410000 sec): 3 clusters Score: Raw -3125452.968010 + Penalty 4928.689490 = -3120524.278520 nChanged 317 SP:Iteration 9Q (412.510000 sec): 3 clusters Score: Raw -3125624.844050 + Penalty 4928.689490 = -3120696.154560 nChanged 211 SP:Iteration 10Q (412.600000 sec): 3 clusters Score: Raw -3125722.598849 + Penalty 4928.689490 = -3120793.909359 nChanged 179 SP:Iteration 11Q (412.700000 sec): 3 clusters Score: Raw -3125794.832796 + Penalty 4928.689490 = -3120866.143306 nChanged 127 SP:Iteration 12Q (412.800000 sec): 3 clusters Score: Raw -3125841.250153 + Penalty 4928.689490 = -3120912.560664 nChanged 87 SP:Iteration 13Q (412.900000 sec): 3 clusters Score: Raw -3125866.987542 + Penalty 4928.689490 = -3120938.298052 nChanged 74 SP:Iteration 14Q (412.990000 sec): 3 clusters Score: Raw -3125887.208287 + Penalty 4928.689490 = -3120958.518797 nChanged 51 SP:Iteration 15Q (413.080000 sec): 3 clusters Score: Raw -3125898.026196 + Penalty 4928.689490 = -3120969.336706 nChanged 32 SP:Iteration 16Q (413.170000 sec): 3 clusters Score: Raw -3125905.396416 + Penalty 4928.689490 = -3120976.706926 nChanged 25 SP:Iteration 17Q (413.270000 sec): 3 clusters Score: Raw -3125910.019440 + Penalty 4928.689490 = -3120981.329950 nChanged 19 SP:Iteration 18Q (413.360000 sec): 3 clusters Score: Raw -3125913.115346 + Penalty 4928.689490 = -3120984.425856 nChanged 16 SP:Iteration 19Q (413.450000 sec): 3 clusters Score: Raw -3125915.783571 + Penalty 4928.689490 = -3120987.094081 nChanged 9 SP:Iteration 20F (413.550000 sec): 3 clusters Score: Raw -3125917.435520 + Penalty 4928.689490 = -3120988.746030 nChanged 9 SP:Iteration 21Q (413.640000 sec): 3 clusters Score: Raw -3125918.982331 + Penalty 4928.689490 = -3120990.292841 nChanged 11 SP:Iteration 22Q (413.740000 sec): 3 clusters Score: Raw -3125920.560085 + Penalty 4928.689490 = -3120991.870595 nChanged 6 SP:Iteration 23Q (413.830000 sec): 3 clusters Score: Raw -3125921.582599 + Penalty 4928.689490 = -3120992.893109 nChanged 6 SP:Iteration 24Q (413.920000 sec): 3 clusters Score: Raw -3125922.175819 + Penalty 4928.689490 = -3120993.486329 nChanged 4 SP:Iteration 25Q (414.010000 sec): 3 clusters Score: Raw -3125922.828171 + Penalty 4928.689490 = -3120994.138681 nChanged 4 SP:Iteration 26Q (414.100000 sec): 3 clusters Score: Raw -3125923.335108 + Penalty 4928.689490 = -3120994.645619 nChanged 3 SP:Iteration 27Q (414.200000 sec): 3 clusters Score: Raw -3125923.635153 + Penalty 4928.689490 = -3120994.945663 nChanged 3 SP:Iteration 28Q (414.290000 sec): 3 clusters Score: Raw -3125924.143919 + Penalty 4928.689490 = -3120995.454429 nChanged 3 SP:Iteration 29Q (414.380000 sec): 3 clusters Score: Raw -3125924.613765 + Penalty 4928.689490 = -3120995.924275 nChanged 4 SP:Iteration 30Q (414.470000 sec): 3 clusters Score: Raw -3125925.299935 + Penalty 4928.689490 = -3120996.610445 nChanged 4 SP:Iteration 31Q (414.560000 sec): 3 clusters Score: Raw -3125925.989629 + Penalty 4928.689490 = -3120997.300139 nChanged 2 SP:Iteration 32Q (414.650000 sec): 3 clusters Score: Raw -3125926.242914 + Penalty 4928.689490 = -3120997.553424 nChanged 1 SP:Iteration 33Q (414.740000 sec): 3 clusters Score: Raw -3125926.336793 + Penalty 4928.689490 = -3120997.647303 nChanged 2 SP:Iteration 34Q (414.830000 sec): 3 clusters Score: Raw -3125926.585662 + Penalty 4928.689490 = -3120997.896173 nChanged 3 SP:Iteration 35Q (414.920000 sec): 3 clusters Score: Raw -3125927.220031 + Penalty 4928.689490 = -3120998.530541 nChanged 6 SP:Iteration 36Q (415.010000 sec): 3 clusters Score: Raw -3125928.343241 + Penalty 4928.689490 = -3120999.653751 nChanged 7 SP:Iteration 37Q (415.100000 sec): 3 clusters Score: Raw -3125929.937121 + Penalty 4928.689490 = -3121001.247631 nChanged 9 SP:Iteration 38Q (415.190000 sec): 3 clusters Score: Raw -3125931.555709 + Penalty 4928.689490 = -3121002.866219 nChanged 5 SP:Iteration 39Q (415.280000 sec): 3 clusters Score: Raw -3125932.099972 + Penalty 4928.689490 = -3121003.410482 nChanged 1 SP:Iteration 40F (415.380000 sec): 3 clusters Score: Raw -3125932.241954 + Penalty 4928.689490 = -3121003.552464 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (3779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.410000 sec): 2 clusters Score: Raw -457928.254247 + Penalty 2042.829246 = -455885.425001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.430000 sec): 3 clusters Score: Raw -456745.787709 + Penalty 4085.658493 = -452660.129217 nChanged 1525 SP:Iteration 1F (415.440000 sec): 3 clusters Score: Raw -462293.944216 + Penalty 4085.658493 = -458208.285723 nChanged 850 SP:Iteration 2F (415.460000 sec): 3 clusters Score: Raw -469753.079064 + Penalty 4085.658493 = -465667.420571 nChanged 332 SP:Iteration 3F (415.480000 sec): 3 clusters Score: Raw -472051.100593 + Penalty 4085.658493 = -467965.442100 nChanged 144 SP:Iteration 4Q (415.500000 sec): 3 clusters Score: Raw -473978.979048 + Penalty 4085.658493 = -469893.320555 nChanged 53 SP:Iteration 5Q (415.510000 sec): 3 clusters Score: Raw -475217.967111 + Penalty 4085.658493 = -471132.308618 nChanged 25 SP:Iteration 6Q (415.520000 sec): 3 clusters Score: Raw -475410.999472 + Penalty 4085.658493 = -471325.340979 nChanged 10 SP:Iteration 7Q (415.540000 sec): 3 clusters Score: Raw -475460.168641 + Penalty 4085.658493 = -471374.510148 nChanged 9 SP:Iteration 8Q (415.550000 sec): 3 clusters Score: Raw -475506.457666 + Penalty 4085.658493 = -471420.799173 nChanged 5 SP:Iteration 9Q (415.560000 sec): 3 clusters Score: Raw -475548.284467 + Penalty 4085.658493 = -471462.625974 nChanged 4 SP:Iteration 10Q (415.570000 sec): 3 clusters Score: Raw -475562.022919 + Penalty 4085.658493 = -471476.364426 nChanged 1 SP:Iteration 11Q (415.590000 sec): 3 clusters Score: Raw -475565.039923 + Penalty 4085.658493 = -471479.381430 nChanged 0 SP:Iteration 12F (415.600000 sec): 3 clusters Score: Raw -475565.039923 + Penalty 4085.658493 = -471479.381430 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (244895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (417.000000 sec): 2 clusters Score: Raw -38120691.769398 + Penalty 3077.329037 = -38117614.440361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.240000 sec): 3 clusters Score: Raw -37959097.285148 + Penalty 6154.658074 = -37952942.627074 nChanged 118185 SP:Iteration 1F (419.470000 sec): 3 clusters Score: Raw -38030590.071693 + Penalty 6154.658074 = -38024435.413619 nChanged 9937 SP:Iteration 2Q (420.720000 sec): 3 clusters Score: Raw -38034373.212467 + Penalty 6154.658074 = -38028218.554393 nChanged 12888 SP:Iteration 3F (421.950000 sec): 3 clusters Score: Raw -38040699.587410 + Penalty 6154.658074 = -38034544.929336 nChanged 15913 SP:Iteration 4F (423.180000 sec): 3 clusters Score: Raw -38050164.806366 + Penalty 6154.658074 = -38044010.148292 nChanged 18112 SP:Iteration 5F (424.410000 sec): 3 clusters Score: Raw -38061869.514792 + Penalty 6154.658074 = -38055714.856718 nChanged 17980 SP:Iteration 6F (425.640000 sec): 3 clusters Score: Raw -38073685.195681 + Penalty 6154.658074 = -38067530.537607 nChanged 15091 SP:Iteration 7F (426.880000 sec): 3 clusters Score: Raw -38083343.889012 + Penalty 6154.658074 = -38077189.230939 nChanged 11500 SP:Iteration 8Q (428.120000 sec): 3 clusters Score: Raw -38090776.619584 + Penalty 6154.658074 = -38084621.961510 nChanged 8845 SP:Iteration 9Q (429.360000 sec): 3 clusters Score: Raw -38096821.757557 + Penalty 6154.658074 = -38090667.099484 nChanged 7141 SP:Iteration 10Q (430.600000 sec): 3 clusters Score: Raw -38101740.755469 + Penalty 6154.658074 = -38095586.097395 nChanged 5846 SP:Iteration 11Q (431.780000 sec): 3 clusters Score: Raw -38105777.948347 + Penalty 6154.658074 = -38099623.290273 nChanged 4940 SP:Iteration 12Q (432.930000 sec): 3 clusters Score: Raw -38108835.834734 + Penalty 6154.658074 = -38102681.176660 nChanged 4192 SP:Iteration 13Q (434.030000 sec): 3 clusters Score: Raw -38111098.861622 + Penalty 6154.658074 = -38104944.203548 nChanged 3722 SP:Iteration 14Q (435.100000 sec): 3 clusters Score: Raw -38112906.971113 + Penalty 6154.658074 = -38106752.313040 nChanged 3364 SP:Iteration 15Q (436.150000 sec): 3 clusters Score: Raw -38114435.281200 + Penalty 6154.658074 = -38108280.623126 nChanged 2913 SP:Iteration 16Q (437.160000 sec): 3 clusters Score: Raw -38115694.973432 + Penalty 6154.658074 = -38109540.315359 nChanged 2451 SP:Iteration 17Q (438.160000 sec): 3 clusters Score: Raw -38116711.608598 + Penalty 6154.658074 = -38110556.950524 nChanged 2094 SP:Iteration 18Q (439.130000 sec): 3 clusters Score: Raw -38117555.533695 + Penalty 6154.658074 = -38111400.875621 nChanged 1850 SP:Iteration 19Q (440.090000 sec): 3 clusters Score: Raw -38118266.919524 + Penalty 6154.658074 = -38112112.261450 nChanged 1638 SP:Iteration 20F (441.310000 sec): 3 clusters Score: Raw -38118855.251359 + Penalty 6154.658074 = -38112700.593285 nChanged 1388 SP:Iteration 21Q (442.240000 sec): 3 clusters Score: Raw -38119316.186573 + Penalty 6154.658074 = -38113161.528499 nChanged 1190 SP:Iteration 22Q (443.160000 sec): 3 clusters Score: Raw -38119688.380411 + Penalty 6154.658074 = -38113533.722337 nChanged 1029 SP:Iteration 23Q (444.080000 sec): 3 clusters Score: Raw -38120016.367160 + Penalty 6154.658074 = -38113861.709086 nChanged 958 SP:Iteration 24Q (445.000000 sec): 3 clusters Score: Raw -38120311.460448 + Penalty 6154.658074 = -38114156.802374 nChanged 820 SP:Iteration 25Q (445.900000 sec): 3 clusters Score: Raw -38120536.556866 + Penalty 6154.658074 = -38114381.898792 nChanged 671 SP:Iteration 26Q (446.810000 sec): 3 clusters Score: Raw -38120705.494920 + Penalty 6154.658074 = -38114550.836846 nChanged 595 SP:Iteration 27Q (447.720000 sec): 3 clusters Score: Raw -38120848.317392 + Penalty 6154.658074 = -38114693.659318 nChanged 531 SP:Iteration 28Q (448.610000 sec): 3 clusters Score: Raw -38120984.279612 + Penalty 6154.658074 = -38114829.621538 nChanged 471 SP:Iteration 29Q (449.500000 sec): 3 clusters Score: Raw -38121106.855284 + Penalty 6154.658074 = -38114952.197210 nChanged 434 SP:Iteration 30Q (450.380000 sec): 3 clusters Score: Raw -38121207.613213 + Penalty 6154.658074 = -38115052.955139 nChanged 381 SP:Iteration 31Q (451.260000 sec): 3 clusters Score: Raw -38121290.121900 + Penalty 6154.658074 = -38115135.463826 nChanged 343 SP:Iteration 32Q (452.150000 sec): 3 clusters Score: Raw -38121366.527869 + Penalty 6154.658074 = -38115211.869795 nChanged 326 SP:Iteration 33Q (453.030000 sec): 3 clusters Score: Raw -38121442.346258 + Penalty 6154.658074 = -38115287.688184 nChanged 310 SP:Iteration 34Q (453.910000 sec): 3 clusters Score: Raw -38121511.676090 + Penalty 6154.658074 = -38115357.018017 nChanged 261 SP:Iteration 35Q (454.780000 sec): 3 clusters Score: Raw -38121569.520738 + Penalty 6154.658074 = -38115414.862664 nChanged 241 SP:Iteration 36Q (455.650000 sec): 3 clusters Score: Raw -38121619.366668 + Penalty 6154.658074 = -38115464.708594 nChanged 223 SP:Iteration 37Q (456.530000 sec): 3 clusters Score: Raw -38121660.155386 + Penalty 6154.658074 = -38115505.497312 nChanged 186 SP:Iteration 38Q (457.410000 sec): 3 clusters Score: Raw -38121689.194333 + Penalty 6154.658074 = -38115534.536259 nChanged 146 SP:Iteration 39Q (458.270000 sec): 3 clusters Score: Raw -38121712.453173 + Penalty 6154.658074 = -38115557.795099 nChanged 137 SP:Iteration 40F (459.470000 sec): 3 clusters Score: Raw -38121732.651659 + Penalty 6154.658074 = -38115577.993586 nChanged 123 SP:Iteration 41Q (460.330000 sec): 3 clusters Score: Raw -38121749.884669 + Penalty 6154.658074 = -38115595.226596 nChanged 118 SP:Iteration 42Q (461.200000 sec): 3 clusters Score: Raw -38121765.772822 + Penalty 6154.658074 = -38115611.114748 nChanged 103 SP:Iteration 43Q (462.060000 sec): 3 clusters Score: Raw -38121778.898425 + Penalty 6154.658074 = -38115624.240351 nChanged 112 SP:Iteration 44Q (462.920000 sec): 3 clusters Score: Raw -38121794.282868 + Penalty 6154.658074 = -38115639.624794 nChanged 104 SP:Iteration 45Q (463.780000 sec): 3 clusters Score: Raw -38121807.427450 + Penalty 6154.658074 = -38115652.769376 nChanged 72 SP:Iteration 46Q (464.630000 sec): 3 clusters Score: Raw -38121816.174295 + Penalty 6154.658074 = -38115661.516221 nChanged 62 SP:Iteration 47Q (465.490000 sec): 3 clusters Score: Raw -38121823.212915 + Penalty 6154.658074 = -38115668.554841 nChanged 64 SP:Iteration 48Q (466.350000 sec): 3 clusters Score: Raw -38121831.572592 + Penalty 6154.658074 = -38115676.914518 nChanged 71 SP:Iteration 49Q (467.210000 sec): 3 clusters Score: Raw -38121841.411851 + Penalty 6154.658074 = -38115686.753777 nChanged 73 SP:Iteration 50Q (468.070000 sec): 3 clusters Score: Raw -38121850.038234 + Penalty 6154.658074 = -38115695.380160 nChanged 54 SP:Iteration 51Q (468.930000 sec): 3 clusters Score: Raw -38121856.189857 + Penalty 6154.658074 = -38115701.531783 nChanged 47 SP:Iteration 52Q (469.780000 sec): 3 clusters Score: Raw -38121861.044333 + Penalty 6154.658074 = -38115706.386259 nChanged 56 SP:Iteration 53Q (470.640000 sec): 3 clusters Score: Raw -38121866.927154 + Penalty 6154.658074 = -38115712.269080 nChanged 58 SP:Iteration 54Q (471.490000 sec): 3 clusters Score: Raw -38121873.135072 + Penalty 6154.658074 = -38115718.476998 nChanged 54 SP:Iteration 55Q (472.360000 sec): 3 clusters Score: Raw -38121879.106535 + Penalty 6154.658074 = -38115724.448461 nChanged 43 SP:Iteration 56Q (473.210000 sec): 3 clusters Score: Raw -38121883.029697 + Penalty 6154.658074 = -38115728.371623 nChanged 32 SP:Iteration 57Q (474.070000 sec): 3 clusters Score: Raw -38121885.626956 + Penalty 6154.658074 = -38115730.968882 nChanged 31 SP:Iteration 58Q (474.920000 sec): 3 clusters Score: Raw -38121887.884046 + Penalty 6154.658074 = -38115733.225972 nChanged 22 SP:Iteration 59Q (475.780000 sec): 3 clusters Score: Raw -38121889.422399 + Penalty 6154.658074 = -38115734.764325 nChanged 20 SP:Iteration 60F (476.980000 sec): 3 clusters Score: Raw -38121891.623877 + Penalty 6154.658074 = -38115736.965803 nChanged 21 SP:Iteration 61Q (477.830000 sec): 3 clusters Score: Raw -38121893.499917 + Penalty 6154.658074 = -38115738.841843 nChanged 28 SP:Iteration 62Q (478.690000 sec): 3 clusters Score: Raw -38121896.351183 + Penalty 6154.658074 = -38115741.693110 nChanged 25 SP:Iteration 63Q (479.550000 sec): 3 clusters Score: Raw -38121898.975805 + Penalty 6154.658074 = -38115744.317732 nChanged 30 SP:Iteration 64Q (480.400000 sec): 3 clusters Score: Raw -38121901.359324 + Penalty 6154.658074 = -38115746.701250 nChanged 19 SP:Iteration 65Q (481.250000 sec): 3 clusters Score: Raw -38121902.718430 + Penalty 6154.658074 = -38115748.060356 nChanged 17 SP:Iteration 66Q (482.110000 sec): 3 clusters Score: Raw -38121904.049265 + Penalty 6154.658074 = -38115749.391191 nChanged 15 SP:Iteration 67Q (482.960000 sec): 3 clusters Score: Raw -38121905.263361 + Penalty 6154.658074 = -38115750.605287 nChanged 16 SP:Iteration 68Q (483.810000 sec): 3 clusters Score: Raw -38121906.347098 + Penalty 6154.658074 = -38115751.689024 nChanged 13 SP:Iteration 69Q (484.670000 sec): 3 clusters Score: Raw -38121907.400921 + Penalty 6154.658074 = -38115752.742847 nChanged 21 SP:Iteration 70Q (485.520000 sec): 3 clusters Score: Raw -38121909.293803 + Penalty 6154.658074 = -38115754.635729 nChanged 29 SP:Iteration 71Q (486.380000 sec): 3 clusters Score: Raw -38121912.259991 + Penalty 6154.658074 = -38115757.601917 nChanged 30 SP:Iteration 72Q (487.230000 sec): 3 clusters Score: Raw -38121915.457174 + Penalty 6154.658074 = -38115760.799100 nChanged 38 SP:Iteration 73Q (488.080000 sec): 3 clusters Score: Raw -38121919.084710 + Penalty 6154.658074 = -38115764.426636 nChanged 32 SP:Iteration 74Q (488.940000 sec): 3 clusters Score: Raw -38121921.761141 + Penalty 6154.658074 = -38115767.103067 nChanged 29 SP:Iteration 75Q (489.790000 sec): 3 clusters Score: Raw -38121923.834601 + Penalty 6154.658074 = -38115769.176527 nChanged 22 SP:Iteration 76Q (490.650000 sec): 3 clusters Score: Raw -38121925.345401 + Penalty 6154.658074 = -38115770.687327 nChanged 22 SP:Iteration 77Q (491.500000 sec): 3 clusters Score: Raw -38121926.967774 + Penalty 6154.658074 = -38115772.309700 nChanged 19 SP:Iteration 78Q (492.360000 sec): 3 clusters Score: Raw -38121928.806355 + Penalty 6154.658074 = -38115774.148281 nChanged 24 SP:Iteration 79Q (493.220000 sec): 3 clusters Score: Raw -38121931.017930 + Penalty 6154.658074 = -38115776.359856 nChanged 24 SP:Iteration 80F (494.430000 sec): 3 clusters Score: Raw -38121934.027703 + Penalty 6154.658074 = -38115779.369629 nChanged 27 SP:Iteration 81Q (495.280000 sec): 3 clusters Score: Raw -38121937.057234 + Penalty 6154.658074 = -38115782.399160 nChanged 20 SP:Iteration 82Q (496.140000 sec): 3 clusters Score: Raw -38121938.837360 + Penalty 6154.658074 = -38115784.179286 nChanged 23 SP:Iteration 83Q (496.990000 sec): 3 clusters Score: Raw -38121940.731708 + Penalty 6154.658074 = -38115786.073635 nChanged 12 SP:Iteration 84Q (497.840000 sec): 3 clusters Score: Raw -38121941.578949 + Penalty 6154.658074 = -38115786.920875 nChanged 17 SP:Iteration 85Q (498.700000 sec): 3 clusters Score: Raw -38121942.698861 + Penalty 6154.658074 = -38115788.040787 nChanged 13 SP:Iteration 86Q (499.560000 sec): 3 clusters Score: Raw -38121943.511273 + Penalty 6154.658074 = -38115788.853200 nChanged 10 SP:Iteration 87Q (500.400000 sec): 3 clusters Score: Raw -38121944.502268 + Penalty 6154.658074 = -38115789.844194 nChanged 14 SP:Iteration 88Q (501.260000 sec): 3 clusters Score: Raw -38121945.585883 + Penalty 6154.658074 = -38115790.927809 nChanged 15 SP:Iteration 89Q (502.110000 sec): 3 clusters Score: Raw -38121947.111334 + Penalty 6154.658074 = -38115792.453260 nChanged 19 SP:Iteration 90Q (502.960000 sec): 3 clusters Score: Raw -38121948.751936 + Penalty 6154.658074 = -38115794.093862 nChanged 21 SP:Iteration 91Q (503.820000 sec): 3 clusters Score: Raw -38121950.821124 + Penalty 6154.658074 = -38115796.163051 nChanged 24 SP:Iteration 92Q (504.660000 sec): 3 clusters Score: Raw -38121953.860983 + Penalty 6154.658074 = -38115799.202909 nChanged 25 SP:Iteration 93Q (505.520000 sec): 3 clusters Score: Raw -38121957.630513 + Penalty 6154.658074 = -38115802.972439 nChanged 38 SP:Iteration 94Q (506.370000 sec): 3 clusters Score: Raw -38121963.227597 + Penalty 6154.658074 = -38115808.569523 nChanged 45 SP:Iteration 95Q (507.220000 sec): 3 clusters Score: Raw -38121968.776819 + Penalty 6154.658074 = -38115814.118745 nChanged 45 SP:Iteration 96Q (508.070000 sec): 3 clusters Score: Raw -38121973.678685 + Penalty 6154.658074 = -38115819.020611 nChanged 36 SP:Iteration 97Q (508.920000 sec): 3 clusters Score: Raw -38121978.230778 + Penalty 6154.658074 = -38115823.572704 nChanged 36 SP:Iteration 98Q (509.770000 sec): 3 clusters Score: Raw -38121982.082101 + Penalty 6154.658074 = -38115827.424027 nChanged 27 SP:Iteration 99Q (510.620000 sec): 3 clusters Score: Raw -38121984.814708 + Penalty 6154.658074 = -38115830.156635 nChanged 27 SP:Iteration 100F (511.830000 sec): 3 clusters Score: Raw -38121987.604892 + Penalty 6154.658074 = -38115832.946818 nChanged 25 SP:Iteration 101Q (512.680000 sec): 3 clusters Score: Raw -38121989.938464 + Penalty 6154.658074 = -38115835.280390 nChanged 29 SP:Iteration 102Q (513.530000 sec): 3 clusters Score: Raw -38121993.060465 + Penalty 6154.658074 = -38115838.402391 nChanged 25 SP:Iteration 103Q (514.380000 sec): 3 clusters Score: Raw -38121995.896942 + Penalty 6154.658074 = -38115841.238868 nChanged 38 SP:Iteration 104Q (515.220000 sec): 3 clusters Score: Raw -38122000.633867 + Penalty 6154.658074 = -38115845.975793 nChanged 27 SP:Iteration 105Q (516.070000 sec): 3 clusters Score: Raw -38122003.147712 + Penalty 6154.658074 = -38115848.489638 nChanged 20 SP:Iteration 106Q (516.930000 sec): 3 clusters Score: Raw -38122005.031765 + Penalty 6154.658074 = -38115850.373691 nChanged 19 SP:Iteration 107Q (517.770000 sec): 3 clusters Score: Raw -38122007.123213 + Penalty 6154.658074 = -38115852.465140 nChanged 21 SP:Iteration 108Q (518.630000 sec): 3 clusters Score: Raw -38122009.607591 + Penalty 6154.658074 = -38115854.949517 nChanged 23 SP:Iteration 109Q (519.480000 sec): 3 clusters Score: Raw -38122012.293567 + Penalty 6154.658074 = -38115857.635493 nChanged 28 SP:Iteration 110Q (520.330000 sec): 3 clusters Score: Raw -38122015.227983 + Penalty 6154.658074 = -38115860.569909 nChanged 20 SP:Iteration 111Q (521.170000 sec): 3 clusters Score: Raw -38122017.073479 + Penalty 6154.658074 = -38115862.415405 nChanged 20 SP:Iteration 112Q (522.020000 sec): 3 clusters Score: Raw -38122018.918534 + Penalty 6154.658074 = -38115864.260460 nChanged 25 SP:Iteration 113Q (522.880000 sec): 3 clusters Score: Raw -38122021.380421 + Penalty 6154.658074 = -38115866.722347 nChanged 21 SP:Iteration 114Q (523.720000 sec): 3 clusters Score: Raw -38122023.256550 + Penalty 6154.658074 = -38115868.598476 nChanged 17 SP:Iteration 115Q (524.570000 sec): 3 clusters Score: Raw -38122024.505048 + Penalty 6154.658074 = -38115869.846974 nChanged 14 SP:Iteration 116Q (525.420000 sec): 3 clusters Score: Raw -38122025.901721 + Penalty 6154.658074 = -38115871.243647 nChanged 18 SP:Iteration 117Q (526.270000 sec): 3 clusters Score: Raw -38122027.494517 + Penalty 6154.658074 = -38115872.836443 nChanged 14 SP:Iteration 118Q (527.120000 sec): 3 clusters Score: Raw -38122028.825347 + Penalty 6154.658074 = -38115874.167273 nChanged 10 SP:Iteration 119Q (527.970000 sec): 3 clusters Score: Raw -38122029.584680 + Penalty 6154.658074 = -38115874.926606 nChanged 12 SP:Iteration 120F (529.180000 sec): 3 clusters Score: Raw -38122030.597620 + Penalty 6154.658074 = -38115875.939546 nChanged 14 SP:Iteration 121Q (530.020000 sec): 3 clusters Score: Raw -38122031.658507 + Penalty 6154.658074 = -38115877.000433 nChanged 12 SP:Iteration 122Q (530.870000 sec): 3 clusters Score: Raw -38122032.580956 + Penalty 6154.658074 = -38115877.922882 nChanged 9 SP:Iteration 123Q (531.720000 sec): 3 clusters Score: Raw -38122033.276511 + Penalty 6154.658074 = -38115878.618437 nChanged 8 SP:Iteration 124Q (532.560000 sec): 3 clusters Score: Raw -38122033.719633 + Penalty 6154.658074 = -38115879.061559 nChanged 9 SP:Iteration 125Q (533.410000 sec): 3 clusters Score: Raw -38122034.254420 + Penalty 6154.658074 = -38115879.596346 nChanged 7 SP:Iteration 126Q (534.260000 sec): 3 clusters Score: Raw -38122034.677657 + Penalty 6154.658074 = -38115880.019583 nChanged 8 SP:Iteration 127Q (535.110000 sec): 3 clusters Score: Raw -38122035.099092 + Penalty 6154.658074 = -38115880.441018 nChanged 5 SP:Iteration 128Q (535.970000 sec): 3 clusters Score: Raw -38122035.513915 + Penalty 6154.658074 = -38115880.855841 nChanged 4 SP:Iteration 129Q (536.810000 sec): 3 clusters Score: Raw -38122035.770797 + Penalty 6154.658074 = -38115881.112723 nChanged 3 SP:Iteration 130Q (537.660000 sec): 3 clusters Score: Raw -38122035.973428 + Penalty 6154.658074 = -38115881.315355 nChanged 4 SP:Iteration 131Q (538.510000 sec): 3 clusters Score: Raw -38122036.272056 + Penalty 6154.658074 = -38115881.613982 nChanged 6 SP:Iteration 132Q (539.360000 sec): 3 clusters Score: Raw -38122036.756014 + Penalty 6154.658074 = -38115882.097941 nChanged 6 SP:Iteration 133Q (540.200000 sec): 3 clusters Score: Raw -38122037.199938 + Penalty 6154.658074 = -38115882.541864 nChanged 9 SP:Iteration 134Q (541.050000 sec): 3 clusters Score: Raw -38122037.925333 + Penalty 6154.658074 = -38115883.267259 nChanged 12 SP:Iteration 135Q (541.900000 sec): 3 clusters Score: Raw -38122038.875930 + Penalty 6154.658074 = -38115884.217856 nChanged 9 SP:Iteration 136Q (542.750000 sec): 3 clusters Score: Raw -38122039.870466 + Penalty 6154.658074 = -38115885.212392 nChanged 13 SP:Iteration 137Q (543.600000 sec): 3 clusters Score: Raw -38122041.394120 + Penalty 6154.658074 = -38115886.736046 nChanged 20 SP:Iteration 138Q (544.440000 sec): 3 clusters Score: Raw -38122043.725194 + Penalty 6154.658074 = -38115889.067120 nChanged 20 SP:Iteration 139Q (545.290000 sec): 3 clusters Score: Raw -38122045.518876 + Penalty 6154.658074 = -38115890.860802 nChanged 16 SP:Iteration 140F (546.500000 sec): 3 clusters Score: Raw -38122046.969085 + Penalty 6154.658074 = -38115892.311011 nChanged 13 SP:Iteration 141Q (547.340000 sec): 3 clusters Score: Raw -38122048.114693 + Penalty 6154.658074 = -38115893.456619 nChanged 12 SP:Iteration 142Q (548.190000 sec): 3 clusters Score: Raw -38122049.177207 + Penalty 6154.658074 = -38115894.519133 nChanged 6 SP:Iteration 143Q (549.040000 sec): 3 clusters Score: Raw -38122049.653597 + Penalty 6154.658074 = -38115894.995523 nChanged 5 SP:Iteration 144Q (549.880000 sec): 3 clusters Score: Raw -38122049.981722 + Penalty 6154.658074 = -38115895.323648 nChanged 3 SP:Iteration 145Q (550.730000 sec): 3 clusters Score: Raw -38122050.220562 + Penalty 6154.658074 = -38115895.562488 nChanged 2 SP:Iteration 146Q (551.580000 sec): 3 clusters Score: Raw -38122050.483700 + Penalty 6154.658074 = -38115895.825627 nChanged 4 SP:Iteration 147Q (552.420000 sec): 3 clusters Score: Raw -38122050.813167 + Penalty 6154.658074 = -38115896.155093 nChanged 4 SP:Iteration 148Q (553.270000 sec): 3 clusters Score: Raw -38122051.187683 + Penalty 6154.658074 = -38115896.529609 nChanged 5 SP:Iteration 149Q (554.120000 sec): 3 clusters Score: Raw -38122051.471793 + Penalty 6154.658074 = -38115896.813719 nChanged 5 SP:Iteration 150Q (554.960000 sec): 3 clusters Score: Raw -38122051.966503 + Penalty 6154.658074 = -38115897.308429 nChanged 8 SP:Iteration 151Q (555.810000 sec): 3 clusters Score: Raw -38122052.744482 + Penalty 6154.658074 = -38115898.086408 nChanged 9 SP:Iteration 152Q (556.660000 sec): 3 clusters Score: Raw -38122053.540378 + Penalty 6154.658074 = -38115898.882305 nChanged 15 SP:Iteration 153Q (557.500000 sec): 3 clusters Score: Raw -38122055.050522 + Penalty 6154.658074 = -38115900.392448 nChanged 15 SP:Iteration 154Q (558.350000 sec): 3 clusters Score: Raw -38122056.769165 + Penalty 6154.658074 = -38115902.111091 nChanged 15 SP:Iteration 155Q (559.200000 sec): 3 clusters Score: Raw -38122058.115224 + Penalty 6154.658074 = -38115903.457150 nChanged 10 SP:Iteration 156Q (560.040000 sec): 3 clusters Score: Raw -38122058.884884 + Penalty 6154.658074 = -38115904.226810 nChanged 11 SP:Iteration 157Q (560.890000 sec): 3 clusters Score: Raw -38122059.746655 + Penalty 6154.658074 = -38115905.088581 nChanged 7 SP:Iteration 158Q (561.740000 sec): 3 clusters Score: Raw -38122060.228350 + Penalty 6154.658074 = -38115905.570276 nChanged 5 SP:Iteration 159Q (562.580000 sec): 3 clusters Score: Raw -38122060.668663 + Penalty 6154.658074 = -38115906.010590 nChanged 2 SP:Iteration 160F (563.790000 sec): 3 clusters Score: Raw -38122060.721080 + Penalty 6154.658074 = -38115906.063007 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (7602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.920000 sec): 2 clusters Score: Raw -1048964.134588 + Penalty 2216.169329 = -1046747.965259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.950000 sec): 3 clusters Score: Raw -1045172.431877 + Penalty 4432.338658 = -1040740.093219 nChanged 3120 SP:Iteration 1F (563.990000 sec): 3 clusters Score: Raw -1047710.667917 + Penalty 4432.338658 = -1043278.329259 nChanged 844 SP:Iteration 2F (564.030000 sec): 3 clusters Score: Raw -1048835.781663 + Penalty 4432.338658 = -1044403.443005 nChanged 733 SP:Iteration 3F (564.060000 sec): 3 clusters Score: Raw -1050003.194189 + Penalty 4432.338658 = -1045570.855531 nChanged 636 SP:Iteration 4F (564.100000 sec): 3 clusters Score: Raw -1050959.469925 + Penalty 4432.338658 = -1046527.131267 nChanged 521 SP:Iteration 5F (564.140000 sec): 3 clusters Score: Raw -1051597.792084 + Penalty 4432.338658 = -1047165.453425 nChanged 356 SP:Iteration 6Q (564.170000 sec): 3 clusters Score: Raw -1051954.289024 + Penalty 4432.338658 = -1047521.950366 nChanged 248 SP:Iteration 7Q (564.200000 sec): 3 clusters Score: Raw -1052134.078069 + Penalty 4432.338658 = -1047701.739411 nChanged 140 SP:Iteration 8Q (564.240000 sec): 3 clusters Score: Raw -1052215.812175 + Penalty 4432.338658 = -1047783.473516 nChanged 123 SP:Iteration 9Q (564.270000 sec): 3 clusters Score: Raw -1052283.857527 + Penalty 4432.338658 = -1047851.518869 nChanged 97 SP:Iteration 10Q (564.300000 sec): 3 clusters Score: Raw -1052324.902495 + Penalty 4432.338658 = -1047892.563836 nChanged 63 SP:Iteration 11Q (564.340000 sec): 3 clusters Score: Raw -1052350.339819 + Penalty 4432.338658 = -1047918.001160 nChanged 46 SP:Iteration 12Q (564.360000 sec): 3 clusters Score: Raw -1052365.855371 + Penalty 4432.338658 = -1047933.516713 nChanged 40 SP:Iteration 13Q (564.400000 sec): 3 clusters Score: Raw -1052379.159817 + Penalty 4432.338658 = -1047946.821159 nChanged 37 SP:Iteration 14Q (564.430000 sec): 3 clusters Score: Raw -1052394.043741 + Penalty 4432.338658 = -1047961.705083 nChanged 46 SP:Iteration 15Q (564.460000 sec): 3 clusters Score: Raw -1052415.107817 + Penalty 4432.338658 = -1047982.769159 nChanged 44 SP:Iteration 16Q (564.500000 sec): 3 clusters Score: Raw -1052440.008667 + Penalty 4432.338658 = -1048007.670009 nChanged 60 SP:Iteration 17Q (564.530000 sec): 3 clusters Score: Raw -1052485.152299 + Penalty 4432.338658 = -1048052.813641 nChanged 66 SP:Iteration 18Q (564.560000 sec): 3 clusters Score: Raw -1052553.407401 + Penalty 4432.338658 = -1048121.068743 nChanged 75 SP:Iteration 19Q (564.590000 sec): 3 clusters Score: Raw -1052626.786675 + Penalty 4432.338658 = -1048194.448017 nChanged 76 SP:Iteration 20F (564.630000 sec): 3 clusters Score: Raw -1052684.103872 + Penalty 4432.338658 = -1048251.765214 nChanged 67 SP:Iteration 21Q (564.660000 sec): 3 clusters Score: Raw -1052729.794736 + Penalty 4432.338658 = -1048297.456078 nChanged 43 SP:Iteration 22Q (564.690000 sec): 3 clusters Score: Raw -1052752.976492 + Penalty 4432.338658 = -1048320.637833 nChanged 34 SP:Iteration 23Q (564.720000 sec): 3 clusters Score: Raw -1052765.635156 + Penalty 4432.338658 = -1048333.296498 nChanged 18 SP:Iteration 24Q (564.750000 sec): 3 clusters Score: Raw -1052773.666606 + Penalty 4432.338658 = -1048341.327948 nChanged 15 SP:Iteration 25Q (564.780000 sec): 3 clusters Score: Raw -1052778.731781 + Penalty 4432.338658 = -1048346.393123 nChanged 15 SP:Iteration 26Q (564.810000 sec): 3 clusters Score: Raw -1052785.076990 + Penalty 4432.338658 = -1048352.738332 nChanged 8 SP:Iteration 27Q (564.840000 sec): 3 clusters Score: Raw -1052787.047204 + Penalty 4432.338658 = -1048354.708546 nChanged 3 SP:Iteration 28Q (564.880000 sec): 3 clusters Score: Raw -1052787.754249 + Penalty 4432.338658 = -1048355.415591 nChanged 2 SP:Iteration 29Q (564.900000 sec): 3 clusters Score: Raw -1052787.975916 + Penalty 4432.338658 = -1048355.637258 nChanged 0 SP:Iteration 30F (564.940000 sec): 3 clusters Score: Raw -1052787.975916 + Penalty 4432.338658 = -1048355.637258 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (33458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.090000 sec): 2 clusters Score: Raw -5227363.532342 + Penalty 2583.675458 = -5224779.856884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.260000 sec): 3 clusters Score: Raw -5207203.499105 + Penalty 5167.350915 = -5202036.148190 nChanged 15119 SP:Iteration 1F (565.420000 sec): 3 clusters Score: Raw -5215589.027839 + Penalty 5167.350915 = -5210421.676924 nChanged 1764 SP:Iteration 2F (565.590000 sec): 3 clusters Score: Raw -5216392.407620 + Penalty 5167.350915 = -5211225.056705 nChanged 1880 SP:Iteration 3F (565.760000 sec): 3 clusters Score: Raw -5217541.957091 + Penalty 5167.350915 = -5212374.606175 nChanged 2183 SP:Iteration 4F (565.930000 sec): 3 clusters Score: Raw -5219224.787994 + Penalty 5167.350915 = -5214057.437078 nChanged 2474 SP:Iteration 5F (566.100000 sec): 3 clusters Score: Raw -5221415.891423 + Penalty 5167.350915 = -5216248.540508 nChanged 2602 SP:Iteration 6F (566.260000 sec): 3 clusters Score: Raw -5223724.350549 + Penalty 5167.350915 = -5218556.999634 nChanged 2327 SP:Iteration 7F (566.430000 sec): 3 clusters Score: Raw -5225392.414141 + Penalty 5167.350915 = -5220225.063226 nChanged 1704 SP:Iteration 8F (566.600000 sec): 3 clusters Score: Raw -5226300.095799 + Penalty 5167.350915 = -5221132.744884 nChanged 1114 SP:Iteration 9Q (566.760000 sec): 3 clusters Score: Raw -5226745.540881 + Penalty 5167.350915 = -5221578.189966 nChanged 735 SP:Iteration 10Q (566.920000 sec): 3 clusters Score: Raw -5226966.834213 + Penalty 5167.350915 = -5221799.483298 nChanged 549 SP:Iteration 11Q (567.080000 sec): 3 clusters Score: Raw -5227109.222508 + Penalty 5167.350915 = -5221941.871593 nChanged 411 SP:Iteration 12Q (567.240000 sec): 3 clusters Score: Raw -5227199.375476 + Penalty 5167.350915 = -5222032.024561 nChanged 323 SP:Iteration 13Q (567.400000 sec): 3 clusters Score: Raw -5227263.798712 + Penalty 5167.350915 = -5222096.447797 nChanged 293 SP:Iteration 14Q (567.560000 sec): 3 clusters Score: Raw -5227324.775486 + Penalty 5167.350915 = -5222157.424571 nChanged 277 SP:Iteration 15Q (567.720000 sec): 3 clusters Score: Raw -5227379.058317 + Penalty 5167.350915 = -5222211.707402 nChanged 251 SP:Iteration 16Q (567.880000 sec): 3 clusters Score: Raw -5227425.970535 + Penalty 5167.350915 = -5222258.619619 nChanged 251 SP:Iteration 17Q (568.040000 sec): 3 clusters Score: Raw -5227475.810689 + Penalty 5167.350915 = -5222308.459774 nChanged 246 SP:Iteration 18Q (568.200000 sec): 3 clusters Score: Raw -5227525.512450 + Penalty 5167.350915 = -5222358.161535 nChanged 237 SP:Iteration 19Q (568.360000 sec): 3 clusters Score: Raw -5227573.274695 + Penalty 5167.350915 = -5222405.923780 nChanged 223 SP:Iteration 20F (568.520000 sec): 3 clusters Score: Raw -5227613.639659 + Penalty 5167.350915 = -5222446.288744 nChanged 214 SP:Iteration 21Q (568.680000 sec): 3 clusters Score: Raw -5227649.835150 + Penalty 5167.350915 = -5222482.484235 nChanged 207 SP:Iteration 22Q (568.840000 sec): 3 clusters Score: Raw -5227685.556201 + Penalty 5167.350915 = -5222518.205286 nChanged 204 SP:Iteration 23Q (568.990000 sec): 3 clusters Score: Raw -5227717.461351 + Penalty 5167.350915 = -5222550.110435 nChanged 186 SP:Iteration 24Q (569.150000 sec): 3 clusters Score: Raw -5227745.572384 + Penalty 5167.350915 = -5222578.221468 nChanged 149 SP:Iteration 25Q (569.300000 sec): 3 clusters Score: Raw -5227765.126686 + Penalty 5167.350915 = -5222597.775770 nChanged 135 SP:Iteration 26Q (569.460000 sec): 3 clusters Score: Raw -5227779.023460 + Penalty 5167.350915 = -5222611.672545 nChanged 104 SP:Iteration 27Q (569.610000 sec): 3 clusters Score: Raw -5227790.626796 + Penalty 5167.350915 = -5222623.275881 nChanged 107 SP:Iteration 28Q (569.770000 sec): 3 clusters Score: Raw -5227804.522803 + Penalty 5167.350915 = -5222637.171888 nChanged 114 SP:Iteration 29Q (569.920000 sec): 3 clusters Score: Raw -5227819.367040 + Penalty 5167.350915 = -5222652.016125 nChanged 110 SP:Iteration 30Q (570.080000 sec): 3 clusters Score: Raw -5227832.596456 + Penalty 5167.350915 = -5222665.245541 nChanged 124 SP:Iteration 31Q (570.230000 sec): 3 clusters Score: Raw -5227848.398663 + Penalty 5167.350915 = -5222681.047748 nChanged 120 SP:Iteration 32Q (570.390000 sec): 3 clusters Score: Raw -5227863.240652 + Penalty 5167.350915 = -5222695.889737 nChanged 102 SP:Iteration 33Q (570.540000 sec): 3 clusters Score: Raw -5227876.306484 + Penalty 5167.350915 = -5222708.955569 nChanged 108 SP:Iteration 34Q (570.700000 sec): 3 clusters Score: Raw -5227889.315508 + Penalty 5167.350915 = -5222721.964593 nChanged 102 SP:Iteration 35Q (570.850000 sec): 3 clusters Score: Raw -5227899.602774 + Penalty 5167.350915 = -5222732.251859 nChanged 99 SP:Iteration 36Q (571.010000 sec): 3 clusters Score: Raw -5227910.466965 + Penalty 5167.350915 = -5222743.116050 nChanged 89 SP:Iteration 37Q (571.160000 sec): 3 clusters Score: Raw -5227920.796498 + Penalty 5167.350915 = -5222753.445583 nChanged 89 SP:Iteration 38Q (571.320000 sec): 3 clusters Score: Raw -5227930.859221 + Penalty 5167.350915 = -5222763.508306 nChanged 91 SP:Iteration 39Q (571.470000 sec): 3 clusters Score: Raw -5227943.800520 + Penalty 5167.350915 = -5222776.449605 nChanged 110 SP:Iteration 40F (571.640000 sec): 3 clusters Score: Raw -5227959.258869 + Penalty 5167.350915 = -5222791.907954 nChanged 110 SP:Iteration 41Q (571.780000 sec): 3 clusters Score: Raw -5227971.450083 + Penalty 5167.350915 = -5222804.099168 nChanged 99 SP:Iteration 42Q (571.940000 sec): 3 clusters Score: Raw -5227984.010387 + Penalty 5167.350915 = -5222816.659472 nChanged 107 SP:Iteration 43Q (572.090000 sec): 3 clusters Score: Raw -5227998.072388 + Penalty 5167.350915 = -5222830.721473 nChanged 96 SP:Iteration 44Q (572.240000 sec): 3 clusters Score: Raw -5228008.486061 + Penalty 5167.350915 = -5222841.135146 nChanged 88 SP:Iteration 45Q (572.400000 sec): 3 clusters Score: Raw -5228018.986494 + Penalty 5167.350915 = -5222851.635579 nChanged 87 SP:Iteration 46Q (572.550000 sec): 3 clusters Score: Raw -5228028.836910 + Penalty 5167.350915 = -5222861.485995 nChanged 77 SP:Iteration 47Q (572.700000 sec): 3 clusters Score: Raw -5228037.581357 + Penalty 5167.350915 = -5222870.230442 nChanged 79 SP:Iteration 48Q (572.850000 sec): 3 clusters Score: Raw -5228046.719465 + Penalty 5167.350915 = -5222879.368550 nChanged 80 SP:Iteration 49Q (573.000000 sec): 3 clusters Score: Raw -5228054.346126 + Penalty 5167.350915 = -5222886.995211 nChanged 66 SP:Iteration 50Q (573.150000 sec): 3 clusters Score: Raw -5228061.656797 + Penalty 5167.350915 = -5222894.305881 nChanged 84 SP:Iteration 51Q (573.300000 sec): 3 clusters Score: Raw -5228070.819536 + Penalty 5167.350915 = -5222903.468621 nChanged 75 SP:Iteration 52Q (573.460000 sec): 3 clusters Score: Raw -5228078.356116 + Penalty 5167.350915 = -5222911.005201 nChanged 71 SP:Iteration 53Q (573.610000 sec): 3 clusters Score: Raw -5228086.163654 + Penalty 5167.350915 = -5222918.812739 nChanged 78 SP:Iteration 54Q (573.760000 sec): 3 clusters Score: Raw -5228094.409990 + Penalty 5167.350915 = -5222927.059075 nChanged 67 SP:Iteration 55Q (573.910000 sec): 3 clusters Score: Raw -5228102.270085 + Penalty 5167.350915 = -5222934.919170 nChanged 79 SP:Iteration 56Q (574.060000 sec): 3 clusters Score: Raw -5228112.140927 + Penalty 5167.350915 = -5222944.790011 nChanged 90 SP:Iteration 57Q (574.210000 sec): 3 clusters Score: Raw -5228126.338265 + Penalty 5167.350915 = -5222958.987350 nChanged 87 SP:Iteration 58Q (574.360000 sec): 3 clusters Score: Raw -5228137.698095 + Penalty 5167.350915 = -5222970.347180 nChanged 96 SP:Iteration 59Q (574.510000 sec): 3 clusters Score: Raw -5228150.135764 + Penalty 5167.350915 = -5222982.784849 nChanged 102 SP:Iteration 60F (574.680000 sec): 3 clusters Score: Raw -5228163.655548 + Penalty 5167.350915 = -5222996.304633 nChanged 107 SP:Iteration 61Q (574.830000 sec): 3 clusters Score: Raw -5228178.150146 + Penalty 5167.350915 = -5223010.799230 nChanged 110 SP:Iteration 62Q (574.980000 sec): 3 clusters Score: Raw -5228194.765180 + Penalty 5167.350915 = -5223027.414265 nChanged 125 SP:Iteration 63Q (575.130000 sec): 3 clusters Score: Raw -5228211.390969 + Penalty 5167.350915 = -5223044.040054 nChanged 124 SP:Iteration 64Q (575.280000 sec): 3 clusters Score: Raw -5228229.602582 + Penalty 5167.350915 = -5223062.251666 nChanged 123 SP:Iteration 65Q (575.420000 sec): 3 clusters Score: Raw -5228247.262368 + Penalty 5167.350915 = -5223079.911453 nChanged 119 SP:Iteration 66Q (575.570000 sec): 3 clusters Score: Raw -5228263.729343 + Penalty 5167.350915 = -5223096.378428 nChanged 128 SP:Iteration 67Q (575.720000 sec): 3 clusters Score: Raw -5228281.566757 + Penalty 5167.350915 = -5223114.215842 nChanged 131 SP:Iteration 68Q (575.870000 sec): 3 clusters Score: Raw -5228300.935307 + Penalty 5167.350915 = -5223133.584392 nChanged 125 SP:Iteration 69Q (576.020000 sec): 3 clusters Score: Raw -5228318.784354 + Penalty 5167.350915 = -5223151.433439 nChanged 129 SP:Iteration 70Q (576.160000 sec): 3 clusters Score: Raw -5228336.822927 + Penalty 5167.350915 = -5223169.472012 nChanged 121 SP:Iteration 71Q (576.310000 sec): 3 clusters Score: Raw -5228352.520217 + Penalty 5167.350915 = -5223185.169302 nChanged 114 SP:Iteration 72Q (576.460000 sec): 3 clusters Score: Raw -5228366.465877 + Penalty 5167.350915 = -5223199.114961 nChanged 103 SP:Iteration 73Q (576.600000 sec): 3 clusters Score: Raw -5228380.135169 + Penalty 5167.350915 = -5223212.784253 nChanged 99 SP:Iteration 74Q (576.750000 sec): 3 clusters Score: Raw -5228392.815564 + Penalty 5167.350915 = -5223225.464648 nChanged 104 SP:Iteration 75Q (576.900000 sec): 3 clusters Score: Raw -5228406.230429 + Penalty 5167.350915 = -5223238.879514 nChanged 99 SP:Iteration 76Q (577.040000 sec): 3 clusters Score: Raw -5228420.380320 + Penalty 5167.350915 = -5223253.029405 nChanged 110 SP:Iteration 77Q (577.190000 sec): 3 clusters Score: Raw -5228436.856399 + Penalty 5167.350915 = -5223269.505484 nChanged 101 SP:Iteration 78Q (577.340000 sec): 3 clusters Score: Raw -5228451.014180 + Penalty 5167.350915 = -5223283.663265 nChanged 97 SP:Iteration 79Q (577.480000 sec): 3 clusters Score: Raw -5228464.145314 + Penalty 5167.350915 = -5223296.794399 nChanged 92 SP:Iteration 80F (577.650000 sec): 3 clusters Score: Raw -5228476.989147 + Penalty 5167.350915 = -5223309.638232 nChanged 79 SP:Iteration 81Q (577.790000 sec): 3 clusters Score: Raw -5228486.709729 + Penalty 5167.350915 = -5223319.358814 nChanged 76 SP:Iteration 82Q (577.940000 sec): 3 clusters Score: Raw -5228495.648188 + Penalty 5167.350915 = -5223328.297273 nChanged 66 SP:Iteration 83Q (578.080000 sec): 3 clusters Score: Raw -5228502.785622 + Penalty 5167.350915 = -5223335.434707 nChanged 65 SP:Iteration 84Q (578.220000 sec): 3 clusters Score: Raw -5228511.524964 + Penalty 5167.350915 = -5223344.174049 nChanged 84 SP:Iteration 85Q (578.370000 sec): 3 clusters Score: Raw -5228522.778956 + Penalty 5167.350915 = -5223355.428041 nChanged 72 SP:Iteration 86Q (578.510000 sec): 3 clusters Score: Raw -5228532.047234 + Penalty 5167.350915 = -5223364.696319 nChanged 65 SP:Iteration 87Q (578.660000 sec): 3 clusters Score: Raw -5228539.077941 + Penalty 5167.350915 = -5223371.727026 nChanged 57 SP:Iteration 88Q (578.800000 sec): 3 clusters Score: Raw -5228545.157104 + Penalty 5167.350915 = -5223377.806189 nChanged 52 SP:Iteration 89Q (578.940000 sec): 3 clusters Score: Raw -5228550.847762 + Penalty 5167.350915 = -5223383.496847 nChanged 40 SP:Iteration 90Q (579.090000 sec): 3 clusters Score: Raw -5228556.102300 + Penalty 5167.350915 = -5223388.751385 nChanged 57 SP:Iteration 91Q (579.230000 sec): 3 clusters Score: Raw -5228562.804026 + Penalty 5167.350915 = -5223395.453111 nChanged 39 SP:Iteration 92Q (579.380000 sec): 3 clusters Score: Raw -5228567.283659 + Penalty 5167.350915 = -5223399.932744 nChanged 41 SP:Iteration 93Q (579.520000 sec): 3 clusters Score: Raw -5228571.969200 + Penalty 5167.350915 = -5223404.618285 nChanged 41 SP:Iteration 94Q (579.660000 sec): 3 clusters Score: Raw -5228576.793274 + Penalty 5167.350915 = -5223409.442359 nChanged 41 SP:Iteration 95Q (579.810000 sec): 3 clusters Score: Raw -5228581.193211 + Penalty 5167.350915 = -5223413.842296 nChanged 29 SP:Iteration 96Q (579.950000 sec): 3 clusters Score: Raw -5228584.259271 + Penalty 5167.350915 = -5223416.908356 nChanged 30 SP:Iteration 97Q (580.090000 sec): 3 clusters Score: Raw -5228587.865792 + Penalty 5167.350915 = -5223420.514877 nChanged 25 SP:Iteration 98Q (580.240000 sec): 3 clusters Score: Raw -5228590.957663 + Penalty 5167.350915 = -5223423.606748 nChanged 36 SP:Iteration 99Q (580.380000 sec): 3 clusters Score: Raw -5228594.634921 + Penalty 5167.350915 = -5223427.284006 nChanged 38 SP:Iteration 100F (580.550000 sec): 3 clusters Score: Raw -5228598.032215 + Penalty 5167.350915 = -5223430.681300 nChanged 27 SP:Iteration 101Q (580.690000 sec): 3 clusters Score: Raw -5228600.288002 + Penalty 5167.350915 = -5223432.937087 nChanged 29 SP:Iteration 102Q (580.830000 sec): 3 clusters Score: Raw -5228603.629974 + Penalty 5167.350915 = -5223436.279059 nChanged 32 SP:Iteration 103Q (580.980000 sec): 3 clusters Score: Raw -5228607.993094 + Penalty 5167.350915 = -5223440.642179 nChanged 28 SP:Iteration 104Q (581.120000 sec): 3 clusters Score: Raw -5228611.683478 + Penalty 5167.350915 = -5223444.332563 nChanged 36 SP:Iteration 105Q (581.270000 sec): 3 clusters Score: Raw -5228616.047740 + Penalty 5167.350915 = -5223448.696825 nChanged 45 SP:Iteration 106Q (581.410000 sec): 3 clusters Score: Raw -5228622.697522 + Penalty 5167.350915 = -5223455.346607 nChanged 56 SP:Iteration 107Q (581.560000 sec): 3 clusters Score: Raw -5228631.080784 + Penalty 5167.350915 = -5223463.729869 nChanged 56 SP:Iteration 108Q (581.700000 sec): 3 clusters Score: Raw -5228638.488856 + Penalty 5167.350915 = -5223471.137941 nChanged 57 SP:Iteration 109Q (581.840000 sec): 3 clusters Score: Raw -5228645.885814 + Penalty 5167.350915 = -5223478.534899 nChanged 51 SP:Iteration 110Q (581.980000 sec): 3 clusters Score: Raw -5228652.187037 + Penalty 5167.350915 = -5223484.836121 nChanged 50 SP:Iteration 111Q (582.120000 sec): 3 clusters Score: Raw -5228656.768872 + Penalty 5167.350915 = -5223489.417957 nChanged 28 SP:Iteration 112Q (582.260000 sec): 3 clusters Score: Raw -5228658.982726 + Penalty 5167.350915 = -5223491.631811 nChanged 24 SP:Iteration 113Q (582.410000 sec): 3 clusters Score: Raw -5228660.937032 + Penalty 5167.350915 = -5223493.586117 nChanged 19 SP:Iteration 114Q (582.550000 sec): 3 clusters Score: Raw -5228662.847490 + Penalty 5167.350915 = -5223495.496575 nChanged 14 SP:Iteration 115Q (582.690000 sec): 3 clusters Score: Raw -5228664.140515 + Penalty 5167.350915 = -5223496.789600 nChanged 12 SP:Iteration 116Q (582.830000 sec): 3 clusters Score: Raw -5228665.260122 + Penalty 5167.350915 = -5223497.909207 nChanged 11 SP:Iteration 117Q (582.970000 sec): 3 clusters Score: Raw -5228666.035924 + Penalty 5167.350915 = -5223498.685008 nChanged 12 SP:Iteration 118Q (583.110000 sec): 3 clusters Score: Raw -5228666.979249 + Penalty 5167.350915 = -5223499.628334 nChanged 13 SP:Iteration 119Q (583.250000 sec): 3 clusters Score: Raw -5228668.080701 + Penalty 5167.350915 = -5223500.729785 nChanged 7 SP:Iteration 120F (583.420000 sec): 3 clusters Score: Raw -5228668.599874 + Penalty 5167.350915 = -5223501.248958 nChanged 5 SP:Iteration 121Q (583.560000 sec): 3 clusters Score: Raw -5228668.994623 + Penalty 5167.350915 = -5223501.643708 nChanged 5 SP:Iteration 122Q (583.700000 sec): 3 clusters Score: Raw -5228669.459076 + Penalty 5167.350915 = -5223502.108161 nChanged 8 SP:Iteration 123Q (583.840000 sec): 3 clusters Score: Raw -5228670.138319 + Penalty 5167.350915 = -5223502.787404 nChanged 11 SP:Iteration 124Q (583.980000 sec): 3 clusters Score: Raw -5228671.618615 + Penalty 5167.350915 = -5223504.267700 nChanged 20 SP:Iteration 125Q (584.120000 sec): 3 clusters Score: Raw -5228674.147772 + Penalty 5167.350915 = -5223506.796857 nChanged 21 SP:Iteration 126Q (584.260000 sec): 3 clusters Score: Raw -5228676.549713 + Penalty 5167.350915 = -5223509.198798 nChanged 19 SP:Iteration 127Q (584.400000 sec): 3 clusters Score: Raw -5228678.267663 + Penalty 5167.350915 = -5223510.916748 nChanged 15 SP:Iteration 128Q (584.540000 sec): 3 clusters Score: Raw -5228679.989511 + Penalty 5167.350915 = -5223512.638596 nChanged 24 SP:Iteration 129Q (584.680000 sec): 3 clusters Score: Raw -5228682.492840 + Penalty 5167.350915 = -5223515.141925 nChanged 22 SP:Iteration 130Q (584.820000 sec): 3 clusters Score: Raw -5228685.076925 + Penalty 5167.350915 = -5223517.726010 nChanged 21 SP:Iteration 131Q (584.960000 sec): 3 clusters Score: Raw -5228687.767245 + Penalty 5167.350915 = -5223520.416330 nChanged 22 SP:Iteration 132Q (585.110000 sec): 3 clusters Score: Raw -5228690.221745 + Penalty 5167.350915 = -5223522.870830 nChanged 24 SP:Iteration 133Q (585.250000 sec): 3 clusters Score: Raw -5228692.877552 + Penalty 5167.350915 = -5223525.526637 nChanged 17 SP:Iteration 134Q (585.390000 sec): 3 clusters Score: Raw -5228694.332548 + Penalty 5167.350915 = -5223526.981633 nChanged 16 SP:Iteration 135Q (585.530000 sec): 3 clusters Score: Raw -5228695.872442 + Penalty 5167.350915 = -5223528.521527 nChanged 12 SP:Iteration 136Q (585.670000 sec): 3 clusters Score: Raw -5228696.763088 + Penalty 5167.350915 = -5223529.412173 nChanged 12 SP:Iteration 137Q (585.810000 sec): 3 clusters Score: Raw -5228697.854467 + Penalty 5167.350915 = -5223530.503552 nChanged 13 SP:Iteration 138Q (585.950000 sec): 3 clusters Score: Raw -5228699.345612 + Penalty 5167.350915 = -5223531.994697 nChanged 17 SP:Iteration 139Q (586.090000 sec): 3 clusters Score: Raw -5228701.041145 + Penalty 5167.350915 = -5223533.690230 nChanged 23 SP:Iteration 140F (586.250000 sec): 3 clusters Score: Raw -5228703.229650 + Penalty 5167.350915 = -5223535.878735 nChanged 19 SP:Iteration 141Q (586.400000 sec): 3 clusters Score: Raw -5228705.238816 + Penalty 5167.350915 = -5223537.887901 nChanged 16 SP:Iteration 142Q (586.540000 sec): 3 clusters Score: Raw -5228706.683499 + Penalty 5167.350915 = -5223539.332584 nChanged 10 SP:Iteration 143Q (586.680000 sec): 3 clusters Score: Raw -5228707.752476 + Penalty 5167.350915 = -5223540.401561 nChanged 9 SP:Iteration 144Q (586.820000 sec): 3 clusters Score: Raw -5228708.750126 + Penalty 5167.350915 = -5223541.399211 nChanged 7 SP:Iteration 145Q (586.960000 sec): 3 clusters Score: Raw -5228709.398918 + Penalty 5167.350915 = -5223542.048003 nChanged 8 SP:Iteration 146Q (587.100000 sec): 3 clusters Score: Raw -5228710.534764 + Penalty 5167.350915 = -5223543.183849 nChanged 13 SP:Iteration 147Q (587.240000 sec): 3 clusters Score: Raw -5228712.135948 + Penalty 5167.350915 = -5223544.785033 nChanged 13 SP:Iteration 148Q (587.380000 sec): 3 clusters Score: Raw -5228713.509380 + Penalty 5167.350915 = -5223546.158465 nChanged 12 SP:Iteration 149Q (587.520000 sec): 3 clusters Score: Raw -5228714.810355 + Penalty 5167.350915 = -5223547.459440 nChanged 9 SP:Iteration 150Q (587.660000 sec): 3 clusters Score: Raw -5228716.078521 + Penalty 5167.350915 = -5223548.727606 nChanged 16 SP:Iteration 151Q (587.800000 sec): 3 clusters Score: Raw -5228717.562327 + Penalty 5167.350915 = -5223550.211412 nChanged 10 SP:Iteration 152Q (587.930000 sec): 3 clusters Score: Raw -5228718.364775 + Penalty 5167.350915 = -5223551.013860 nChanged 13 SP:Iteration 153Q (588.070000 sec): 3 clusters Score: Raw -5228719.405827 + Penalty 5167.350915 = -5223552.054912 nChanged 14 SP:Iteration 154Q (588.210000 sec): 3 clusters Score: Raw -5228720.441081 + Penalty 5167.350915 = -5223553.090166 nChanged 11 SP:Iteration 155Q (588.350000 sec): 3 clusters Score: Raw -5228721.257142 + Penalty 5167.350915 = -5223553.906227 nChanged 8 SP:Iteration 156Q (588.490000 sec): 3 clusters Score: Raw -5228721.835748 + Penalty 5167.350915 = -5223554.484833 nChanged 13 SP:Iteration 157Q (588.630000 sec): 3 clusters Score: Raw -5228722.908624 + Penalty 5167.350915 = -5223555.557709 nChanged 8 SP:Iteration 158Q (588.770000 sec): 3 clusters Score: Raw -5228723.761063 + Penalty 5167.350915 = -5223556.410148 nChanged 11 SP:Iteration 159Q (588.910000 sec): 3 clusters Score: Raw -5228724.682712 + Penalty 5167.350915 = -5223557.331797 nChanged 10 SP:Iteration 160F (589.080000 sec): 3 clusters Score: Raw -5228725.473555 + Penalty 5167.350915 = -5223558.122640 nChanged 6 SP:Iteration 161Q (589.210000 sec): 3 clusters Score: Raw -5228726.187088 + Penalty 5167.350915 = -5223558.836172 nChanged 11 SP:Iteration 162Q (589.350000 sec): 3 clusters Score: Raw -5228727.067395 + Penalty 5167.350915 = -5223559.716480 nChanged 9 SP:Iteration 163Q (589.490000 sec): 3 clusters Score: Raw -5228727.631502 + Penalty 5167.350915 = -5223560.280587 nChanged 6 SP:Iteration 164Q (589.630000 sec): 3 clusters Score: Raw -5228728.199646 + Penalty 5167.350915 = -5223560.848731 nChanged 8 SP:Iteration 165Q (589.770000 sec): 3 clusters Score: Raw -5228728.884621 + Penalty 5167.350915 = -5223561.533706 nChanged 9 SP:Iteration 166Q (589.910000 sec): 3 clusters Score: Raw -5228729.664416 + Penalty 5167.350915 = -5223562.313501 nChanged 9 SP:Iteration 167Q (590.050000 sec): 3 clusters Score: Raw -5228730.337333 + Penalty 5167.350915 = -5223562.986418 nChanged 12 SP:Iteration 168Q (590.190000 sec): 3 clusters Score: Raw -5228731.260880 + Penalty 5167.350915 = -5223563.909965 nChanged 10 SP:Iteration 169Q (590.330000 sec): 3 clusters Score: Raw -5228732.365954 + Penalty 5167.350915 = -5223565.015039 nChanged 17 SP:Iteration 170Q (590.470000 sec): 3 clusters Score: Raw -5228734.514490 + Penalty 5167.350915 = -5223567.163575 nChanged 17 SP:Iteration 171Q (590.610000 sec): 3 clusters Score: Raw -5228736.498382 + Penalty 5167.350915 = -5223569.147467 nChanged 12 SP:Iteration 172Q (590.750000 sec): 3 clusters Score: Raw -5228737.706280 + Penalty 5167.350915 = -5223570.355365 nChanged 13 SP:Iteration 173Q (590.890000 sec): 3 clusters Score: Raw -5228739.019240 + Penalty 5167.350915 = -5223571.668325 nChanged 13 SP:Iteration 174Q (591.020000 sec): 3 clusters Score: Raw -5228740.180358 + Penalty 5167.350915 = -5223572.829443 nChanged 9 SP:Iteration 175Q (591.160000 sec): 3 clusters Score: Raw -5228741.048174 + Penalty 5167.350915 = -5223573.697259 nChanged 12 SP:Iteration 176Q (591.300000 sec): 3 clusters Score: Raw -5228742.063419 + Penalty 5167.350915 = -5223574.712504 nChanged 8 SP:Iteration 177Q (591.440000 sec): 3 clusters Score: Raw -5228742.650123 + Penalty 5167.350915 = -5223575.299208 nChanged 6 SP:Iteration 178Q (591.580000 sec): 3 clusters Score: Raw -5228743.169069 + Penalty 5167.350915 = -5223575.818154 nChanged 9 SP:Iteration 179Q (591.720000 sec): 3 clusters Score: Raw -5228744.147674 + Penalty 5167.350915 = -5223576.796759 nChanged 11 SP:Iteration 180F (591.890000 sec): 3 clusters Score: Raw -5228745.418758 + Penalty 5167.350915 = -5223578.067843 nChanged 13 SP:Iteration 181Q (592.020000 sec): 3 clusters Score: Raw -5228746.518702 + Penalty 5167.350915 = -5223579.167787 nChanged 9 SP:Iteration 182Q (592.160000 sec): 3 clusters Score: Raw -5228747.469668 + Penalty 5167.350915 = -5223580.118753 nChanged 12 SP:Iteration 183Q (592.300000 sec): 3 clusters Score: Raw -5228748.653651 + Penalty 5167.350915 = -5223581.302736 nChanged 10 SP:Iteration 184Q (592.440000 sec): 3 clusters Score: Raw -5228749.632607 + Penalty 5167.350915 = -5223582.281692 nChanged 7 SP:Iteration 185Q (592.580000 sec): 3 clusters Score: Raw -5228750.434248 + Penalty 5167.350915 = -5223583.083333 nChanged 10 SP:Iteration 186Q (592.720000 sec): 3 clusters Score: Raw -5228751.334265 + Penalty 5167.350915 = -5223583.983350 nChanged 8 SP:Iteration 187Q (592.860000 sec): 3 clusters Score: Raw -5228752.062809 + Penalty 5167.350915 = -5223584.711894 nChanged 10 SP:Iteration 188Q (592.990000 sec): 3 clusters Score: Raw -5228752.944190 + Penalty 5167.350915 = -5223585.593274 nChanged 13 SP:Iteration 189Q (593.130000 sec): 3 clusters Score: Raw -5228754.391333 + Penalty 5167.350915 = -5223587.040418 nChanged 12 SP:Iteration 190Q (593.270000 sec): 3 clusters Score: Raw -5228755.665467 + Penalty 5167.350915 = -5223588.314552 nChanged 11 SP:Iteration 191Q (593.410000 sec): 3 clusters Score: Raw -5228756.686465 + Penalty 5167.350915 = -5223589.335550 nChanged 14 SP:Iteration 192Q (593.550000 sec): 3 clusters Score: Raw -5228758.368295 + Penalty 5167.350915 = -5223591.017380 nChanged 20 SP:Iteration 193Q (593.680000 sec): 3 clusters Score: Raw -5228760.862319 + Penalty 5167.350915 = -5223593.511404 nChanged 18 SP:Iteration 194Q (593.820000 sec): 3 clusters Score: Raw -5228762.772946 + Penalty 5167.350915 = -5223595.422031 nChanged 18 SP:Iteration 195Q (593.960000 sec): 3 clusters Score: Raw -5228764.756911 + Penalty 5167.350915 = -5223597.405996 nChanged 13 SP:Iteration 196Q (594.100000 sec): 3 clusters Score: Raw -5228765.941883 + Penalty 5167.350915 = -5223598.590968 nChanged 14 SP:Iteration 197Q (594.240000 sec): 3 clusters Score: Raw -5228767.767049 + Penalty 5167.350915 = -5223600.416134 nChanged 20 SP:Iteration 198Q (594.380000 sec): 3 clusters Score: Raw -5228770.287121 + Penalty 5167.350915 = -5223602.936205 nChanged 17 SP:Iteration 199Q (594.520000 sec): 3 clusters Score: Raw -5228772.263154 + Penalty 5167.350915 = -5223604.912239 nChanged 17 SP:Iteration 200F (594.680000 sec): 3 clusters Score: Raw -5228774.269092 + Penalty 5167.350915 = -5223606.918177 nChanged 16 SP:Iteration 201Q (594.820000 sec): 3 clusters Score: Raw -5228775.682542 + Penalty 5167.350915 = -5223608.331627 nChanged 11 SP:Iteration 202Q (594.960000 sec): 3 clusters Score: Raw -5228776.686370 + Penalty 5167.350915 = -5223609.335455 nChanged 10 SP:Iteration 203Q (595.100000 sec): 3 clusters Score: Raw -5228777.996674 + Penalty 5167.350915 = -5223610.645759 nChanged 18 SP:Iteration 204Q (595.240000 sec): 3 clusters Score: Raw -5228779.830917 + Penalty 5167.350915 = -5223612.480002 nChanged 12 SP:Iteration 205Q (595.370000 sec): 3 clusters Score: Raw -5228780.862358 + Penalty 5167.350915 = -5223613.511443 nChanged 7 SP:Iteration 206Q (595.510000 sec): 3 clusters Score: Raw -5228781.386139 + Penalty 5167.350915 = -5223614.035224 nChanged 6 SP:Iteration 207Q (595.650000 sec): 3 clusters Score: Raw -5228782.041922 + Penalty 5167.350915 = -5223614.691007 nChanged 9 SP:Iteration 208Q (595.790000 sec): 3 clusters Score: Raw -5228782.953058 + Penalty 5167.350915 = -5223615.602143 nChanged 8 SP:Iteration 209Q (595.920000 sec): 3 clusters Score: Raw -5228783.506252 + Penalty 5167.350915 = -5223616.155337 nChanged 4 SP:Iteration 210Q (596.060000 sec): 3 clusters Score: Raw -5228783.925398 + Penalty 5167.350915 = -5223616.574483 nChanged 3 SP:Iteration 211Q (596.200000 sec): 3 clusters Score: Raw -5228784.237458 + Penalty 5167.350915 = -5223616.886543 nChanged 3 SP:Iteration 212Q (596.340000 sec): 3 clusters Score: Raw -5228784.428422 + Penalty 5167.350915 = -5223617.077507 nChanged 1 SP:Iteration 213Q (596.480000 sec): 3 clusters Score: Raw -5228784.487879 + Penalty 5167.350915 = -5223617.136964 nChanged 1 SP:Iteration 214Q (596.610000 sec): 3 clusters Score: Raw -5228784.540032 + Penalty 5167.350915 = -5223617.189117 nChanged 1 SP:Iteration 215Q (596.760000 sec): 3 clusters Score: Raw -5228784.602152 + Penalty 5167.350915 = -5223617.251237 nChanged 0 SP:Iteration 216F (596.920000 sec): 3 clusters Score: Raw -5228784.602152 + Penalty 5167.350915 = -5223617.251237 nChanged 0 Iteration 20F (627.320000 sec): 28 clusters Score: Raw -94762200.472277 + Penalty 89355.029528 = -94672845.442749 nChanged 23370 Iteration 21Q (636.010000 sec): 28 clusters Score: Raw -94788310.847290 + Penalty 89355.029528 = -94698955.817763 nChanged 14767 Iteration 22Q (644.230000 sec): 28 clusters Score: Raw -94796850.855010 + Penalty 89355.029528 = -94707495.825483 nChanged 11336 Iteration 23Q (652.200000 sec): 28 clusters Score: Raw -94802781.449477 + Penalty 89355.029528 = -94713426.419949 nChanged 9147 Iteration 24Q (659.980000 sec): 28 clusters Score: Raw -94806728.418177 + Penalty 89355.029528 = -94717373.388649 nChanged 7504 Iteration 25Q (667.610000 sec): 28 clusters Score: Raw -94809405.314980 + Penalty 89355.029528 = -94720050.285453 nChanged 6338 Iteration 26Q (675.160000 sec): 28 clusters Score: Raw -94811430.132669 + Penalty 89355.029528 = -94722075.103141 nChanged 5330 Iteration 27Q (682.610000 sec): 28 clusters Score: Raw -94813110.331517 + Penalty 89355.029528 = -94723755.301990 nChanged 4774 Iteration 28Q (689.990000 sec): 28 clusters Score: Raw -94814646.194983 + Penalty 89355.029528 = -94725291.165456 nChanged 4231 Iteration 29Q (697.320000 sec): 28 clusters Score: Raw -94816251.660728 + Penalty 89355.029528 = -94726896.631200 nChanged 3694 Iteration 30Q (704.600000 sec): 28 clusters Score: Raw -94817948.899699 + Penalty 89355.029528 = -94728593.870172 nChanged 3320 Iteration 31Q (711.840000 sec): 28 clusters Score: Raw -94819524.991910 + Penalty 89355.029528 = -94730169.962383 nChanged 2977 Iteration 32Q (719.070000 sec): 28 clusters Score: Raw -94820334.949560 + Penalty 89355.029528 = -94730979.920032 nChanged 2719 Iteration 33Q (726.250000 sec): 28 clusters Score: Raw -94821045.722827 + Penalty 89355.029528 = -94731690.693300 nChanged 2339 Iteration 34Q (733.400000 sec): 28 clusters Score: Raw -94821658.760106 + Penalty 89355.029528 = -94732303.730578 nChanged 2090 Iteration 35Q (740.520000 sec): 28 clusters Score: Raw -94822167.812365 + Penalty 89355.029528 = -94732812.782838 nChanged 1805 Iteration 36Q (747.610000 sec): 28 clusters Score: Raw -94822587.487539 + Penalty 89355.029528 = -94733232.458012 nChanged 1620 Iteration 37Q (754.680000 sec): 28 clusters Score: Raw -94822913.930145 + Penalty 89355.029528 = -94733558.900617 nChanged 1546 Iteration 38Q (761.750000 sec): 28 clusters Score: Raw -94823233.521527 + Penalty 89355.029528 = -94733878.491999 nChanged 1330 Iteration 39Q (768.790000 sec): 28 clusters Score: Raw -94823485.479313 + Penalty 89355.029528 = -94734130.449785 nChanged 1180 Iteration 40F (799.200000 sec): 28 clusters Score: Raw -94844266.029019 + Penalty 89355.029528 = -94754910.999491 nChanged 1417 Iteration 41Q (806.610000 sec): 28 clusters Score: Raw -94855533.076139 + Penalty 89355.029528 = -94766178.046612 nChanged 1141 Iteration 42Q (813.970000 sec): 28 clusters Score: Raw -94855906.444045 + Penalty 89355.029528 = -94766551.414517 nChanged 1039 Iteration 43Q (821.330000 sec): 28 clusters Score: Raw -94856095.591878 + Penalty 89355.029528 = -94766740.562351 nChanged 889 Iteration 44Q (828.660000 sec): 28 clusters Score: Raw -94856231.573090 + Penalty 89355.029528 = -94766876.543563 nChanged 810 Iteration 45Q (835.980000 sec): 28 clusters Score: Raw -94856366.274758 + Penalty 89355.029528 = -94767011.245231 nChanged 743 Iteration 46Q (843.280000 sec): 28 clusters Score: Raw -94856490.171331 + Penalty 89355.029528 = -94767135.141804 nChanged 744 Iteration 47Q (850.600000 sec): 28 clusters Score: Raw -94856619.842905 + Penalty 89355.029528 = -94767264.813377 nChanged 701 Iteration 48Q (857.910000 sec): 28 clusters Score: Raw -94856731.751296 + Penalty 89355.029528 = -94767376.721768 nChanged 697 Iteration 49Q (865.220000 sec): 28 clusters Score: Raw -94856854.049892 + Penalty 89355.029528 = -94767499.020365 nChanged 689 Iteration 50Q (872.520000 sec): 28 clusters Score: Raw -94856974.049428 + Penalty 89355.029528 = -94767619.019900 nChanged 678 Iteration 51Q (879.810000 sec): 28 clusters Score: Raw -94857092.341398 + Penalty 89355.029528 = -94767737.311870 nChanged 608 Iteration 52Q (887.080000 sec): 28 clusters Score: Raw -94857219.586391 + Penalty 89355.029528 = -94767864.556864 nChanged 618 Iteration 53Q (894.350000 sec): 28 clusters Score: Raw -94857367.958691 + Penalty 89355.029528 = -94768012.929163 nChanged 625 Iteration 54Q (901.630000 sec): 28 clusters Score: Raw -94857522.506928 + Penalty 89355.029528 = -94768167.477400 nChanged 687 Iteration 55Q (908.900000 sec): 28 clusters Score: Raw -94857685.557880 + Penalty 89355.029528 = -94768330.528352 nChanged 687 Iteration 56Q (916.160000 sec): 28 clusters Score: Raw -94857853.583269 + Penalty 89355.029528 = -94768498.553742 nChanged 687 Iteration 57Q (923.420000 sec): 28 clusters Score: Raw -94858015.247681 + Penalty 89355.029528 = -94768660.218153 nChanged 667 Iteration 58Q (930.680000 sec): 28 clusters Score: Raw -94858159.308661 + Penalty 89355.029528 = -94768804.279133 nChanged 639 Writing temp clu file Because OldScore, -94768660.218153, is greater than current (better) Score,-94768804.279133 Compute initial score before splitting: Score: Raw -94858159.308661 + Penalty 89355.029528 = -94768804.279133 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 1 (1348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.840000 sec): 2 clusters Score: Raw -166203.205432 + Penalty 1787.181568 = -164416.023864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.850000 sec): 3 clusters Score: Raw -165933.134771 + Penalty 3574.363137 = -162358.771634 nChanged 426 SP:Iteration 1F (930.860000 sec): 3 clusters Score: Raw -167187.230543 + Penalty 3574.363137 = -163612.867406 nChanged 240 SP:Iteration 2F (930.860000 sec): 3 clusters Score: Raw -169236.517986 + Penalty 3574.363137 = -165662.154849 nChanged 189 SP:Iteration 3F (930.860000 sec): 3 clusters Score: Raw -172121.094927 + Penalty 3574.363137 = -168546.731791 nChanged 53 SP:Iteration 4Q (930.870000 sec): 3 clusters Score: Raw -173717.065966 + Penalty 3574.363137 = -170142.702829 nChanged 19 SP:Iteration 5Q (930.870000 sec): 3 clusters Score: Raw -173868.871554 + Penalty 3574.363137 = -170294.508418 nChanged 7 SP:Iteration 6Q (930.880000 sec): 3 clusters Score: Raw -173900.729670 + Penalty 3574.363137 = -170326.366534 nChanged 8 SP:Iteration 7Q (930.880000 sec): 3 clusters Score: Raw -173929.739879 + Penalty 3574.363137 = -170355.376743 nChanged 7 SP:Iteration 8Q (930.890000 sec): 3 clusters Score: Raw -173942.394424 + Penalty 3574.363137 = -170368.031288 nChanged 5 SP:Iteration 9Q (930.890000 sec): 3 clusters Score: Raw -173957.825944 + Penalty 3574.363137 = -170383.462807 nChanged 8 SP:Iteration 10Q (930.900000 sec): 3 clusters Score: Raw -173992.811710 + Penalty 3574.363137 = -170418.448574 nChanged 9 SP:Iteration 11Q (930.900000 sec): 3 clusters Score: Raw -174036.585477 + Penalty 3574.363137 = -170462.222341 nChanged 11 SP:Iteration 12Q (930.910000 sec): 3 clusters Score: Raw -174075.366157 + Penalty 3574.363137 = -170501.003021 nChanged 5 SP:Iteration 13Q (930.910000 sec): 3 clusters Score: Raw -174109.863691 + Penalty 3574.363137 = -170535.500554 nChanged 9 SP:Iteration 14Q (930.920000 sec): 3 clusters Score: Raw -174166.598533 + Penalty 3574.363137 = -170592.235397 nChanged 8 SP:Iteration 15Q (930.920000 sec): 3 clusters Score: Raw -174285.767759 + Penalty 3574.363137 = -170711.404622 nChanged 12 SP:Iteration 16Q (930.920000 sec): 3 clusters Score: Raw -174603.805076 + Penalty 3574.363137 = -171029.441940 nChanged 9 SP:Iteration 17Q (930.930000 sec): 3 clusters Score: Raw -175036.481425 + Penalty 3574.363137 = -171462.118289 nChanged 0 SP:Iteration 18F (930.940000 sec): 3 clusters Score: Raw -175059.664096 + Penalty 3574.363137 = -171485.300959 nChanged 1 SP:Iteration 19Q (930.940000 sec): 3 clusters Score: Raw -175109.382868 + Penalty 3574.363137 = -171535.019732 nChanged 0 SP:Iteration 20F (930.950000 sec): 3 clusters Score: Raw -175119.118534 + Penalty 3574.363137 = -171544.755398 nChanged 1 SP:Iteration 21Q (930.950000 sec): 3 clusters Score: Raw -175387.117107 + Penalty 3574.363137 = -171812.753970 nChanged 1 SP:Iteration 22Q (930.960000 sec): 3 clusters Score: Raw -176275.833751 + Penalty 3574.363137 = -172701.470615 nChanged 0 SP:Iteration 23F (930.960000 sec): 3 clusters Score: Raw -176275.833751 + Penalty 3574.363137 = -172701.470615 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (42532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.170000 sec): 2 clusters Score: Raw -6534038.161129 + Penalty 2643.186979 = -6531394.974150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.400000 sec): 3 clusters Score: Raw -6508003.740025 + Penalty 5286.373958 = -6502717.366067 nChanged 19465 SP:Iteration 1F (931.620000 sec): 3 clusters Score: Raw -6518883.761758 + Penalty 5286.373958 = -6513597.387800 nChanged 2170 SP:Iteration 2F (931.840000 sec): 3 clusters Score: Raw -6519721.847086 + Penalty 5286.373958 = -6514435.473127 nChanged 2112 SP:Iteration 3Q (932.070000 sec): 3 clusters Score: Raw -6520569.257684 + Penalty 5286.373958 = -6515282.883726 nChanged 2049 SP:Iteration 4Q (932.290000 sec): 3 clusters Score: Raw -6521430.430801 + Penalty 5286.373958 = -6516144.056843 nChanged 2031 SP:Iteration 5Q (932.520000 sec): 3 clusters Score: Raw -6522340.331520 + Penalty 5286.373958 = -6517053.957561 nChanged 2109 SP:Iteration 6Q (932.740000 sec): 3 clusters Score: Raw -6523366.036288 + Penalty 5286.373958 = -6518079.662330 nChanged 2125 SP:Iteration 7Q (932.970000 sec): 3 clusters Score: Raw -6524411.825692 + Penalty 5286.373958 = -6519125.451734 nChanged 2118 SP:Iteration 8Q (933.190000 sec): 3 clusters Score: Raw -6525485.676926 + Penalty 5286.373958 = -6520199.302968 nChanged 2065 SP:Iteration 9Q (933.420000 sec): 3 clusters Score: Raw -6526658.247522 + Penalty 5286.373958 = -6521371.873563 nChanged 1920 SP:Iteration 10Q (933.650000 sec): 3 clusters Score: Raw -6527861.264768 + Penalty 5286.373958 = -6522574.890809 nChanged 1768 SP:Iteration 11Q (933.870000 sec): 3 clusters Score: Raw -6529062.508072 + Penalty 5286.373958 = -6523776.134114 nChanged 1604 SP:Iteration 12Q (934.090000 sec): 3 clusters Score: Raw -6530103.156803 + Penalty 5286.373958 = -6524816.782845 nChanged 1281 SP:Iteration 13Q (934.310000 sec): 3 clusters Score: Raw -6530830.874301 + Penalty 5286.373958 = -6525544.500343 nChanged 1083 SP:Iteration 14Q (934.520000 sec): 3 clusters Score: Raw -6531387.471135 + Penalty 5286.373958 = -6526101.097177 nChanged 906 SP:Iteration 15Q (934.730000 sec): 3 clusters Score: Raw -6531817.768886 + Penalty 5286.373958 = -6526531.394928 nChanged 807 SP:Iteration 16Q (934.950000 sec): 3 clusters Score: Raw -6532164.352119 + Penalty 5286.373958 = -6526877.978161 nChanged 701 SP:Iteration 17Q (935.150000 sec): 3 clusters Score: Raw -6532469.134096 + Penalty 5286.373958 = -6527182.760137 nChanged 629 SP:Iteration 18Q (935.350000 sec): 3 clusters Score: Raw -6532716.165545 + Penalty 5286.373958 = -6527429.791587 nChanged 535 SP:Iteration 19Q (935.550000 sec): 3 clusters Score: Raw -6532940.895093 + Penalty 5286.373958 = -6527654.521135 nChanged 539 SP:Iteration 20F (935.770000 sec): 3 clusters Score: Raw -6533139.537766 + Penalty 5286.373958 = -6527853.163808 nChanged 457 SP:Iteration 21Q (935.970000 sec): 3 clusters Score: Raw -6533296.254195 + Penalty 5286.373958 = -6528009.880237 nChanged 411 SP:Iteration 22Q (936.160000 sec): 3 clusters Score: Raw -6533430.197464 + Penalty 5286.373958 = -6528143.823506 nChanged 379 SP:Iteration 23Q (936.350000 sec): 3 clusters Score: Raw -6533541.541465 + Penalty 5286.373958 = -6528255.167506 nChanged 337 SP:Iteration 24Q (936.550000 sec): 3 clusters Score: Raw -6533629.911616 + Penalty 5286.373958 = -6528343.537658 nChanged 281 SP:Iteration 25Q (936.740000 sec): 3 clusters Score: Raw -6533705.141060 + Penalty 5286.373958 = -6528418.767102 nChanged 272 SP:Iteration 26Q (936.930000 sec): 3 clusters Score: Raw -6533770.143300 + Penalty 5286.373958 = -6528483.769342 nChanged 253 SP:Iteration 27Q (937.120000 sec): 3 clusters Score: Raw -6533829.036360 + Penalty 5286.373958 = -6528542.662402 nChanged 256 SP:Iteration 28Q (937.310000 sec): 3 clusters Score: Raw -6533884.800470 + Penalty 5286.373958 = -6528598.426512 nChanged 241 SP:Iteration 29Q (937.500000 sec): 3 clusters Score: Raw -6533936.737434 + Penalty 5286.373958 = -6528650.363476 nChanged 227 SP:Iteration 30Q (937.690000 sec): 3 clusters Score: Raw -6533985.985468 + Penalty 5286.373958 = -6528699.611510 nChanged 205 SP:Iteration 31Q (937.870000 sec): 3 clusters Score: Raw -6534025.449105 + Penalty 5286.373958 = -6528739.075147 nChanged 200 SP:Iteration 32Q (938.060000 sec): 3 clusters Score: Raw -6534062.578894 + Penalty 5286.373958 = -6528776.204935 nChanged 180 SP:Iteration 33Q (938.250000 sec): 3 clusters Score: Raw -6534102.661765 + Penalty 5286.373958 = -6528816.287806 nChanged 188 SP:Iteration 34Q (938.430000 sec): 3 clusters Score: Raw -6534144.258106 + Penalty 5286.373958 = -6528857.884147 nChanged 208 SP:Iteration 35Q (938.610000 sec): 3 clusters Score: Raw -6534190.754988 + Penalty 5286.373958 = -6528904.381029 nChanged 216 SP:Iteration 36Q (938.800000 sec): 3 clusters Score: Raw -6534241.577248 + Penalty 5286.373958 = -6528955.203290 nChanged 205 SP:Iteration 37Q (938.980000 sec): 3 clusters Score: Raw -6534293.925838 + Penalty 5286.373958 = -6529007.551880 nChanged 200 SP:Iteration 38Q (939.170000 sec): 3 clusters Score: Raw -6534348.059772 + Penalty 5286.373958 = -6529061.685814 nChanged 212 SP:Iteration 39Q (939.350000 sec): 3 clusters Score: Raw -6534405.364093 + Penalty 5286.373958 = -6529118.990135 nChanged 232 SP:Iteration 40F (939.570000 sec): 3 clusters Score: Raw -6534466.730570 + Penalty 5286.373958 = -6529180.356611 nChanged 231 SP:Iteration 41Q (939.750000 sec): 3 clusters Score: Raw -6534531.207706 + Penalty 5286.373958 = -6529244.833747 nChanged 208 SP:Iteration 42Q (939.930000 sec): 3 clusters Score: Raw -6534592.393141 + Penalty 5286.373958 = -6529306.019183 nChanged 238 SP:Iteration 43Q (940.110000 sec): 3 clusters Score: Raw -6534666.052663 + Penalty 5286.373958 = -6529379.678704 nChanged 219 SP:Iteration 44Q (940.280000 sec): 3 clusters Score: Raw -6534739.583114 + Penalty 5286.373958 = -6529453.209155 nChanged 246 SP:Iteration 45Q (940.460000 sec): 3 clusters Score: Raw -6534821.002934 + Penalty 5286.373958 = -6529534.628975 nChanged 246 SP:Iteration 46Q (940.640000 sec): 3 clusters Score: Raw -6534913.948446 + Penalty 5286.373958 = -6529627.574488 nChanged 246 SP:Iteration 47Q (940.810000 sec): 3 clusters Score: Raw -6535024.712428 + Penalty 5286.373958 = -6529738.338469 nChanged 249 SP:Iteration 48Q (940.990000 sec): 3 clusters Score: Raw -6535144.089727 + Penalty 5286.373958 = -6529857.715768 nChanged 243 SP:Iteration 49Q (941.170000 sec): 3 clusters Score: Raw -6535270.555086 + Penalty 5286.373958 = -6529984.181128 nChanged 231 SP:Iteration 50Q (941.340000 sec): 3 clusters Score: Raw -6535395.901852 + Penalty 5286.373958 = -6530109.527894 nChanged 219 SP:Iteration 51Q (941.510000 sec): 3 clusters Score: Raw -6535522.041962 + Penalty 5286.373958 = -6530235.668004 nChanged 200 SP:Iteration 52Q (941.690000 sec): 3 clusters Score: Raw -6535672.859722 + Penalty 5286.373958 = -6530386.485764 nChanged 186 SP:Iteration 53Q (941.850000 sec): 3 clusters Score: Raw -6535803.317692 + Penalty 5286.373958 = -6530516.943733 nChanged 198 SP:Iteration 54Q (942.030000 sec): 3 clusters Score: Raw -6535915.908075 + Penalty 5286.373958 = -6530629.534117 nChanged 152 SP:Iteration 55Q (942.190000 sec): 3 clusters Score: Raw -6535991.260042 + Penalty 5286.373958 = -6530704.886084 nChanged 116 SP:Iteration 56Q (942.360000 sec): 3 clusters Score: Raw -6536044.355331 + Penalty 5286.373958 = -6530757.981373 nChanged 93 SP:Iteration 57Q (942.530000 sec): 3 clusters Score: Raw -6536078.989375 + Penalty 5286.373958 = -6530792.615417 nChanged 74 SP:Iteration 58Q (942.690000 sec): 3 clusters Score: Raw -6536099.406161 + Penalty 5286.373958 = -6530813.032203 nChanged 40 SP:Iteration 59Q (942.860000 sec): 3 clusters Score: Raw -6536108.892643 + Penalty 5286.373958 = -6530822.518685 nChanged 34 SP:Iteration 60F (943.070000 sec): 3 clusters Score: Raw -6536116.224699 + Penalty 5286.373958 = -6530829.850741 nChanged 27 SP:Iteration 61Q (943.240000 sec): 3 clusters Score: Raw -6536121.703078 + Penalty 5286.373958 = -6530835.329120 nChanged 22 SP:Iteration 62Q (943.400000 sec): 3 clusters Score: Raw -6536126.276789 + Penalty 5286.373958 = -6530839.902831 nChanged 19 SP:Iteration 63Q (943.560000 sec): 3 clusters Score: Raw -6536130.255750 + Penalty 5286.373958 = -6530843.881792 nChanged 21 SP:Iteration 64Q (943.730000 sec): 3 clusters Score: Raw -6536134.617884 + Penalty 5286.373958 = -6530848.243926 nChanged 17 SP:Iteration 65Q (943.890000 sec): 3 clusters Score: Raw -6536138.280993 + Penalty 5286.373958 = -6530851.907035 nChanged 17 SP:Iteration 66Q (944.050000 sec): 3 clusters Score: Raw -6536141.732640 + Penalty 5286.373958 = -6530855.358681 nChanged 20 SP:Iteration 67Q (944.210000 sec): 3 clusters Score: Raw -6536145.982599 + Penalty 5286.373958 = -6530859.608641 nChanged 23 SP:Iteration 68Q (944.370000 sec): 3 clusters Score: Raw -6536152.800505 + Penalty 5286.373958 = -6530866.426547 nChanged 19 SP:Iteration 69Q (944.530000 sec): 3 clusters Score: Raw -6536156.764675 + Penalty 5286.373958 = -6530870.390717 nChanged 16 SP:Iteration 70Q (944.700000 sec): 3 clusters Score: Raw -6536159.712538 + Penalty 5286.373958 = -6530873.338580 nChanged 14 SP:Iteration 71Q (944.860000 sec): 3 clusters Score: Raw -6536162.511155 + Penalty 5286.373958 = -6530876.137197 nChanged 11 SP:Iteration 72Q (945.020000 sec): 3 clusters Score: Raw -6536165.368408 + Penalty 5286.373958 = -6530878.994450 nChanged 16 SP:Iteration 73Q (945.180000 sec): 3 clusters Score: Raw -6536168.485617 + Penalty 5286.373958 = -6530882.111658 nChanged 17 SP:Iteration 74Q (945.350000 sec): 3 clusters Score: Raw -6536171.559275 + Penalty 5286.373958 = -6530885.185317 nChanged 7 SP:Iteration 75Q (945.510000 sec): 3 clusters Score: Raw -6536172.453295 + Penalty 5286.373958 = -6530886.079337 nChanged 6 SP:Iteration 76Q (945.670000 sec): 3 clusters Score: Raw -6536173.459953 + Penalty 5286.373958 = -6530887.085994 nChanged 6 SP:Iteration 77Q (945.840000 sec): 3 clusters Score: Raw -6536174.608306 + Penalty 5286.373958 = -6530888.234347 nChanged 4 SP:Iteration 78Q (946.000000 sec): 3 clusters Score: Raw -6536175.058323 + Penalty 5286.373958 = -6530888.684365 nChanged 6 SP:Iteration 79Q (946.170000 sec): 3 clusters Score: Raw -6536176.717758 + Penalty 5286.373958 = -6530890.343800 nChanged 7 SP:Iteration 80F (946.380000 sec): 3 clusters Score: Raw -6536177.458231 + Penalty 5286.373958 = -6530891.084272 nChanged 4 SP:Iteration 81Q (946.550000 sec): 3 clusters Score: Raw -6536178.088747 + Penalty 5286.373958 = -6530891.714789 nChanged 5 SP:Iteration 82Q (946.710000 sec): 3 clusters Score: Raw -6536178.786345 + Penalty 5286.373958 = -6530892.412387 nChanged 3 SP:Iteration 83Q (946.880000 sec): 3 clusters Score: Raw -6536179.166171 + Penalty 5286.373958 = -6530892.792213 nChanged 1 SP:Iteration 84Q (947.040000 sec): 3 clusters Score: Raw -6536179.280245 + Penalty 5286.373958 = -6530892.906286 nChanged 0 SP:Iteration 85F (947.260000 sec): 3 clusters Score: Raw -6536179.280245 + Penalty 5286.373958 = -6530892.906286 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (4708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.310000 sec): 2 clusters Score: Raw -691936.353135 + Penalty 2097.340580 = -689839.012554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.330000 sec): 3 clusters Score: Raw -689701.477418 + Penalty 4194.681160 = -685506.796258 nChanged 1815 SP:Iteration 1F (947.350000 sec): 3 clusters Score: Raw -690867.591044 + Penalty 4194.681160 = -686672.909884 nChanged 421 SP:Iteration 2F (947.380000 sec): 3 clusters Score: Raw -691354.777245 + Penalty 4194.681160 = -687160.096085 nChanged 363 SP:Iteration 3F (947.400000 sec): 3 clusters Score: Raw -691883.192563 + Penalty 4194.681160 = -687688.511402 nChanged 369 SP:Iteration 4F (947.430000 sec): 3 clusters Score: Raw -692327.223958 + Penalty 4194.681160 = -688132.542798 nChanged 309 SP:Iteration 5F (947.450000 sec): 3 clusters Score: Raw -692616.194945 + Penalty 4194.681160 = -688421.513785 nChanged 234 SP:Iteration 6Q (947.470000 sec): 3 clusters Score: Raw -692819.498186 + Penalty 4194.681160 = -688624.817026 nChanged 185 SP:Iteration 7Q (947.490000 sec): 3 clusters Score: Raw -692953.403791 + Penalty 4194.681160 = -688758.722630 nChanged 123 SP:Iteration 8Q (947.510000 sec): 3 clusters Score: Raw -693029.245155 + Penalty 4194.681160 = -688834.563995 nChanged 92 SP:Iteration 9Q (947.540000 sec): 3 clusters Score: Raw -693083.114150 + Penalty 4194.681160 = -688888.432990 nChanged 71 SP:Iteration 10Q (947.560000 sec): 3 clusters Score: Raw -693124.131923 + Penalty 4194.681160 = -688929.450763 nChanged 72 SP:Iteration 11Q (947.580000 sec): 3 clusters Score: Raw -693162.431258 + Penalty 4194.681160 = -688967.750097 nChanged 56 SP:Iteration 12Q (947.600000 sec): 3 clusters Score: Raw -693189.344411 + Penalty 4194.681160 = -688994.663250 nChanged 35 SP:Iteration 13Q (947.620000 sec): 3 clusters Score: Raw -693204.689659 + Penalty 4194.681160 = -689010.008499 nChanged 37 SP:Iteration 14Q (947.650000 sec): 3 clusters Score: Raw -693223.156460 + Penalty 4194.681160 = -689028.475300 nChanged 37 SP:Iteration 15Q (947.670000 sec): 3 clusters Score: Raw -693238.826639 + Penalty 4194.681160 = -689044.145479 nChanged 30 SP:Iteration 16Q (947.690000 sec): 3 clusters Score: Raw -693253.161768 + Penalty 4194.681160 = -689058.480608 nChanged 24 SP:Iteration 17Q (947.710000 sec): 3 clusters Score: Raw -693265.231015 + Penalty 4194.681160 = -689070.549854 nChanged 31 SP:Iteration 18Q (947.730000 sec): 3 clusters Score: Raw -693278.632043 + Penalty 4194.681160 = -689083.950883 nChanged 20 SP:Iteration 19Q (947.750000 sec): 3 clusters Score: Raw -693287.310569 + Penalty 4194.681160 = -689092.629409 nChanged 12 SP:Iteration 20F (947.780000 sec): 3 clusters Score: Raw -693291.846873 + Penalty 4194.681160 = -689097.165713 nChanged 15 SP:Iteration 21Q (947.800000 sec): 3 clusters Score: Raw -693297.921129 + Penalty 4194.681160 = -689103.239968 nChanged 12 SP:Iteration 22Q (947.820000 sec): 3 clusters Score: Raw -693302.674860 + Penalty 4194.681160 = -689107.993699 nChanged 5 SP:Iteration 23Q (947.840000 sec): 3 clusters Score: Raw -693304.416222 + Penalty 4194.681160 = -689109.735062 nChanged 2 SP:Iteration 24Q (947.860000 sec): 3 clusters Score: Raw -693305.042662 + Penalty 4194.681160 = -689110.361501 nChanged 4 SP:Iteration 25Q (947.880000 sec): 3 clusters Score: Raw -693305.701238 + Penalty 4194.681160 = -689111.020078 nChanged 1 SP:Iteration 26Q (947.910000 sec): 3 clusters Score: Raw -693305.925856 + Penalty 4194.681160 = -689111.244696 nChanged 0 SP:Iteration 27F (947.930000 sec): 3 clusters Score: Raw -693305.925856 + Penalty 4194.681160 = -689111.244696 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (20112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.020000 sec): 2 clusters Score: Raw -3110322.292217 + Penalty 2457.449839 = -3107864.842378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.130000 sec): 3 clusters Score: Raw -3098661.737642 + Penalty 4914.899678 = -3093746.837964 nChanged 8920 SP:Iteration 1F (948.230000 sec): 3 clusters Score: Raw -3103420.526501 + Penalty 4914.899678 = -3098505.626823 nChanged 1227 SP:Iteration 2F (948.330000 sec): 3 clusters Score: Raw -3103993.910270 + Penalty 4914.899678 = -3099079.010592 nChanged 1156 SP:Iteration 3F (948.430000 sec): 3 clusters Score: Raw -3104584.228556 + Penalty 4914.899678 = -3099669.328879 nChanged 1154 SP:Iteration 4F (948.530000 sec): 3 clusters Score: Raw -3105233.876984 + Penalty 4914.899678 = -3100318.977306 nChanged 1232 SP:Iteration 5F (948.630000 sec): 3 clusters Score: Raw -3106000.255035 + Penalty 4914.899678 = -3101085.355357 nChanged 1233 SP:Iteration 6F (948.730000 sec): 3 clusters Score: Raw -3106774.230422 + Penalty 4914.899678 = -3101859.330744 nChanged 1185 SP:Iteration 7F (948.830000 sec): 3 clusters Score: Raw -3107498.676311 + Penalty 4914.899678 = -3102583.776634 nChanged 1056 SP:Iteration 8F (948.930000 sec): 3 clusters Score: Raw -3108178.094013 + Penalty 4914.899678 = -3103263.194335 nChanged 954 SP:Iteration 9Q (949.040000 sec): 3 clusters Score: Raw -3108756.992837 + Penalty 4914.899678 = -3103842.093159 nChanged 801 SP:Iteration 10Q (949.140000 sec): 3 clusters Score: Raw -3109218.773613 + Penalty 4914.899678 = -3104303.873935 nChanged 681 SP:Iteration 11Q (949.240000 sec): 3 clusters Score: Raw -3109623.991705 + Penalty 4914.899678 = -3104709.092027 nChanged 549 SP:Iteration 12Q (949.350000 sec): 3 clusters Score: Raw -3109934.434345 + Penalty 4914.899678 = -3105019.534667 nChanged 430 SP:Iteration 13Q (949.450000 sec): 3 clusters Score: Raw -3110175.273633 + Penalty 4914.899678 = -3105260.373955 nChanged 340 SP:Iteration 14Q (949.550000 sec): 3 clusters Score: Raw -3110383.531263 + Penalty 4914.899678 = -3105468.631585 nChanged 279 SP:Iteration 15Q (949.640000 sec): 3 clusters Score: Raw -3110556.172410 + Penalty 4914.899678 = -3105641.272732 nChanged 213 SP:Iteration 16Q (949.740000 sec): 3 clusters Score: Raw -3110661.105753 + Penalty 4914.899678 = -3105746.206076 nChanged 167 SP:Iteration 17Q (949.830000 sec): 3 clusters Score: Raw -3110734.327643 + Penalty 4914.899678 = -3105819.427966 nChanged 126 SP:Iteration 18Q (949.920000 sec): 3 clusters Score: Raw -3110790.130077 + Penalty 4914.899678 = -3105875.230399 nChanged 121 SP:Iteration 19Q (950.010000 sec): 3 clusters Score: Raw -3110845.192009 + Penalty 4914.899678 = -3105930.292332 nChanged 102 SP:Iteration 20F (950.110000 sec): 3 clusters Score: Raw -3110894.911958 + Penalty 4914.899678 = -3105980.012280 nChanged 93 SP:Iteration 21Q (950.190000 sec): 3 clusters Score: Raw -3110933.742043 + Penalty 4914.899678 = -3106018.842365 nChanged 85 SP:Iteration 22Q (950.280000 sec): 3 clusters Score: Raw -3110963.579532 + Penalty 4914.899678 = -3106048.679854 nChanged 57 SP:Iteration 23Q (950.370000 sec): 3 clusters Score: Raw -3110988.349401 + Penalty 4914.899678 = -3106073.449724 nChanged 52 SP:Iteration 24Q (950.450000 sec): 3 clusters Score: Raw -3111007.820178 + Penalty 4914.899678 = -3106092.920500 nChanged 43 SP:Iteration 25Q (950.540000 sec): 3 clusters Score: Raw -3111026.319753 + Penalty 4914.899678 = -3106111.420075 nChanged 45 SP:Iteration 26Q (950.630000 sec): 3 clusters Score: Raw -3111049.250957 + Penalty 4914.899678 = -3106134.351280 nChanged 44 SP:Iteration 27Q (950.710000 sec): 3 clusters Score: Raw -3111073.548826 + Penalty 4914.899678 = -3106158.649148 nChanged 45 SP:Iteration 28Q (950.790000 sec): 3 clusters Score: Raw -3111097.309412 + Penalty 4914.899678 = -3106182.409734 nChanged 34 SP:Iteration 29Q (950.870000 sec): 3 clusters Score: Raw -3111114.429438 + Penalty 4914.899678 = -3106199.529761 nChanged 34 SP:Iteration 30Q (950.960000 sec): 3 clusters Score: Raw -3111128.568765 + Penalty 4914.899678 = -3106213.669087 nChanged 24 SP:Iteration 31Q (951.040000 sec): 3 clusters Score: Raw -3111137.063234 + Penalty 4914.899678 = -3106222.163557 nChanged 17 SP:Iteration 32Q (951.120000 sec): 3 clusters Score: Raw -3111144.669174 + Penalty 4914.899678 = -3106229.769496 nChanged 11 SP:Iteration 33Q (951.200000 sec): 3 clusters Score: Raw -3111149.626834 + Penalty 4914.899678 = -3106234.727156 nChanged 12 SP:Iteration 34Q (951.280000 sec): 3 clusters Score: Raw -3111155.328772 + Penalty 4914.899678 = -3106240.429095 nChanged 8 SP:Iteration 35Q (951.360000 sec): 3 clusters Score: Raw -3111159.111201 + Penalty 4914.899678 = -3106244.211523 nChanged 6 SP:Iteration 36Q (951.450000 sec): 3 clusters Score: Raw -3111161.795853 + Penalty 4914.899678 = -3106246.896175 nChanged 8 SP:Iteration 37Q (951.530000 sec): 3 clusters Score: Raw -3111164.343979 + Penalty 4914.899678 = -3106249.444302 nChanged 8 SP:Iteration 38Q (951.610000 sec): 3 clusters Score: Raw -3111166.557297 + Penalty 4914.899678 = -3106251.657619 nChanged 6 SP:Iteration 39Q (951.690000 sec): 3 clusters Score: Raw -3111168.945878 + Penalty 4914.899678 = -3106254.046200 nChanged 8 SP:Iteration 40F (951.790000 sec): 3 clusters Score: Raw -3111171.222748 + Penalty 4914.899678 = -3106256.323070 nChanged 5 SP:Iteration 41Q (951.870000 sec): 3 clusters Score: Raw -3111172.630430 + Penalty 4914.899678 = -3106257.730752 nChanged 3 SP:Iteration 42Q (951.950000 sec): 3 clusters Score: Raw -3111173.991244 + Penalty 4914.899678 = -3106259.091566 nChanged 3 SP:Iteration 43Q (952.030000 sec): 3 clusters Score: Raw -3111174.906154 + Penalty 4914.899678 = -3106260.006476 nChanged 2 SP:Iteration 44Q (952.110000 sec): 3 clusters Score: Raw -3111175.483299 + Penalty 4914.899678 = -3106260.583621 nChanged 2 SP:Iteration 45Q (952.200000 sec): 3 clusters Score: Raw -3111176.299903 + Penalty 4914.899678 = -3106261.400226 nChanged 0 SP:Iteration 46F (952.300000 sec): 3 clusters Score: Raw -3111176.299903 + Penalty 4914.899678 = -3106261.400226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (13762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.360000 sec): 2 clusters Score: Raw -2154604.575690 + Penalty 2363.357280 = -2152241.218410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.430000 sec): 3 clusters Score: Raw -2146970.140730 + Penalty 4726.714559 = -2142243.426171 nChanged 5811 SP:Iteration 1F (952.500000 sec): 3 clusters Score: Raw -2150004.275758 + Penalty 4726.714559 = -2145277.561199 nChanged 810 SP:Iteration 2F (952.570000 sec): 3 clusters Score: Raw -2150367.667527 + Penalty 4726.714559 = -2145640.952968 nChanged 719 SP:Iteration 3F (952.630000 sec): 3 clusters Score: Raw -2150695.944004 + Penalty 4726.714559 = -2145969.229445 nChanged 649 SP:Iteration 4Q (952.700000 sec): 3 clusters Score: Raw -2151013.757232 + Penalty 4726.714559 = -2146287.042673 nChanged 664 SP:Iteration 5Q (952.770000 sec): 3 clusters Score: Raw -2151368.561687 + Penalty 4726.714559 = -2146641.847128 nChanged 702 SP:Iteration 6F (952.840000 sec): 3 clusters Score: Raw -2151802.926444 + Penalty 4726.714559 = -2147076.211885 nChanged 753 SP:Iteration 7F (952.910000 sec): 3 clusters Score: Raw -2152304.381882 + Penalty 4726.714559 = -2147577.667323 nChanged 759 SP:Iteration 8F (952.970000 sec): 3 clusters Score: Raw -2152889.065829 + Penalty 4726.714559 = -2148162.351270 nChanged 720 SP:Iteration 9F (953.040000 sec): 3 clusters Score: Raw -2153517.705501 + Penalty 4726.714559 = -2148790.990942 nChanged 564 SP:Iteration 10Q (953.110000 sec): 3 clusters Score: Raw -2154009.793837 + Penalty 4726.714559 = -2149283.079278 nChanged 368 SP:Iteration 11Q (953.170000 sec): 3 clusters Score: Raw -2154309.825279 + Penalty 4726.714559 = -2149583.110719 nChanged 247 SP:Iteration 12Q (953.230000 sec): 3 clusters Score: Raw -2154500.946633 + Penalty 4726.714559 = -2149774.232074 nChanged 152 SP:Iteration 13Q (953.290000 sec): 3 clusters Score: Raw -2154627.134092 + Penalty 4726.714559 = -2149900.419533 nChanged 112 SP:Iteration 14Q (953.350000 sec): 3 clusters Score: Raw -2154720.147403 + Penalty 4726.714559 = -2149993.432844 nChanged 69 SP:Iteration 15Q (953.410000 sec): 3 clusters Score: Raw -2154783.527877 + Penalty 4726.714559 = -2150056.813318 nChanged 47 SP:Iteration 16Q (953.470000 sec): 3 clusters Score: Raw -2154832.566068 + Penalty 4726.714559 = -2150105.851509 nChanged 34 SP:Iteration 17Q (953.520000 sec): 3 clusters Score: Raw -2154872.507146 + Penalty 4726.714559 = -2150145.792587 nChanged 24 SP:Iteration 18Q (953.570000 sec): 3 clusters Score: Raw -2154900.651196 + Penalty 4726.714559 = -2150173.936637 nChanged 15 SP:Iteration 19Q (953.630000 sec): 3 clusters Score: Raw -2154916.842877 + Penalty 4726.714559 = -2150190.128318 nChanged 7 SP:Iteration 20F (953.690000 sec): 3 clusters Score: Raw -2154925.078372 + Penalty 4726.714559 = -2150198.363813 nChanged 5 SP:Iteration 21Q (953.750000 sec): 3 clusters Score: Raw -2154929.398981 + Penalty 4726.714559 = -2150202.684422 nChanged 6 SP:Iteration 22Q (953.800000 sec): 3 clusters Score: Raw -2154935.396156 + Penalty 4726.714559 = -2150208.681597 nChanged 6 SP:Iteration 23Q (953.850000 sec): 3 clusters Score: Raw -2154940.894768 + Penalty 4726.714559 = -2150214.180209 nChanged 3 SP:Iteration 24Q (953.900000 sec): 3 clusters Score: Raw -2154942.948477 + Penalty 4726.714559 = -2150216.233918 nChanged 0 SP:Iteration 25F (953.970000 sec): 3 clusters Score: Raw -2154942.948477 + Penalty 4726.714559 = -2150216.233918 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (22303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.070000 sec): 2 clusters Score: Raw -3277608.536077 + Penalty 2483.094166 = -3275125.441911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.190000 sec): 3 clusters Score: Raw -3264539.690499 + Penalty 4966.188333 = -3259573.502167 nChanged 9858 SP:Iteration 1F (954.300000 sec): 3 clusters Score: Raw -3269819.641871 + Penalty 4966.188333 = -3264853.453538 nChanged 1324 SP:Iteration 2F (954.410000 sec): 3 clusters Score: Raw -3270405.243689 + Penalty 4966.188333 = -3265439.055356 nChanged 1218 SP:Iteration 3F (954.530000 sec): 3 clusters Score: Raw -3270960.478662 + Penalty 4966.188333 = -3265994.290329 nChanged 1119 SP:Iteration 4F (954.640000 sec): 3 clusters Score: Raw -3271501.296872 + Penalty 4966.188333 = -3266535.108540 nChanged 1041 SP:Iteration 5Q (954.760000 sec): 3 clusters Score: Raw -3272066.541060 + Penalty 4966.188333 = -3267100.352727 nChanged 1056 SP:Iteration 6Q (954.870000 sec): 3 clusters Score: Raw -3272725.412107 + Penalty 4966.188333 = -3267759.223774 nChanged 1100 SP:Iteration 7Q (954.990000 sec): 3 clusters Score: Raw -3273444.023700 + Penalty 4966.188333 = -3268477.835367 nChanged 1112 SP:Iteration 8Q (955.100000 sec): 3 clusters Score: Raw -3274240.830427 + Penalty 4966.188333 = -3269274.642095 nChanged 1150 SP:Iteration 9F (955.210000 sec): 3 clusters Score: Raw -3275152.704383 + Penalty 4966.188333 = -3270186.516051 nChanged 1025 SP:Iteration 10Q (955.320000 sec): 3 clusters Score: Raw -3276001.773716 + Penalty 4966.188333 = -3271035.585384 nChanged 815 SP:Iteration 11Q (955.430000 sec): 3 clusters Score: Raw -3276644.439148 + Penalty 4966.188333 = -3271678.250815 nChanged 583 SP:Iteration 12Q (955.530000 sec): 3 clusters Score: Raw -3277058.159485 + Penalty 4966.188333 = -3272091.971152 nChanged 412 SP:Iteration 13Q (955.630000 sec): 3 clusters Score: Raw -3277347.460015 + Penalty 4966.188333 = -3272381.271682 nChanged 320 SP:Iteration 14Q (955.730000 sec): 3 clusters Score: Raw -3277557.509213 + Penalty 4966.188333 = -3272591.320880 nChanged 217 SP:Iteration 15Q (955.820000 sec): 3 clusters Score: Raw -3277705.606416 + Penalty 4966.188333 = -3272739.418083 nChanged 152 SP:Iteration 16Q (955.910000 sec): 3 clusters Score: Raw -3277803.285746 + Penalty 4966.188333 = -3272837.097413 nChanged 113 SP:Iteration 17Q (956.000000 sec): 3 clusters Score: Raw -3277881.109898 + Penalty 4966.188333 = -3272914.921565 nChanged 95 SP:Iteration 18Q (956.090000 sec): 3 clusters Score: Raw -3277933.688430 + Penalty 4966.188333 = -3272967.500097 nChanged 62 SP:Iteration 19Q (956.180000 sec): 3 clusters Score: Raw -3277970.112802 + Penalty 4966.188333 = -3273003.924469 nChanged 55 SP:Iteration 20F (956.290000 sec): 3 clusters Score: Raw -3278007.129139 + Penalty 4966.188333 = -3273040.940806 nChanged 39 SP:Iteration 21Q (956.380000 sec): 3 clusters Score: Raw -3278026.348010 + Penalty 4966.188333 = -3273060.159677 nChanged 31 SP:Iteration 22Q (956.470000 sec): 3 clusters Score: Raw -3278042.676791 + Penalty 4966.188333 = -3273076.488458 nChanged 21 SP:Iteration 23Q (956.550000 sec): 3 clusters Score: Raw -3278052.245346 + Penalty 4966.188333 = -3273086.057013 nChanged 16 SP:Iteration 24Q (956.630000 sec): 3 clusters Score: Raw -3278059.064286 + Penalty 4966.188333 = -3273092.875953 nChanged 11 SP:Iteration 25Q (956.720000 sec): 3 clusters Score: Raw -3278062.568429 + Penalty 4966.188333 = -3273096.380096 nChanged 4 SP:Iteration 26Q (956.810000 sec): 3 clusters Score: Raw -3278063.960864 + Penalty 4966.188333 = -3273097.772531 nChanged 1 SP:Iteration 27Q (956.890000 sec): 3 clusters Score: Raw -3278064.121364 + Penalty 4966.188333 = -3273097.933031 nChanged 0 SP:Iteration 28F (957.000000 sec): 3 clusters Score: Raw -3278064.121364 + Penalty 4966.188333 = -3273097.933031 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.020000 sec): 2 clusters Score: Raw -69122.268369 + Penalty 1540.726312 = -67581.542057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.020000 sec): 3 clusters Score: Raw -69140.834182 + Penalty 3081.452623 = -66059.381559 nChanged 86 SP:Iteration 1F (957.020000 sec): 3 clusters Score: Raw -69355.423185 + Penalty 3081.452623 = -66273.970561 nChanged 35 SP:Iteration 2F (957.030000 sec): 3 clusters Score: Raw -69462.520251 + Penalty 3081.452623 = -66381.067628 nChanged 11 SP:Iteration 3Q (957.030000 sec): 3 clusters Score: Raw -69495.888919 + Penalty 3081.452623 = -66414.436295 nChanged 7 SP:Iteration 4Q (957.030000 sec): 3 clusters Score: Raw -69516.252665 + Penalty 3081.452623 = -66434.800042 nChanged 6 SP:Iteration 5Q (957.030000 sec): 3 clusters Score: Raw -69534.892459 + Penalty 3081.452623 = -66453.439835 nChanged 6 SP:Iteration 6Q (957.030000 sec): 3 clusters Score: Raw -69551.697030 + Penalty 3081.452623 = -66470.244407 nChanged 2 SP:Iteration 7Q (957.030000 sec): 3 clusters Score: Raw -69557.636352 + Penalty 3081.452623 = -66476.183729 nChanged 1 SP:Iteration 8Q (957.030000 sec): 3 clusters Score: Raw -69562.546315 + Penalty 3081.452623 = -66481.093691 nChanged 0 SP:Iteration 9F (957.040000 sec): 3 clusters Score: Raw -69562.546315 + Penalty 3081.452623 = -66481.093691 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.050000 sec): 2 clusters Score: Raw -106632.328046 + Penalty 1668.105884 = -104964.222162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.050000 sec): 3 clusters Score: Raw -106850.361563 + Penalty 3336.211768 = -103514.149795 nChanged 242 SP:Iteration 1F (957.050000 sec): 3 clusters Score: Raw -107823.192069 + Penalty 3336.211768 = -104486.980302 nChanged 78 SP:Iteration 2F (957.060000 sec): 3 clusters Score: Raw -108121.677068 + Penalty 3336.211768 = -104785.465301 nChanged 38 SP:Iteration 3Q (957.060000 sec): 3 clusters Score: Raw -108265.729554 + Penalty 3336.211768 = -104929.517786 nChanged 36 SP:Iteration 4Q (957.070000 sec): 3 clusters Score: Raw -108397.398139 + Penalty 3336.211768 = -105061.186371 nChanged 29 SP:Iteration 5Q (957.070000 sec): 3 clusters Score: Raw -108513.580354 + Penalty 3336.211768 = -105177.368586 nChanged 19 SP:Iteration 6Q (957.070000 sec): 3 clusters Score: Raw -108585.540853 + Penalty 3336.211768 = -105249.329085 nChanged 17 SP:Iteration 7Q (957.070000 sec): 3 clusters Score: Raw -108700.225012 + Penalty 3336.211768 = -105364.013244 nChanged 21 SP:Iteration 8Q (957.080000 sec): 3 clusters Score: Raw -108869.832098 + Penalty 3336.211768 = -105533.620331 nChanged 26 SP:Iteration 9Q (957.080000 sec): 3 clusters Score: Raw -108958.972722 + Penalty 3336.211768 = -105622.760954 nChanged 24 SP:Iteration 10Q (957.090000 sec): 3 clusters Score: Raw -109060.298706 + Penalty 3336.211768 = -105724.086939 nChanged 15 SP:Iteration 11Q (957.090000 sec): 3 clusters Score: Raw -109222.265195 + Penalty 3336.211768 = -105886.053427 nChanged 8 SP:Iteration 12Q (957.090000 sec): 3 clusters Score: Raw -109340.627560 + Penalty 3336.211768 = -106004.415793 nChanged 5 SP:Iteration 13Q (957.090000 sec): 3 clusters Score: Raw -109489.624048 + Penalty 3336.211768 = -106153.412280 nChanged 2 SP:Iteration 14Q (957.100000 sec): 3 clusters Score: Raw -109503.790559 + Penalty 3336.211768 = -106167.578791 nChanged 2 SP:Iteration 15Q (957.100000 sec): 3 clusters Score: Raw -109510.784699 + Penalty 3336.211768 = -106174.572932 nChanged 1 SP:Iteration 16Q (957.100000 sec): 3 clusters Score: Raw -109516.850898 + Penalty 3336.211768 = -106180.639130 nChanged 3 SP:Iteration 17Q (957.110000 sec): 3 clusters Score: Raw -109529.960982 + Penalty 3336.211768 = -106193.749214 nChanged 3 SP:Iteration 18Q (957.110000 sec): 3 clusters Score: Raw -109538.799977 + Penalty 3336.211768 = -106202.588209 nChanged 2 SP:Iteration 19Q (957.110000 sec): 3 clusters Score: Raw -109545.612419 + Penalty 3336.211768 = -106209.400652 nChanged 4 SP:Iteration 20F (957.120000 sec): 3 clusters Score: Raw -109568.449025 + Penalty 3336.211768 = -106232.237257 nChanged 5 SP:Iteration 21Q (957.120000 sec): 3 clusters Score: Raw -109595.707270 + Penalty 3336.211768 = -106259.495503 nChanged 3 SP:Iteration 22Q (957.120000 sec): 3 clusters Score: Raw -109598.933501 + Penalty 3336.211768 = -106262.721734 nChanged 0 SP:Iteration 23F (957.130000 sec): 3 clusters Score: Raw -109598.933501 + Penalty 3336.211768 = -106262.721734 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 9 (1706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.140000 sec): 2 clusters Score: Raw -226433.177428 + Penalty 1845.592869 = -224587.584559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.150000 sec): 3 clusters Score: Raw -226046.840097 + Penalty 3691.185737 = -222355.654360 nChanged 609 SP:Iteration 1F (957.160000 sec): 3 clusters Score: Raw -228410.284726 + Penalty 3691.185737 = -224719.098989 nChanged 312 SP:Iteration 2F (957.170000 sec): 3 clusters Score: Raw -231336.116661 + Penalty 3691.185737 = -227644.930924 nChanged 136 SP:Iteration 3F (957.180000 sec): 3 clusters Score: Raw -232700.734219 + Penalty 3691.185737 = -229009.548482 nChanged 55 SP:Iteration 4Q (957.180000 sec): 3 clusters Score: Raw -233465.331623 + Penalty 3691.185737 = -229774.145886 nChanged 39 SP:Iteration 5Q (957.190000 sec): 3 clusters Score: Raw -234204.163432 + Penalty 3691.185737 = -230512.977695 nChanged 16 SP:Iteration 6Q (957.190000 sec): 3 clusters Score: Raw -235239.328679 + Penalty 3691.185737 = -231548.142942 nChanged 1 SP:Iteration 7Q (957.200000 sec): 3 clusters Score: Raw -235516.342029 + Penalty 3691.185737 = -231825.156292 nChanged 0 SP:Iteration 8F (957.210000 sec): 3 clusters Score: Raw -235516.342029 + Penalty 3691.185737 = -231825.156292 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (10317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.270000 sec): 2 clusters Score: Raw -1520118.342424 + Penalty 2291.903978 = -1517826.438445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.320000 sec): 3 clusters Score: Raw -1514707.843461 + Penalty 4583.807956 = -1510124.035504 nChanged 4345 SP:Iteration 1F (957.370000 sec): 3 clusters Score: Raw -1517532.924426 + Penalty 4583.807956 = -1512949.116470 nChanged 883 SP:Iteration 2F (957.420000 sec): 3 clusters Score: Raw -1518143.810925 + Penalty 4583.807956 = -1513560.002969 nChanged 642 SP:Iteration 3F (957.470000 sec): 3 clusters Score: Raw -1518485.441152 + Penalty 4583.807956 = -1513901.633196 nChanged 547 SP:Iteration 4F (957.520000 sec): 3 clusters Score: Raw -1518800.609268 + Penalty 4583.807956 = -1514216.801312 nChanged 559 SP:Iteration 5F (957.570000 sec): 3 clusters Score: Raw -1519202.522393 + Penalty 4583.807956 = -1514618.714436 nChanged 662 SP:Iteration 6F (957.620000 sec): 3 clusters Score: Raw -1519819.915451 + Penalty 4583.807956 = -1515236.107494 nChanged 692 SP:Iteration 7F (957.670000 sec): 3 clusters Score: Raw -1520526.189379 + Penalty 4583.807956 = -1515942.381422 nChanged 576 SP:Iteration 8F (957.730000 sec): 3 clusters Score: Raw -1521128.995225 + Penalty 4583.807956 = -1516545.187269 nChanged 508 SP:Iteration 9Q (957.770000 sec): 3 clusters Score: Raw -1521735.086163 + Penalty 4583.807956 = -1517151.278207 nChanged 447 SP:Iteration 10Q (957.830000 sec): 3 clusters Score: Raw -1522184.307267 + Penalty 4583.807956 = -1517600.499310 nChanged 336 SP:Iteration 11Q (957.870000 sec): 3 clusters Score: Raw -1522439.374265 + Penalty 4583.807956 = -1517855.566309 nChanged 254 SP:Iteration 12Q (957.930000 sec): 3 clusters Score: Raw -1522587.818827 + Penalty 4583.807956 = -1518004.010870 nChanged 189 SP:Iteration 13Q (957.970000 sec): 3 clusters Score: Raw -1522692.521297 + Penalty 4583.807956 = -1518108.713340 nChanged 148 SP:Iteration 14Q (958.020000 sec): 3 clusters Score: Raw -1522757.179277 + Penalty 4583.807956 = -1518173.371321 nChanged 96 SP:Iteration 15Q (958.070000 sec): 3 clusters Score: Raw -1522791.392462 + Penalty 4583.807956 = -1518207.584505 nChanged 61 SP:Iteration 16Q (958.120000 sec): 3 clusters Score: Raw -1522810.324753 + Penalty 4583.807956 = -1518226.516796 nChanged 49 SP:Iteration 17Q (958.170000 sec): 3 clusters Score: Raw -1522822.778027 + Penalty 4583.807956 = -1518238.970070 nChanged 34 SP:Iteration 18Q (958.220000 sec): 3 clusters Score: Raw -1522830.263981 + Penalty 4583.807956 = -1518246.456025 nChanged 27 SP:Iteration 19Q (958.270000 sec): 3 clusters Score: Raw -1522837.274534 + Penalty 4583.807956 = -1518253.466578 nChanged 29 SP:Iteration 20F (958.320000 sec): 3 clusters Score: Raw -1522844.440064 + Penalty 4583.807956 = -1518260.632107 nChanged 24 SP:Iteration 21Q (958.370000 sec): 3 clusters Score: Raw -1522848.997220 + Penalty 4583.807956 = -1518265.189263 nChanged 16 SP:Iteration 22Q (958.420000 sec): 3 clusters Score: Raw -1522851.670355 + Penalty 4583.807956 = -1518267.862399 nChanged 12 SP:Iteration 23Q (958.470000 sec): 3 clusters Score: Raw -1522853.531367 + Penalty 4583.807956 = -1518269.723411 nChanged 10 SP:Iteration 24Q (958.510000 sec): 3 clusters Score: Raw -1522855.841188 + Penalty 4583.807956 = -1518272.033232 nChanged 9 SP:Iteration 25Q (958.570000 sec): 3 clusters Score: Raw -1522857.320715 + Penalty 4583.807956 = -1518273.512759 nChanged 7 SP:Iteration 26Q (958.610000 sec): 3 clusters Score: Raw -1522858.391058 + Penalty 4583.807956 = -1518274.583102 nChanged 10 SP:Iteration 27Q (958.660000 sec): 3 clusters Score: Raw -1522860.044949 + Penalty 4583.807956 = -1518276.236992 nChanged 15 SP:Iteration 28Q (958.710000 sec): 3 clusters Score: Raw -1522863.083693 + Penalty 4583.807956 = -1518279.275737 nChanged 15 SP:Iteration 29Q (958.760000 sec): 3 clusters Score: Raw -1522866.039761 + Penalty 4583.807956 = -1518282.231805 nChanged 11 SP:Iteration 30Q (958.810000 sec): 3 clusters Score: Raw -1522867.655231 + Penalty 4583.807956 = -1518283.847275 nChanged 9 SP:Iteration 31Q (958.860000 sec): 3 clusters Score: Raw -1522869.440411 + Penalty 4583.807956 = -1518285.632455 nChanged 8 SP:Iteration 32Q (958.910000 sec): 3 clusters Score: Raw -1522870.775095 + Penalty 4583.807956 = -1518286.967139 nChanged 5 SP:Iteration 33Q (958.960000 sec): 3 clusters Score: Raw -1522871.541159 + Penalty 4583.807956 = -1518287.733203 nChanged 7 SP:Iteration 34Q (959.010000 sec): 3 clusters Score: Raw -1522872.450951 + Penalty 4583.807956 = -1518288.642994 nChanged 8 SP:Iteration 35Q (959.060000 sec): 3 clusters Score: Raw -1522873.359545 + Penalty 4583.807956 = -1518289.551588 nChanged 4 SP:Iteration 36Q (959.110000 sec): 3 clusters Score: Raw -1522873.733842 + Penalty 4583.807956 = -1518289.925886 nChanged 6 SP:Iteration 37Q (959.160000 sec): 3 clusters Score: Raw -1522874.272439 + Penalty 4583.807956 = -1518290.464482 nChanged 4 SP:Iteration 38Q (959.210000 sec): 3 clusters Score: Raw -1522874.695170 + Penalty 4583.807956 = -1518290.887214 nChanged 4 SP:Iteration 39Q (959.260000 sec): 3 clusters Score: Raw -1522875.118102 + Penalty 4583.807956 = -1518291.310146 nChanged 3 SP:Iteration 40F (959.310000 sec): 3 clusters Score: Raw -1522875.591321 + Penalty 4583.807956 = -1518291.783365 nChanged 3 SP:Iteration 41Q (959.360000 sec): 3 clusters Score: Raw -1522875.998052 + Penalty 4583.807956 = -1518292.190096 nChanged 1 SP:Iteration 42Q (959.410000 sec): 3 clusters Score: Raw -1522876.048815 + Penalty 4583.807956 = -1518292.240859 nChanged 1 SP:Iteration 43Q (959.450000 sec): 3 clusters Score: Raw -1522876.135136 + Penalty 4583.807956 = -1518292.327180 nChanged 1 SP:Iteration 44Q (959.510000 sec): 3 clusters Score: Raw -1522876.314618 + Penalty 4583.807956 = -1518292.506661 nChanged 3 SP:Iteration 45Q (959.550000 sec): 3 clusters Score: Raw -1522876.765164 + Penalty 4583.807956 = -1518292.957207 nChanged 3 SP:Iteration 46Q (959.610000 sec): 3 clusters Score: Raw -1522877.355517 + Penalty 4583.807956 = -1518293.547561 nChanged 8 SP:Iteration 47Q (959.650000 sec): 3 clusters Score: Raw -1522878.365843 + Penalty 4583.807956 = -1518294.557887 nChanged 3 SP:Iteration 48Q (959.700000 sec): 3 clusters Score: Raw -1522879.092964 + Penalty 4583.807956 = -1518295.285008 nChanged 6 SP:Iteration 49Q (959.750000 sec): 3 clusters Score: Raw -1522880.047257 + Penalty 4583.807956 = -1518296.239301 nChanged 6 SP:Iteration 50Q (959.800000 sec): 3 clusters Score: Raw -1522880.849349 + Penalty 4583.807956 = -1518297.041393 nChanged 8 SP:Iteration 51Q (959.850000 sec): 3 clusters Score: Raw -1522882.105466 + Penalty 4583.807956 = -1518298.297510 nChanged 8 SP:Iteration 52Q (959.900000 sec): 3 clusters Score: Raw -1522883.430017 + Penalty 4583.807956 = -1518299.622061 nChanged 8 SP:Iteration 53Q (959.950000 sec): 3 clusters Score: Raw -1522884.693896 + Penalty 4583.807956 = -1518300.885939 nChanged 4 SP:Iteration 54Q (960.000000 sec): 3 clusters Score: Raw -1522885.416876 + Penalty 4583.807956 = -1518301.608920 nChanged 8 SP:Iteration 55Q (960.050000 sec): 3 clusters Score: Raw -1522887.308853 + Penalty 4583.807956 = -1518303.500896 nChanged 5 SP:Iteration 56Q (960.100000 sec): 3 clusters Score: Raw -1522888.493088 + Penalty 4583.807956 = -1518304.685132 nChanged 7 SP:Iteration 57Q (960.150000 sec): 3 clusters Score: Raw -1522889.945928 + Penalty 4583.807956 = -1518306.137972 nChanged 9 SP:Iteration 58Q (960.200000 sec): 3 clusters Score: Raw -1522891.624983 + Penalty 4583.807956 = -1518307.817027 nChanged 6 SP:Iteration 59Q (960.250000 sec): 3 clusters Score: Raw -1522892.705040 + Penalty 4583.807956 = -1518308.897084 nChanged 9 SP:Iteration 60F (960.300000 sec): 3 clusters Score: Raw -1522894.442975 + Penalty 4583.807956 = -1518310.635018 nChanged 12 SP:Iteration 61Q (960.350000 sec): 3 clusters Score: Raw -1522896.481723 + Penalty 4583.807956 = -1518312.673767 nChanged 10 SP:Iteration 62Q (960.400000 sec): 3 clusters Score: Raw -1522898.222907 + Penalty 4583.807956 = -1518314.414951 nChanged 6 SP:Iteration 63Q (960.450000 sec): 3 clusters Score: Raw -1522899.134465 + Penalty 4583.807956 = -1518315.326509 nChanged 7 SP:Iteration 64Q (960.490000 sec): 3 clusters Score: Raw -1522900.386075 + Penalty 4583.807956 = -1518316.578119 nChanged 5 SP:Iteration 65Q (960.550000 sec): 3 clusters Score: Raw -1522901.425277 + Penalty 4583.807956 = -1518317.617321 nChanged 9 SP:Iteration 66Q (960.590000 sec): 3 clusters Score: Raw -1522903.056216 + Penalty 4583.807956 = -1518319.248260 nChanged 8 SP:Iteration 67Q (960.650000 sec): 3 clusters Score: Raw -1522904.897051 + Penalty 4583.807956 = -1518321.089095 nChanged 10 SP:Iteration 68Q (960.690000 sec): 3 clusters Score: Raw -1522906.531175 + Penalty 4583.807956 = -1518322.723219 nChanged 2 SP:Iteration 69Q (960.740000 sec): 3 clusters Score: Raw -1522906.796951 + Penalty 4583.807956 = -1518322.988995 nChanged 3 SP:Iteration 70Q (960.790000 sec): 3 clusters Score: Raw -1522907.171495 + Penalty 4583.807956 = -1518323.363539 nChanged 2 SP:Iteration 71Q (960.840000 sec): 3 clusters Score: Raw -1522907.551554 + Penalty 4583.807956 = -1518323.743598 nChanged 2 SP:Iteration 72Q (960.890000 sec): 3 clusters Score: Raw -1522907.906948 + Penalty 4583.807956 = -1518324.098991 nChanged 1 SP:Iteration 73Q (960.940000 sec): 3 clusters Score: Raw -1522908.172935 + Penalty 4583.807956 = -1518324.364978 nChanged 3 SP:Iteration 74Q (960.990000 sec): 3 clusters Score: Raw -1522908.691659 + Penalty 4583.807956 = -1518324.883703 nChanged 1 SP:Iteration 75Q (961.040000 sec): 3 clusters Score: Raw -1522908.796687 + Penalty 4583.807956 = -1518324.988730 nChanged 1 SP:Iteration 76Q (961.090000 sec): 3 clusters Score: Raw -1522908.993047 + Penalty 4583.807956 = -1518325.185090 nChanged 1 SP:Iteration 77Q (961.140000 sec): 3 clusters Score: Raw -1522909.401289 + Penalty 4583.807956 = -1518325.593333 nChanged 3 SP:Iteration 78Q (961.190000 sec): 3 clusters Score: Raw -1522910.166247 + Penalty 4583.807956 = -1518326.358291 nChanged 9 SP:Iteration 79Q (961.230000 sec): 3 clusters Score: Raw -1522911.736585 + Penalty 4583.807956 = -1518327.928628 nChanged 10 SP:Iteration 80F (961.290000 sec): 3 clusters Score: Raw -1522913.562575 + Penalty 4583.807956 = -1518329.754619 nChanged 9 SP:Iteration 81Q (961.330000 sec): 3 clusters Score: Raw -1522915.596175 + Penalty 4583.807956 = -1518331.788219 nChanged 6 SP:Iteration 82Q (961.380000 sec): 3 clusters Score: Raw -1522916.898056 + Penalty 4583.807956 = -1518333.090099 nChanged 11 SP:Iteration 83Q (961.430000 sec): 3 clusters Score: Raw -1522919.266924 + Penalty 4583.807956 = -1518335.458968 nChanged 14 SP:Iteration 84Q (961.480000 sec): 3 clusters Score: Raw -1522922.232800 + Penalty 4583.807956 = -1518338.424843 nChanged 17 SP:Iteration 85Q (961.530000 sec): 3 clusters Score: Raw -1522924.942591 + Penalty 4583.807956 = -1518341.134634 nChanged 13 SP:Iteration 86Q (961.580000 sec): 3 clusters Score: Raw -1522927.148314 + Penalty 4583.807956 = -1518343.340357 nChanged 12 SP:Iteration 87Q (961.630000 sec): 3 clusters Score: Raw -1522929.553635 + Penalty 4583.807956 = -1518345.745678 nChanged 13 SP:Iteration 88Q (961.680000 sec): 3 clusters Score: Raw -1522931.926520 + Penalty 4583.807956 = -1518348.118564 nChanged 13 SP:Iteration 89Q (961.730000 sec): 3 clusters Score: Raw -1522934.719174 + Penalty 4583.807956 = -1518350.911218 nChanged 15 SP:Iteration 90Q (961.780000 sec): 3 clusters Score: Raw -1522937.495917 + Penalty 4583.807956 = -1518353.687960 nChanged 14 SP:Iteration 91Q (961.830000 sec): 3 clusters Score: Raw -1522939.991132 + Penalty 4583.807956 = -1518356.183175 nChanged 13 SP:Iteration 92Q (961.870000 sec): 3 clusters Score: Raw -1522942.069364 + Penalty 4583.807956 = -1518358.261408 nChanged 9 SP:Iteration 93Q (961.930000 sec): 3 clusters Score: Raw -1522943.261851 + Penalty 4583.807956 = -1518359.453895 nChanged 4 SP:Iteration 94Q (961.970000 sec): 3 clusters Score: Raw -1522943.794277 + Penalty 4583.807956 = -1518359.986321 nChanged 2 SP:Iteration 95Q (962.020000 sec): 3 clusters Score: Raw -1522944.320699 + Penalty 4583.807956 = -1518360.512743 nChanged 9 SP:Iteration 96Q (962.070000 sec): 3 clusters Score: Raw -1522945.544257 + Penalty 4583.807956 = -1518361.736301 nChanged 6 SP:Iteration 97Q (962.120000 sec): 3 clusters Score: Raw -1522946.528515 + Penalty 4583.807956 = -1518362.720559 nChanged 2 SP:Iteration 98Q (962.170000 sec): 3 clusters Score: Raw -1522946.926500 + Penalty 4583.807956 = -1518363.118544 nChanged 1 SP:Iteration 99Q (962.220000 sec): 3 clusters Score: Raw -1522947.028644 + Penalty 4583.807956 = -1518363.220688 nChanged 0 SP:Iteration 100F (962.270000 sec): 3 clusters Score: Raw -1522947.028644 + Penalty 4583.807956 = -1518363.220688 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (9903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.320000 sec): 2 clusters Score: Raw -1444145.318762 + Penalty 2281.747069 = -1441863.571693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.370000 sec): 3 clusters Score: Raw -1438893.949830 + Penalty 4563.494138 = -1434330.455691 nChanged 4058 SP:Iteration 1F (962.420000 sec): 3 clusters Score: Raw -1441066.967092 + Penalty 4563.494138 = -1436503.472954 nChanged 629 SP:Iteration 2F (962.470000 sec): 3 clusters Score: Raw -1441336.431241 + Penalty 4563.494138 = -1436772.937103 nChanged 463 SP:Iteration 3Q (962.520000 sec): 3 clusters Score: Raw -1441530.592755 + Penalty 4563.494138 = -1436967.098617 nChanged 370 SP:Iteration 4Q (962.570000 sec): 3 clusters Score: Raw -1441692.052440 + Penalty 4563.494138 = -1437128.558301 nChanged 351 SP:Iteration 5Q (962.620000 sec): 3 clusters Score: Raw -1441862.924799 + Penalty 4563.494138 = -1437299.430661 nChanged 376 SP:Iteration 6Q (962.670000 sec): 3 clusters Score: Raw -1442055.727482 + Penalty 4563.494138 = -1437492.233344 nChanged 369 SP:Iteration 7Q (962.720000 sec): 3 clusters Score: Raw -1442274.943990 + Penalty 4563.494138 = -1437711.449852 nChanged 420 SP:Iteration 8Q (962.770000 sec): 3 clusters Score: Raw -1442558.691561 + Penalty 4563.494138 = -1437995.197423 nChanged 485 SP:Iteration 9Q (962.810000 sec): 3 clusters Score: Raw -1442943.812126 + Penalty 4563.494138 = -1438380.317988 nChanged 506 SP:Iteration 10F (962.860000 sec): 3 clusters Score: Raw -1443323.001985 + Penalty 4563.494138 = -1438759.507847 nChanged 491 SP:Iteration 11Q (962.910000 sec): 3 clusters Score: Raw -1443655.668882 + Penalty 4563.494138 = -1439092.174744 nChanged 405 SP:Iteration 12Q (962.960000 sec): 3 clusters Score: Raw -1443939.658499 + Penalty 4563.494138 = -1439376.164361 nChanged 384 SP:Iteration 13Q (963.010000 sec): 3 clusters Score: Raw -1444203.307571 + Penalty 4563.494138 = -1439639.813432 nChanged 353 SP:Iteration 14Q (963.060000 sec): 3 clusters Score: Raw -1444393.979333 + Penalty 4563.494138 = -1439830.485194 nChanged 272 SP:Iteration 15Q (963.110000 sec): 3 clusters Score: Raw -1444541.857691 + Penalty 4563.494138 = -1439978.363552 nChanged 218 SP:Iteration 16Q (963.150000 sec): 3 clusters Score: Raw -1444642.312373 + Penalty 4563.494138 = -1440078.818235 nChanged 199 SP:Iteration 17Q (963.200000 sec): 3 clusters Score: Raw -1444720.795613 + Penalty 4563.494138 = -1440157.301475 nChanged 159 SP:Iteration 18Q (963.250000 sec): 3 clusters Score: Raw -1444775.904829 + Penalty 4563.494138 = -1440212.410691 nChanged 122 SP:Iteration 19Q (963.290000 sec): 3 clusters Score: Raw -1444819.745584 + Penalty 4563.494138 = -1440256.251446 nChanged 123 SP:Iteration 20F (963.350000 sec): 3 clusters Score: Raw -1444852.630804 + Penalty 4563.494138 = -1440289.136666 nChanged 84 SP:Iteration 21Q (963.390000 sec): 3 clusters Score: Raw -1444872.558087 + Penalty 4563.494138 = -1440309.063949 nChanged 71 SP:Iteration 22Q (963.440000 sec): 3 clusters Score: Raw -1444888.155884 + Penalty 4563.494138 = -1440324.661746 nChanged 65 SP:Iteration 23Q (963.490000 sec): 3 clusters Score: Raw -1444900.918176 + Penalty 4563.494138 = -1440337.424038 nChanged 52 SP:Iteration 24Q (963.530000 sec): 3 clusters Score: Raw -1444909.597311 + Penalty 4563.494138 = -1440346.103173 nChanged 41 SP:Iteration 25Q (963.580000 sec): 3 clusters Score: Raw -1444916.337590 + Penalty 4563.494138 = -1440352.843451 nChanged 39 SP:Iteration 26Q (963.630000 sec): 3 clusters Score: Raw -1444923.869888 + Penalty 4563.494138 = -1440360.375750 nChanged 35 SP:Iteration 27Q (963.670000 sec): 3 clusters Score: Raw -1444930.246081 + Penalty 4563.494138 = -1440366.751943 nChanged 32 SP:Iteration 28Q (963.720000 sec): 3 clusters Score: Raw -1444935.759811 + Penalty 4563.494138 = -1440372.265673 nChanged 27 SP:Iteration 29Q (963.770000 sec): 3 clusters Score: Raw -1444941.590371 + Penalty 4563.494138 = -1440378.096233 nChanged 27 SP:Iteration 30Q (963.820000 sec): 3 clusters Score: Raw -1444945.457467 + Penalty 4563.494138 = -1440381.963328 nChanged 26 SP:Iteration 31Q (963.860000 sec): 3 clusters Score: Raw -1444951.025235 + Penalty 4563.494138 = -1440387.531097 nChanged 31 SP:Iteration 32Q (963.910000 sec): 3 clusters Score: Raw -1444956.778649 + Penalty 4563.494138 = -1440393.284511 nChanged 31 SP:Iteration 33Q (963.960000 sec): 3 clusters Score: Raw -1444961.284288 + Penalty 4563.494138 = -1440397.790149 nChanged 25 SP:Iteration 34Q (964.000000 sec): 3 clusters Score: Raw -1444966.980167 + Penalty 4563.494138 = -1440403.486029 nChanged 32 SP:Iteration 35Q (964.050000 sec): 3 clusters Score: Raw -1444973.335911 + Penalty 4563.494138 = -1440409.841773 nChanged 26 SP:Iteration 36Q (964.100000 sec): 3 clusters Score: Raw -1444978.302213 + Penalty 4563.494138 = -1440414.808075 nChanged 26 SP:Iteration 37Q (964.140000 sec): 3 clusters Score: Raw -1444982.695228 + Penalty 4563.494138 = -1440419.201090 nChanged 32 SP:Iteration 38Q (964.190000 sec): 3 clusters Score: Raw -1444988.217156 + Penalty 4563.494138 = -1440424.723018 nChanged 31 SP:Iteration 39Q (964.240000 sec): 3 clusters Score: Raw -1444993.682915 + Penalty 4563.494138 = -1440430.188777 nChanged 30 SP:Iteration 40F (964.290000 sec): 3 clusters Score: Raw -1444998.980936 + Penalty 4563.494138 = -1440435.486798 nChanged 25 SP:Iteration 41Q (964.340000 sec): 3 clusters Score: Raw -1445005.044763 + Penalty 4563.494138 = -1440441.550625 nChanged 29 SP:Iteration 42Q (964.380000 sec): 3 clusters Score: Raw -1445010.130983 + Penalty 4563.494138 = -1440446.636845 nChanged 30 SP:Iteration 43Q (964.430000 sec): 3 clusters Score: Raw -1445015.482943 + Penalty 4563.494138 = -1440451.988805 nChanged 26 SP:Iteration 44Q (964.480000 sec): 3 clusters Score: Raw -1445019.711378 + Penalty 4563.494138 = -1440456.217240 nChanged 27 SP:Iteration 45Q (964.520000 sec): 3 clusters Score: Raw -1445024.600083 + Penalty 4563.494138 = -1440461.105945 nChanged 22 SP:Iteration 46Q (964.570000 sec): 3 clusters Score: Raw -1445028.958820 + Penalty 4563.494138 = -1440465.464682 nChanged 23 SP:Iteration 47Q (964.620000 sec): 3 clusters Score: Raw -1445032.887293 + Penalty 4563.494138 = -1440469.393155 nChanged 23 SP:Iteration 48Q (964.660000 sec): 3 clusters Score: Raw -1445036.593924 + Penalty 4563.494138 = -1440473.099786 nChanged 30 SP:Iteration 49Q (964.710000 sec): 3 clusters Score: Raw -1445042.340014 + Penalty 4563.494138 = -1440478.845876 nChanged 25 SP:Iteration 50Q (964.760000 sec): 3 clusters Score: Raw -1445047.310645 + Penalty 4563.494138 = -1440483.816507 nChanged 42 SP:Iteration 51Q (964.800000 sec): 3 clusters Score: Raw -1445055.860739 + Penalty 4563.494138 = -1440492.366600 nChanged 45 SP:Iteration 52Q (964.850000 sec): 3 clusters Score: Raw -1445065.780275 + Penalty 4563.494138 = -1440502.286137 nChanged 42 SP:Iteration 53Q (964.900000 sec): 3 clusters Score: Raw -1445075.250487 + Penalty 4563.494138 = -1440511.756349 nChanged 44 SP:Iteration 54Q (964.940000 sec): 3 clusters Score: Raw -1445084.726523 + Penalty 4563.494138 = -1440521.232385 nChanged 47 SP:Iteration 55Q (964.990000 sec): 3 clusters Score: Raw -1445097.681318 + Penalty 4563.494138 = -1440534.187180 nChanged 57 SP:Iteration 56Q (965.040000 sec): 3 clusters Score: Raw -1445113.073052 + Penalty 4563.494138 = -1440549.578913 nChanged 76 SP:Iteration 57Q (965.080000 sec): 3 clusters Score: Raw -1445135.586164 + Penalty 4563.494138 = -1440572.092025 nChanged 88 SP:Iteration 58Q (965.130000 sec): 3 clusters Score: Raw -1445161.792711 + Penalty 4563.494138 = -1440598.298573 nChanged 93 SP:Iteration 59Q (965.180000 sec): 3 clusters Score: Raw -1445191.200848 + Penalty 4563.494138 = -1440627.706710 nChanged 103 SP:Iteration 60F (965.220000 sec): 3 clusters Score: Raw -1445227.429407 + Penalty 4563.494138 = -1440663.935269 nChanged 117 SP:Iteration 61Q (965.270000 sec): 3 clusters Score: Raw -1445276.549412 + Penalty 4563.494138 = -1440713.055274 nChanged 116 SP:Iteration 62Q (965.320000 sec): 3 clusters Score: Raw -1445322.920724 + Penalty 4563.494138 = -1440759.426586 nChanged 128 SP:Iteration 63Q (965.360000 sec): 3 clusters Score: Raw -1445376.002747 + Penalty 4563.494138 = -1440812.508609 nChanged 129 SP:Iteration 64Q (965.410000 sec): 3 clusters Score: Raw -1445433.112180 + Penalty 4563.494138 = -1440869.618042 nChanged 132 SP:Iteration 65Q (965.450000 sec): 3 clusters Score: Raw -1445495.310369 + Penalty 4563.494138 = -1440931.816231 nChanged 139 SP:Iteration 66Q (965.500000 sec): 3 clusters Score: Raw -1445556.756289 + Penalty 4563.494138 = -1440993.262151 nChanged 116 SP:Iteration 67Q (965.540000 sec): 3 clusters Score: Raw -1445604.315108 + Penalty 4563.494138 = -1441040.820970 nChanged 106 SP:Iteration 68Q (965.590000 sec): 3 clusters Score: Raw -1445647.702658 + Penalty 4563.494138 = -1441084.208520 nChanged 88 SP:Iteration 69Q (965.630000 sec): 3 clusters Score: Raw -1445683.004788 + Penalty 4563.494138 = -1441119.510649 nChanged 77 SP:Iteration 70Q (965.680000 sec): 3 clusters Score: Raw -1445717.350320 + Penalty 4563.494138 = -1441153.856181 nChanged 74 SP:Iteration 71Q (965.720000 sec): 3 clusters Score: Raw -1445747.079067 + Penalty 4563.494138 = -1441183.584928 nChanged 66 SP:Iteration 72Q (965.760000 sec): 3 clusters Score: Raw -1445771.750831 + Penalty 4563.494138 = -1441208.256693 nChanged 58 SP:Iteration 73Q (965.800000 sec): 3 clusters Score: Raw -1445792.649685 + Penalty 4563.494138 = -1441229.155546 nChanged 51 SP:Iteration 74Q (965.850000 sec): 3 clusters Score: Raw -1445811.177311 + Penalty 4563.494138 = -1441247.683172 nChanged 50 SP:Iteration 75Q (965.890000 sec): 3 clusters Score: Raw -1445827.211762 + Penalty 4563.494138 = -1441263.717624 nChanged 36 SP:Iteration 76Q (965.930000 sec): 3 clusters Score: Raw -1445837.436458 + Penalty 4563.494138 = -1441273.942320 nChanged 26 SP:Iteration 77Q (965.970000 sec): 3 clusters Score: Raw -1445844.076325 + Penalty 4563.494138 = -1441280.582186 nChanged 19 SP:Iteration 78Q (966.020000 sec): 3 clusters Score: Raw -1445848.169676 + Penalty 4563.494138 = -1441284.675538 nChanged 15 SP:Iteration 79Q (966.060000 sec): 3 clusters Score: Raw -1445852.417908 + Penalty 4563.494138 = -1441288.923770 nChanged 12 SP:Iteration 80F (966.110000 sec): 3 clusters Score: Raw -1445855.219080 + Penalty 4563.494138 = -1441291.724942 nChanged 8 SP:Iteration 81Q (966.150000 sec): 3 clusters Score: Raw -1445856.870628 + Penalty 4563.494138 = -1441293.376490 nChanged 4 SP:Iteration 82Q (966.190000 sec): 3 clusters Score: Raw -1445857.872309 + Penalty 4563.494138 = -1441294.378171 nChanged 4 SP:Iteration 83Q (966.230000 sec): 3 clusters Score: Raw -1445858.455521 + Penalty 4563.494138 = -1441294.961383 nChanged 2 SP:Iteration 84Q (966.280000 sec): 3 clusters Score: Raw -1445858.584187 + Penalty 4563.494138 = -1441295.090049 nChanged 1 SP:Iteration 85Q (966.320000 sec): 3 clusters Score: Raw -1445858.665527 + Penalty 4563.494138 = -1441295.171389 nChanged 0 SP:Iteration 86F (966.370000 sec): 3 clusters Score: Raw -1445858.665527 + Penalty 4563.494138 = -1441295.171389 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (4061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (966.390000 sec): 2 clusters Score: Raw -642985.986595 + Penalty 2060.677763 = -640925.308833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (966.410000 sec): 3 clusters Score: Raw -641091.150122 + Penalty 4121.355526 = -636969.794596 nChanged 1504 SP:Iteration 1F (966.430000 sec): 3 clusters Score: Raw -641939.738416 + Penalty 4121.355526 = -637818.382891 nChanged 294 SP:Iteration 2F (966.450000 sec): 3 clusters Score: Raw -642114.642548 + Penalty 4121.355526 = -637993.287022 nChanged 186 SP:Iteration 3Q (966.470000 sec): 3 clusters Score: Raw -642216.085318 + Penalty 4121.355526 = -638094.729792 nChanged 113 SP:Iteration 4Q (966.490000 sec): 3 clusters Score: Raw -642273.537594 + Penalty 4121.355526 = -638152.182069 nChanged 81 SP:Iteration 5Q (966.510000 sec): 3 clusters Score: Raw -642312.252047 + Penalty 4121.355526 = -638190.896521 nChanged 75 SP:Iteration 6Q (966.530000 sec): 3 clusters Score: Raw -642348.860590 + Penalty 4121.355526 = -638227.505064 nChanged 64 SP:Iteration 7Q (966.550000 sec): 3 clusters Score: Raw -642376.495553 + Penalty 4121.355526 = -638255.140027 nChanged 46 SP:Iteration 8Q (966.570000 sec): 3 clusters Score: Raw -642395.358038 + Penalty 4121.355526 = -638274.002512 nChanged 48 SP:Iteration 9Q (966.600000 sec): 3 clusters Score: Raw -642419.547460 + Penalty 4121.355526 = -638298.191935 nChanged 45 SP:Iteration 10Q (966.620000 sec): 3 clusters Score: Raw -642440.937476 + Penalty 4121.355526 = -638319.581951 nChanged 43 SP:Iteration 11Q (966.640000 sec): 3 clusters Score: Raw -642457.658967 + Penalty 4121.355526 = -638336.303441 nChanged 40 SP:Iteration 12Q (966.660000 sec): 3 clusters Score: Raw -642473.099265 + Penalty 4121.355526 = -638351.743739 nChanged 33 SP:Iteration 13Q (966.680000 sec): 3 clusters Score: Raw -642487.313191 + Penalty 4121.355526 = -638365.957665 nChanged 32 SP:Iteration 14Q (966.700000 sec): 3 clusters Score: Raw -642498.540740 + Penalty 4121.355526 = -638377.185215 nChanged 23 SP:Iteration 15Q (966.720000 sec): 3 clusters Score: Raw -642508.307033 + Penalty 4121.355526 = -638386.951508 nChanged 26 SP:Iteration 16Q (966.740000 sec): 3 clusters Score: Raw -642519.936798 + Penalty 4121.355526 = -638398.581272 nChanged 29 SP:Iteration 17Q (966.760000 sec): 3 clusters Score: Raw -642532.430104 + Penalty 4121.355526 = -638411.074579 nChanged 31 SP:Iteration 18Q (966.780000 sec): 3 clusters Score: Raw -642544.789845 + Penalty 4121.355526 = -638423.434319 nChanged 28 SP:Iteration 19Q (966.800000 sec): 3 clusters Score: Raw -642553.883038 + Penalty 4121.355526 = -638432.527512 nChanged 22 SP:Iteration 20F (966.820000 sec): 3 clusters Score: Raw -642563.614886 + Penalty 4121.355526 = -638442.259360 nChanged 24 SP:Iteration 21Q (966.840000 sec): 3 clusters Score: Raw -642572.632699 + Penalty 4121.355526 = -638451.277174 nChanged 27 SP:Iteration 22Q (966.860000 sec): 3 clusters Score: Raw -642583.842952 + Penalty 4121.355526 = -638462.487426 nChanged 28 SP:Iteration 23Q (966.880000 sec): 3 clusters Score: Raw -642596.597210 + Penalty 4121.355526 = -638475.241684 nChanged 27 SP:Iteration 24Q (966.900000 sec): 3 clusters Score: Raw -642606.844885 + Penalty 4121.355526 = -638485.489359 nChanged 32 SP:Iteration 25Q (966.920000 sec): 3 clusters Score: Raw -642621.255057 + Penalty 4121.355526 = -638499.899531 nChanged 31 SP:Iteration 26Q (966.940000 sec): 3 clusters Score: Raw -642633.945233 + Penalty 4121.355526 = -638512.589708 nChanged 28 SP:Iteration 27Q (966.960000 sec): 3 clusters Score: Raw -642646.552681 + Penalty 4121.355526 = -638525.197155 nChanged 32 SP:Iteration 28Q (966.980000 sec): 3 clusters Score: Raw -642659.653030 + Penalty 4121.355526 = -638538.297504 nChanged 31 SP:Iteration 29Q (967.000000 sec): 3 clusters Score: Raw -642672.647526 + Penalty 4121.355526 = -638551.292000 nChanged 25 SP:Iteration 30Q (967.020000 sec): 3 clusters Score: Raw -642682.670704 + Penalty 4121.355526 = -638561.315178 nChanged 28 SP:Iteration 31Q (967.040000 sec): 3 clusters Score: Raw -642698.054962 + Penalty 4121.355526 = -638576.699436 nChanged 34 SP:Iteration 32Q (967.060000 sec): 3 clusters Score: Raw -642713.211315 + Penalty 4121.355526 = -638591.855789 nChanged 46 SP:Iteration 33Q (967.080000 sec): 3 clusters Score: Raw -642735.104222 + Penalty 4121.355526 = -638613.748697 nChanged 39 SP:Iteration 34Q (967.100000 sec): 3 clusters Score: Raw -642755.065239 + Penalty 4121.355526 = -638633.709713 nChanged 43 SP:Iteration 35Q (967.120000 sec): 3 clusters Score: Raw -642772.070743 + Penalty 4121.355526 = -638650.715217 nChanged 32 SP:Iteration 36Q (967.140000 sec): 3 clusters Score: Raw -642785.516074 + Penalty 4121.355526 = -638664.160549 nChanged 26 SP:Iteration 37Q (967.160000 sec): 3 clusters Score: Raw -642796.702654 + Penalty 4121.355526 = -638675.347128 nChanged 26 SP:Iteration 38Q (967.180000 sec): 3 clusters Score: Raw -642807.092728 + Penalty 4121.355526 = -638685.737203 nChanged 22 SP:Iteration 39Q (967.200000 sec): 3 clusters Score: Raw -642816.773280 + Penalty 4121.355526 = -638695.417754 nChanged 29 SP:Iteration 40F (967.220000 sec): 3 clusters Score: Raw -642832.159610 + Penalty 4121.355526 = -638710.804084 nChanged 27 SP:Iteration 41Q (967.240000 sec): 3 clusters Score: Raw -642844.584181 + Penalty 4121.355526 = -638723.228656 nChanged 27 SP:Iteration 42Q (967.260000 sec): 3 clusters Score: Raw -642855.828890 + Penalty 4121.355526 = -638734.473364 nChanged 29 SP:Iteration 43Q (967.280000 sec): 3 clusters Score: Raw -642870.289914 + Penalty 4121.355526 = -638748.934388 nChanged 33 SP:Iteration 44Q (967.300000 sec): 3 clusters Score: Raw -642886.889042 + Penalty 4121.355526 = -638765.533517 nChanged 23 SP:Iteration 45Q (967.320000 sec): 3 clusters Score: Raw -642899.383716 + Penalty 4121.355526 = -638778.028190 nChanged 26 SP:Iteration 46Q (967.340000 sec): 3 clusters Score: Raw -642912.691045 + Penalty 4121.355526 = -638791.335519 nChanged 28 SP:Iteration 47Q (967.360000 sec): 3 clusters Score: Raw -642928.076122 + Penalty 4121.355526 = -638806.720596 nChanged 32 SP:Iteration 48Q (967.380000 sec): 3 clusters Score: Raw -642947.214867 + Penalty 4121.355526 = -638825.859342 nChanged 30 SP:Iteration 49Q (967.400000 sec): 3 clusters Score: Raw -642969.887443 + Penalty 4121.355526 = -638848.531917 nChanged 27 SP:Iteration 50Q (967.420000 sec): 3 clusters Score: Raw -642987.214716 + Penalty 4121.355526 = -638865.859190 nChanged 35 SP:Iteration 51Q (967.440000 sec): 3 clusters Score: Raw -643009.572073 + Penalty 4121.355526 = -638888.216547 nChanged 27 SP:Iteration 52Q (967.460000 sec): 3 clusters Score: Raw -643024.601556 + Penalty 4121.355526 = -638903.246031 nChanged 21 SP:Iteration 53Q (967.480000 sec): 3 clusters Score: Raw -643039.124884 + Penalty 4121.355526 = -638917.769358 nChanged 22 SP:Iteration 54Q (967.500000 sec): 3 clusters Score: Raw -643051.082121 + Penalty 4121.355526 = -638929.726595 nChanged 16 SP:Iteration 55Q (967.520000 sec): 3 clusters Score: Raw -643058.638842 + Penalty 4121.355526 = -638937.283316 nChanged 14 SP:Iteration 56Q (967.530000 sec): 3 clusters Score: Raw -643068.228629 + Penalty 4121.355526 = -638946.873103 nChanged 15 SP:Iteration 57Q (967.550000 sec): 3 clusters Score: Raw -643076.534242 + Penalty 4121.355526 = -638955.178716 nChanged 10 SP:Iteration 58Q (967.570000 sec): 3 clusters Score: Raw -643083.276689 + Penalty 4121.355526 = -638961.921164 nChanged 5 SP:Iteration 59Q (967.590000 sec): 3 clusters Score: Raw -643085.431799 + Penalty 4121.355526 = -638964.076273 nChanged 6 SP:Iteration 60F (967.610000 sec): 3 clusters Score: Raw -643088.701066 + Penalty 4121.355526 = -638967.345540 nChanged 9 SP:Iteration 61Q (967.630000 sec): 3 clusters Score: Raw -643092.182867 + Penalty 4121.355526 = -638970.827341 nChanged 6 SP:Iteration 62Q (967.650000 sec): 3 clusters Score: Raw -643095.511311 + Penalty 4121.355526 = -638974.155785 nChanged 4 SP:Iteration 63Q (967.670000 sec): 3 clusters Score: Raw -643098.192498 + Penalty 4121.355526 = -638976.836972 nChanged 7 SP:Iteration 64Q (967.680000 sec): 3 clusters Score: Raw -643102.821377 + Penalty 4121.355526 = -638981.465851 nChanged 11 SP:Iteration 65Q (967.700000 sec): 3 clusters Score: Raw -643108.806685 + Penalty 4121.355526 = -638987.451159 nChanged 5 SP:Iteration 66Q (967.720000 sec): 3 clusters Score: Raw -643112.566959 + Penalty 4121.355526 = -638991.211434 nChanged 3 SP:Iteration 67Q (967.740000 sec): 3 clusters Score: Raw -643114.950761 + Penalty 4121.355526 = -638993.595235 nChanged 1 SP:Iteration 68Q (967.760000 sec): 3 clusters Score: Raw -643115.458129 + Penalty 4121.355526 = -638994.102603 nChanged 1 SP:Iteration 69Q (967.780000 sec): 3 clusters Score: Raw -643116.279571 + Penalty 4121.355526 = -638994.924045 nChanged 2 SP:Iteration 70Q (967.800000 sec): 3 clusters Score: Raw -643117.423000 + Penalty 4121.355526 = -638996.067474 nChanged 2 SP:Iteration 71Q (967.820000 sec): 3 clusters Score: Raw -643118.364251 + Penalty 4121.355526 = -638997.008726 nChanged 2 SP:Iteration 72Q (967.840000 sec): 3 clusters Score: Raw -643119.447878 + Penalty 4121.355526 = -638998.092352 nChanged 2 SP:Iteration 73Q (967.850000 sec): 3 clusters Score: Raw -643121.299426 + Penalty 4121.355526 = -638999.943900 nChanged 3 SP:Iteration 74Q (967.870000 sec): 3 clusters Score: Raw -643122.437022 + Penalty 4121.355526 = -639001.081496 nChanged 1 SP:Iteration 75Q (967.890000 sec): 3 clusters Score: Raw -643122.733132 + Penalty 4121.355526 = -639001.377606 nChanged 0 SP:Iteration 76F (967.910000 sec): 3 clusters Score: Raw -643122.733132 + Penalty 4121.355526 = -639001.377606 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (134484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.530000 sec): 2 clusters Score: Raw -20966048.679859 + Penalty 2928.681727 = -20963119.998132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (969.240000 sec): 3 clusters Score: Raw -20878987.028534 + Penalty 5857.363454 = -20873129.665081 nChanged 64351 SP:Iteration 1F (969.930000 sec): 3 clusters Score: Raw -20916805.663220 + Penalty 5857.363454 = -20910948.299766 nChanged 4848 SP:Iteration 2Q (970.640000 sec): 3 clusters Score: Raw -20918462.115490 + Penalty 5857.363454 = -20912604.752036 nChanged 5772 SP:Iteration 3Q (971.340000 sec): 3 clusters Score: Raw -20920858.004361 + Penalty 5857.363454 = -20915000.640907 nChanged 7305 SP:Iteration 4F (972.050000 sec): 3 clusters Score: Raw -20924510.728834 + Penalty 5857.363454 = -20918653.365380 nChanged 9061 SP:Iteration 5F (972.740000 sec): 3 clusters Score: Raw -20930095.562906 + Penalty 5857.363454 = -20924238.199452 nChanged 10475 SP:Iteration 6F (973.440000 sec): 3 clusters Score: Raw -20937655.971066 + Penalty 5857.363454 = -20931798.607613 nChanged 10631 SP:Iteration 7F (974.140000 sec): 3 clusters Score: Raw -20945935.594429 + Penalty 5857.363454 = -20940078.230975 nChanged 8883 SP:Iteration 8F (974.840000 sec): 3 clusters Score: Raw -20953134.523637 + Penalty 5857.363454 = -20947277.160183 nChanged 6504 SP:Iteration 9Q (975.540000 sec): 3 clusters Score: Raw -20958333.772115 + Penalty 5857.363454 = -20952476.408661 nChanged 4422 SP:Iteration 10Q (976.230000 sec): 3 clusters Score: Raw -20961765.720169 + Penalty 5857.363454 = -20955908.356715 nChanged 2874 SP:Iteration 11Q (976.900000 sec): 3 clusters Score: Raw -20963905.152133 + Penalty 5857.363454 = -20958047.788679 nChanged 1877 SP:Iteration 12Q (977.530000 sec): 3 clusters Score: Raw -20965298.408077 + Penalty 5857.363454 = -20959441.044623 nChanged 1292 SP:Iteration 13Q (978.130000 sec): 3 clusters Score: Raw -20966339.910852 + Penalty 5857.363454 = -20960482.547398 nChanged 876 SP:Iteration 14Q (978.700000 sec): 3 clusters Score: Raw -20967125.911278 + Penalty 5857.363454 = -20961268.547824 nChanged 639 SP:Iteration 15Q (979.240000 sec): 3 clusters Score: Raw -20967752.683030 + Penalty 5857.363454 = -20961895.319576 nChanged 506 SP:Iteration 16Q (979.770000 sec): 3 clusters Score: Raw -20968282.595359 + Penalty 5857.363454 = -20962425.231905 nChanged 383 SP:Iteration 17Q (980.300000 sec): 3 clusters Score: Raw -20968611.544433 + Penalty 5857.363454 = -20962754.180979 nChanged 333 SP:Iteration 18Q (980.810000 sec): 3 clusters Score: Raw -20968819.255582 + Penalty 5857.363454 = -20962961.892128 nChanged 272 SP:Iteration 19Q (981.310000 sec): 3 clusters Score: Raw -20968943.874192 + Penalty 5857.363454 = -20963086.510739 nChanged 218 SP:Iteration 20F (982.000000 sec): 3 clusters Score: Raw -20969025.465603 + Penalty 5857.363454 = -20963168.102150 nChanged 172 SP:Iteration 21Q (982.520000 sec): 3 clusters Score: Raw -20969082.598791 + Penalty 5857.363454 = -20963225.235337 nChanged 137 SP:Iteration 22Q (983.020000 sec): 3 clusters Score: Raw -20969121.903829 + Penalty 5857.363454 = -20963264.540375 nChanged 100 SP:Iteration 23Q (983.520000 sec): 3 clusters Score: Raw -20969144.195100 + Penalty 5857.363454 = -20963286.831646 nChanged 77 SP:Iteration 24Q (984.020000 sec): 3 clusters Score: Raw -20969162.194967 + Penalty 5857.363454 = -20963304.831513 nChanged 65 SP:Iteration 25Q (984.530000 sec): 3 clusters Score: Raw -20969176.439176 + Penalty 5857.363454 = -20963319.075722 nChanged 48 SP:Iteration 26Q (985.040000 sec): 3 clusters Score: Raw -20969184.711891 + Penalty 5857.363454 = -20963327.348437 nChanged 45 SP:Iteration 27Q (985.550000 sec): 3 clusters Score: Raw -20969190.856288 + Penalty 5857.363454 = -20963333.492834 nChanged 35 SP:Iteration 28Q (986.040000 sec): 3 clusters Score: Raw -20969195.180370 + Penalty 5857.363454 = -20963337.816916 nChanged 17 SP:Iteration 29Q (986.540000 sec): 3 clusters Score: Raw -20969196.820733 + Penalty 5857.363454 = -20963339.457279 nChanged 14 SP:Iteration 30Q (987.040000 sec): 3 clusters Score: Raw -20969198.339605 + Penalty 5857.363454 = -20963340.976151 nChanged 16 SP:Iteration 31Q (987.540000 sec): 3 clusters Score: Raw -20969200.560468 + Penalty 5857.363454 = -20963343.197014 nChanged 19 SP:Iteration 32Q (988.050000 sec): 3 clusters Score: Raw -20969202.500316 + Penalty 5857.363454 = -20963345.136862 nChanged 15 SP:Iteration 33Q (988.560000 sec): 3 clusters Score: Raw -20969204.591989 + Penalty 5857.363454 = -20963347.228535 nChanged 7 SP:Iteration 34Q (989.060000 sec): 3 clusters Score: Raw -20969205.304678 + Penalty 5857.363454 = -20963347.941224 nChanged 4 SP:Iteration 35Q (989.570000 sec): 3 clusters Score: Raw -20969205.495557 + Penalty 5857.363454 = -20963348.132103 nChanged 1 SP:Iteration 36Q (990.070000 sec): 3 clusters Score: Raw -20969205.544258 + Penalty 5857.363454 = -20963348.180804 nChanged 0 SP:Iteration 37F (990.760000 sec): 3 clusters Score: Raw -20969205.544258 + Penalty 5857.363454 = -20963348.180804 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.860000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.860000 sec): 3 clusters Score: Raw -86031.984870 + Penalty 3175.350930 = -82856.633940 nChanged 127 SP:Iteration 1F (990.870000 sec): 3 clusters Score: Raw -86304.602547 + Penalty 3175.350930 = -83129.251618 nChanged 40 SP:Iteration 2F (990.870000 sec): 3 clusters Score: Raw -86470.270724 + Penalty 3175.350930 = -83294.919795 nChanged 47 SP:Iteration 3F (990.870000 sec): 3 clusters Score: Raw -86643.495148 + Penalty 3175.350930 = -83468.144218 nChanged 34 SP:Iteration 4F (990.870000 sec): 3 clusters Score: Raw -86769.323902 + Penalty 3175.350930 = -83593.972973 nChanged 28 SP:Iteration 5Q (990.880000 sec): 3 clusters Score: Raw -86868.157214 + Penalty 3175.350930 = -83692.806284 nChanged 12 SP:Iteration 6Q (990.880000 sec): 3 clusters Score: Raw -86915.820723 + Penalty 3175.350930 = -83740.469794 nChanged 7 SP:Iteration 7Q (990.880000 sec): 3 clusters Score: Raw -86934.198290 + Penalty 3175.350930 = -83758.847360 nChanged 3 SP:Iteration 8Q (990.890000 sec): 3 clusters Score: Raw -86941.215206 + Penalty 3175.350930 = -83765.864276 nChanged 1 SP:Iteration 9Q (990.890000 sec): 3 clusters Score: Raw -86946.733982 + Penalty 3175.350930 = -83771.383052 nChanged 4 SP:Iteration 10Q (990.890000 sec): 3 clusters Score: Raw -86960.377613 + Penalty 3175.350930 = -83785.026683 nChanged 4 SP:Iteration 11Q (990.890000 sec): 3 clusters Score: Raw -86980.613896 + Penalty 3175.350930 = -83805.262966 nChanged 2 SP:Iteration 12Q (990.890000 sec): 3 clusters Score: Raw -86991.010121 + Penalty 3175.350930 = -83815.659192 nChanged 1 SP:Iteration 13Q (990.900000 sec): 3 clusters Score: Raw -86994.289359 + Penalty 3175.350930 = -83818.938430 nChanged 0 SP:Iteration 14F (990.900000 sec): 3 clusters Score: Raw -86994.289359 + Penalty 3175.350930 = -83818.938430 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.910000 sec): 2 clusters Score: Raw -250548.709192 + Penalty 1852.191291 = -248696.517900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.920000 sec): 3 clusters Score: Raw -250147.313938 + Penalty 3704.382583 = -246442.931356 nChanged 615 SP:Iteration 1F (990.930000 sec): 3 clusters Score: Raw -251242.834115 + Penalty 3704.382583 = -247538.451532 nChanged 242 SP:Iteration 2F (990.940000 sec): 3 clusters Score: Raw -251963.449611 + Penalty 3704.382583 = -248259.067029 nChanged 180 SP:Iteration 3F (990.950000 sec): 3 clusters Score: Raw -252490.264654 + Penalty 3704.382583 = -248785.882071 nChanged 96 SP:Iteration 4F (990.950000 sec): 3 clusters Score: Raw -252707.510519 + Penalty 3704.382583 = -249003.127936 nChanged 49 SP:Iteration 5Q (990.960000 sec): 3 clusters Score: Raw -252799.385172 + Penalty 3704.382583 = -249095.002589 nChanged 30 SP:Iteration 6Q (990.970000 sec): 3 clusters Score: Raw -252842.689769 + Penalty 3704.382583 = -249138.307187 nChanged 11 SP:Iteration 7Q (990.980000 sec): 3 clusters Score: Raw -252854.933561 + Penalty 3704.382583 = -249150.550979 nChanged 7 SP:Iteration 8Q (990.990000 sec): 3 clusters Score: Raw -252863.386431 + Penalty 3704.382583 = -249159.003848 nChanged 2 SP:Iteration 9Q (990.990000 sec): 3 clusters Score: Raw -252864.987810 + Penalty 3704.382583 = -249160.605227 nChanged 3 SP:Iteration 10Q (991.000000 sec): 3 clusters Score: Raw -252867.465276 + Penalty 3704.382583 = -249163.082693 nChanged 3 SP:Iteration 11Q (991.010000 sec): 3 clusters Score: Raw -252869.977932 + Penalty 3704.382583 = -249165.595350 nChanged 3 SP:Iteration 12Q (991.010000 sec): 3 clusters Score: Raw -252872.445088 + Penalty 3704.382583 = -249168.062505 nChanged 5 SP:Iteration 13Q (991.020000 sec): 3 clusters Score: Raw -252878.387410 + Penalty 3704.382583 = -249174.004827 nChanged 3 SP:Iteration 14Q (991.030000 sec): 3 clusters Score: Raw -252880.710943 + Penalty 3704.382583 = -249176.328361 nChanged 0 SP:Iteration 15F (991.040000 sec): 3 clusters Score: Raw -252880.710943 + Penalty 3704.382583 = -249176.328361 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.050000 sec): 2 clusters Score: Raw -110449.583068 + Penalty 1693.520594 = -108756.062474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.050000 sec): 3 clusters Score: Raw -110741.732810 + Penalty 3387.041188 = -107354.691623 nChanged 287 SP:Iteration 1F (991.060000 sec): 3 clusters Score: Raw -111882.909873 + Penalty 3387.041188 = -108495.868686 nChanged 158 SP:Iteration 2F (991.070000 sec): 3 clusters Score: Raw -113055.628289 + Penalty 3387.041188 = -109668.587101 nChanged 122 SP:Iteration 3F (991.070000 sec): 3 clusters Score: Raw -114294.450394 + Penalty 3387.041188 = -110907.409207 nChanged 56 SP:Iteration 4F (991.070000 sec): 3 clusters Score: Raw -114817.149296 + Penalty 3387.041188 = -111430.108108 nChanged 26 SP:Iteration 5Q (991.080000 sec): 3 clusters Score: Raw -115315.115382 + Penalty 3387.041188 = -111928.074194 nChanged 17 SP:Iteration 6Q (991.080000 sec): 3 clusters Score: Raw -115908.790053 + Penalty 3387.041188 = -112521.748865 nChanged 6 SP:Iteration 7Q (991.080000 sec): 3 clusters Score: Raw -116171.006260 + Penalty 3387.041188 = -112783.965073 nChanged 8 SP:Iteration 8Q (991.090000 sec): 3 clusters Score: Raw -116330.321797 + Penalty 3387.041188 = -112943.280609 nChanged 5 SP:Iteration 9Q (991.090000 sec): 3 clusters Score: Raw -116475.742591 + Penalty 3387.041188 = -113088.701403 nChanged 4 SP:Iteration 10Q (991.090000 sec): 3 clusters Score: Raw -116710.943110 + Penalty 3387.041188 = -113323.901922 nChanged 4 SP:Iteration 11Q (991.100000 sec): 3 clusters Score: Raw -117145.030854 + Penalty 3387.041188 = -113757.989667 nChanged 1 SP:Iteration 12Q (991.100000 sec): 3 clusters Score: Raw -117396.932704 + Penalty 3387.041188 = -114009.891516 nChanged 2 SP:Iteration 13Q (991.100000 sec): 3 clusters Score: Raw -117410.036468 + Penalty 3387.041188 = -114022.995280 nChanged 1 SP:Iteration 14Q (991.110000 sec): 3 clusters Score: Raw -117414.039233 + Penalty 3387.041188 = -114026.998045 nChanged 0 SP:Iteration 15F (991.110000 sec): 3 clusters Score: Raw -117416.104514 + Penalty 3387.041188 = -114029.063327 nChanged 1 SP:Iteration 16Q (991.110000 sec): 3 clusters Score: Raw -117427.865783 + Penalty 3387.041188 = -114040.824595 nChanged 0 SP:Iteration 17F (991.120000 sec): 3 clusters Score: Raw -117427.865783 + Penalty 3387.041188 = -114040.824595 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (244574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (992.250000 sec): 2 clusters Score: Raw -38089714.944882 + Penalty 3077.003754 = -38086637.941128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (993.540000 sec): 3 clusters Score: Raw -37928894.070783 + Penalty 6154.007507 = -37922740.063275 nChanged 117369 SP:Iteration 1F (994.810000 sec): 3 clusters Score: Raw -37998354.558739 + Penalty 6154.007507 = -37992200.551232 nChanged 7127 SP:Iteration 2Q (996.100000 sec): 3 clusters Score: Raw -38000234.030963 + Penalty 6154.007507 = -37994080.023456 nChanged 8192 SP:Iteration 3Q (997.380000 sec): 3 clusters Score: Raw -38002984.457362 + Penalty 6154.007507 = -37996830.449854 nChanged 9995 SP:Iteration 4Q (998.660000 sec): 3 clusters Score: Raw -38007444.598051 + Penalty 6154.007507 = -38001290.590544 nChanged 12743 SP:Iteration 5F (999.940000 sec): 3 clusters Score: Raw -38015009.506776 + Penalty 6154.007507 = -38008855.499269 nChanged 16661 SP:Iteration 6F (1001.210000 sec): 3 clusters Score: Raw -38027440.606048 + Penalty 6154.007507 = -38021286.598540 nChanged 19889 SP:Iteration 7F (1002.480000 sec): 3 clusters Score: Raw -38044783.518841 + Penalty 6154.007507 = -38038629.511334 nChanged 20015 SP:Iteration 8F (1003.740000 sec): 3 clusters Score: Raw -38063462.799577 + Penalty 6154.007507 = -38057308.792070 nChanged 15147 SP:Iteration 9F (1005.000000 sec): 3 clusters Score: Raw -38077481.971645 + Penalty 6154.007507 = -38071327.964138 nChanged 8570 SP:Iteration 10Q (1006.100000 sec): 3 clusters Score: Raw -38084974.962767 + Penalty 6154.007507 = -38078820.955260 nChanged 3928 SP:Iteration 11Q (1007.100000 sec): 3 clusters Score: Raw -38088270.785818 + Penalty 6154.007507 = -38082116.778310 nChanged 1715 SP:Iteration 12Q (1008.050000 sec): 3 clusters Score: Raw -38089713.843624 + Penalty 6154.007507 = -38083559.836117 nChanged 814 SP:Iteration 13Q (1008.970000 sec): 3 clusters Score: Raw -38090421.045594 + Penalty 6154.007507 = -38084267.038086 nChanged 464 SP:Iteration 14Q (1009.880000 sec): 3 clusters Score: Raw -38090774.642445 + Penalty 6154.007507 = -38084620.634938 nChanged 344 SP:Iteration 15Q (1010.770000 sec): 3 clusters Score: Raw -38090997.030416 + Penalty 6154.007507 = -38084843.022908 nChanged 250 SP:Iteration 16Q (1011.660000 sec): 3 clusters Score: Raw -38091139.774476 + Penalty 6154.007507 = -38084985.766969 nChanged 239 SP:Iteration 17Q (1012.550000 sec): 3 clusters Score: Raw -38091269.352147 + Penalty 6154.007507 = -38085115.344640 nChanged 187 SP:Iteration 18Q (1013.440000 sec): 3 clusters Score: Raw -38091341.616888 + Penalty 6154.007507 = -38085187.609380 nChanged 139 SP:Iteration 19Q (1014.320000 sec): 3 clusters Score: Raw -38091391.354224 + Penalty 6154.007507 = -38085237.346717 nChanged 111 SP:Iteration 20F (1015.570000 sec): 3 clusters Score: Raw -38091427.325246 + Penalty 6154.007507 = -38085273.317739 nChanged 105 SP:Iteration 21Q (1016.460000 sec): 3 clusters Score: Raw -38091460.310964 + Penalty 6154.007507 = -38085306.303457 nChanged 91 SP:Iteration 22Q (1017.350000 sec): 3 clusters Score: Raw -38091488.498576 + Penalty 6154.007507 = -38085334.491069 nChanged 69 SP:Iteration 23Q (1018.240000 sec): 3 clusters Score: Raw -38091508.028310 + Penalty 6154.007507 = -38085354.020802 nChanged 66 SP:Iteration 24Q (1019.140000 sec): 3 clusters Score: Raw -38091527.174835 + Penalty 6154.007507 = -38085373.167328 nChanged 60 SP:Iteration 25Q (1020.030000 sec): 3 clusters Score: Raw -38091543.042769 + Penalty 6154.007507 = -38085389.035261 nChanged 51 SP:Iteration 26Q (1020.920000 sec): 3 clusters Score: Raw -38091555.167432 + Penalty 6154.007507 = -38085401.159925 nChanged 45 SP:Iteration 27Q (1021.810000 sec): 3 clusters Score: Raw -38091567.069060 + Penalty 6154.007507 = -38085413.061552 nChanged 44 SP:Iteration 28Q (1022.710000 sec): 3 clusters Score: Raw -38091578.094960 + Penalty 6154.007507 = -38085424.087453 nChanged 38 SP:Iteration 29Q (1023.600000 sec): 3 clusters Score: Raw -38091586.630979 + Penalty 6154.007507 = -38085432.623472 nChanged 36 SP:Iteration 30Q (1024.480000 sec): 3 clusters Score: Raw -38091594.326391 + Penalty 6154.007507 = -38085440.318883 nChanged 35 SP:Iteration 31Q (1025.380000 sec): 3 clusters Score: Raw -38091600.717886 + Penalty 6154.007507 = -38085446.710379 nChanged 25 SP:Iteration 32Q (1026.270000 sec): 3 clusters Score: Raw -38091605.034295 + Penalty 6154.007507 = -38085451.026787 nChanged 21 SP:Iteration 33Q (1027.160000 sec): 3 clusters Score: Raw -38091609.426281 + Penalty 6154.007507 = -38085455.418773 nChanged 19 SP:Iteration 34Q (1028.050000 sec): 3 clusters Score: Raw -38091613.528370 + Penalty 6154.007507 = -38085459.520863 nChanged 21 SP:Iteration 35Q (1028.950000 sec): 3 clusters Score: Raw -38091617.385213 + Penalty 6154.007507 = -38085463.377705 nChanged 19 SP:Iteration 36Q (1029.840000 sec): 3 clusters Score: Raw -38091620.471507 + Penalty 6154.007507 = -38085466.463999 nChanged 10 SP:Iteration 37Q (1030.730000 sec): 3 clusters Score: Raw -38091621.903120 + Penalty 6154.007507 = -38085467.895612 nChanged 8 SP:Iteration 38Q (1031.610000 sec): 3 clusters Score: Raw -38091623.041997 + Penalty 6154.007507 = -38085469.034490 nChanged 8 SP:Iteration 39Q (1032.510000 sec): 3 clusters Score: Raw -38091624.445799 + Penalty 6154.007507 = -38085470.438292 nChanged 10 SP:Iteration 40F (1033.750000 sec): 3 clusters Score: Raw -38091626.277768 + Penalty 6154.007507 = -38085472.270261 nChanged 8 SP:Iteration 41Q (1034.650000 sec): 3 clusters Score: Raw -38091627.458941 + Penalty 6154.007507 = -38085473.451434 nChanged 8 SP:Iteration 42Q (1035.550000 sec): 3 clusters Score: Raw -38091628.736775 + Penalty 6154.007507 = -38085474.729268 nChanged 5 SP:Iteration 43Q (1036.440000 sec): 3 clusters Score: Raw -38091629.363743 + Penalty 6154.007507 = -38085475.356235 nChanged 2 SP:Iteration 44Q (1037.330000 sec): 3 clusters Score: Raw -38091629.579273 + Penalty 6154.007507 = -38085475.571765 nChanged 1 SP:Iteration 45Q (1038.230000 sec): 3 clusters Score: Raw -38091629.732868 + Penalty 6154.007507 = -38085475.725361 nChanged 2 SP:Iteration 46Q (1039.130000 sec): 3 clusters Score: Raw -38091630.196866 + Penalty 6154.007507 = -38085476.189358 nChanged 8 SP:Iteration 47Q (1040.030000 sec): 3 clusters Score: Raw -38091631.356972 + Penalty 6154.007507 = -38085477.349465 nChanged 5 SP:Iteration 48Q (1040.920000 sec): 3 clusters Score: Raw -38091632.278853 + Penalty 6154.007507 = -38085478.271346 nChanged 5 SP:Iteration 49Q (1041.810000 sec): 3 clusters Score: Raw -38091633.575443 + Penalty 6154.007507 = -38085479.567935 nChanged 10 SP:Iteration 50Q (1042.710000 sec): 3 clusters Score: Raw -38091635.256171 + Penalty 6154.007507 = -38085481.248664 nChanged 11 SP:Iteration 51Q (1043.600000 sec): 3 clusters Score: Raw -38091637.117029 + Penalty 6154.007507 = -38085483.109521 nChanged 11 SP:Iteration 52Q (1044.490000 sec): 3 clusters Score: Raw -38091639.334117 + Penalty 6154.007507 = -38085485.326609 nChanged 8 SP:Iteration 53Q (1045.390000 sec): 3 clusters Score: Raw -38091640.593608 + Penalty 6154.007507 = -38085486.586101 nChanged 5 SP:Iteration 54Q (1046.280000 sec): 3 clusters Score: Raw -38091641.591780 + Penalty 6154.007507 = -38085487.584273 nChanged 7 SP:Iteration 55Q (1047.180000 sec): 3 clusters Score: Raw -38091642.964751 + Penalty 6154.007507 = -38085488.957244 nChanged 12 SP:Iteration 56Q (1048.070000 sec): 3 clusters Score: Raw -38091644.664461 + Penalty 6154.007507 = -38085490.656953 nChanged 13 SP:Iteration 57Q (1048.970000 sec): 3 clusters Score: Raw -38091646.836303 + Penalty 6154.007507 = -38085492.828795 nChanged 9 SP:Iteration 58Q (1049.850000 sec): 3 clusters Score: Raw -38091648.152439 + Penalty 6154.007507 = -38085494.144932 nChanged 10 SP:Iteration 59Q (1050.750000 sec): 3 clusters Score: Raw -38091649.349320 + Penalty 6154.007507 = -38085495.341812 nChanged 4 SP:Iteration 60F (1051.990000 sec): 3 clusters Score: Raw -38091649.925679 + Penalty 6154.007507 = -38085495.918172 nChanged 6 SP:Iteration 61Q (1052.890000 sec): 3 clusters Score: Raw -38091650.742357 + Penalty 6154.007507 = -38085496.734849 nChanged 3 SP:Iteration 62Q (1053.790000 sec): 3 clusters Score: Raw -38091651.197219 + Penalty 6154.007507 = -38085497.189712 nChanged 5 SP:Iteration 63Q (1054.680000 sec): 3 clusters Score: Raw -38091651.842877 + Penalty 6154.007507 = -38085497.835369 nChanged 1 SP:Iteration 64Q (1055.580000 sec): 3 clusters Score: Raw -38091652.007508 + Penalty 6154.007507 = -38085498.000001 nChanged 3 SP:Iteration 65Q (1056.470000 sec): 3 clusters Score: Raw -38091652.458299 + Penalty 6154.007507 = -38085498.450791 nChanged 1 SP:Iteration 66Q (1057.370000 sec): 3 clusters Score: Raw -38091652.625012 + Penalty 6154.007507 = -38085498.617505 nChanged 0 SP:Iteration 67F (1058.620000 sec): 3 clusters Score: Raw -38091652.625012 + Penalty 6154.007507 = -38085498.617505 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1058.770000 sec): 2 clusters Score: Raw -334730.715134 + Penalty 1934.846500 = -332795.868634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1058.780000 sec): 3 clusters Score: Raw -333840.831311 + Penalty 3869.692999 = -329971.138311 nChanged 847 SP:Iteration 1F (1058.790000 sec): 3 clusters Score: Raw -334844.004550 + Penalty 3869.692999 = -330974.311551 nChanged 297 SP:Iteration 2F (1058.810000 sec): 3 clusters Score: Raw -335379.338750 + Penalty 3869.692999 = -331509.645751 nChanged 203 SP:Iteration 3F (1058.820000 sec): 3 clusters Score: Raw -335788.085481 + Penalty 3869.692999 = -331918.392482 nChanged 166 SP:Iteration 4F (1058.830000 sec): 3 clusters Score: Raw -336154.232431 + Penalty 3869.692999 = -332284.539431 nChanged 138 SP:Iteration 5F (1058.840000 sec): 3 clusters Score: Raw -336384.994701 + Penalty 3869.692999 = -332515.301702 nChanged 87 SP:Iteration 6Q (1058.850000 sec): 3 clusters Score: Raw -336493.780512 + Penalty 3869.692999 = -332624.087512 nChanged 42 SP:Iteration 7Q (1058.860000 sec): 3 clusters Score: Raw -336542.448741 + Penalty 3869.692999 = -332672.755742 nChanged 25 SP:Iteration 8Q (1058.870000 sec): 3 clusters Score: Raw -336569.986043 + Penalty 3869.692999 = -332700.293043 nChanged 23 SP:Iteration 9Q (1058.890000 sec): 3 clusters Score: Raw -336596.550297 + Penalty 3869.692999 = -332726.857298 nChanged 18 SP:Iteration 10Q (1058.890000 sec): 3 clusters Score: Raw -336615.045056 + Penalty 3869.692999 = -332745.352056 nChanged 17 SP:Iteration 11Q (1058.910000 sec): 3 clusters Score: Raw -336636.233261 + Penalty 3869.692999 = -332766.540262 nChanged 18 SP:Iteration 12Q (1058.920000 sec): 3 clusters Score: Raw -336661.215354 + Penalty 3869.692999 = -332791.522355 nChanged 18 SP:Iteration 13Q (1058.930000 sec): 3 clusters Score: Raw -336675.873651 + Penalty 3869.692999 = -332806.180652 nChanged 10 SP:Iteration 14Q (1058.940000 sec): 3 clusters Score: Raw -336682.989846 + Penalty 3869.692999 = -332813.296847 nChanged 5 SP:Iteration 15Q (1058.950000 sec): 3 clusters Score: Raw -336685.910229 + Penalty 3869.692999 = -332816.217229 nChanged 4 SP:Iteration 16Q (1058.960000 sec): 3 clusters Score: Raw -336687.971987 + Penalty 3869.692999 = -332818.278988 nChanged 1 SP:Iteration 17Q (1058.970000 sec): 3 clusters Score: Raw -336688.586957 + Penalty 3869.692999 = -332818.893957 nChanged 1 SP:Iteration 18Q (1058.980000 sec): 3 clusters Score: Raw -336688.903405 + Penalty 3869.692999 = -332819.210405 nChanged 0 SP:Iteration 19F (1058.990000 sec): 3 clusters Score: Raw -336688.903405 + Penalty 3869.692999 = -332819.210405 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (34902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1059.170000 sec): 2 clusters Score: Raw -5446097.375976 + Penalty 2594.154254 = -5443503.221722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1059.350000 sec): 3 clusters Score: Raw -5424853.780255 + Penalty 5188.308509 = -5419665.471746 nChanged 15927 SP:Iteration 1F (1059.530000 sec): 3 clusters Score: Raw -5433567.341225 + Penalty 5188.308509 = -5428379.032716 nChanged 1647 SP:Iteration 2Q (1059.710000 sec): 3 clusters Score: Raw -5434155.287889 + Penalty 5188.308509 = -5428966.979380 nChanged 1585 SP:Iteration 3Q (1059.890000 sec): 3 clusters Score: Raw -5434833.908012 + Penalty 5188.308509 = -5429645.599503 nChanged 1645 SP:Iteration 4Q (1060.080000 sec): 3 clusters Score: Raw -5435742.992551 + Penalty 5188.308509 = -5430554.684042 nChanged 1965 SP:Iteration 5F (1060.260000 sec): 3 clusters Score: Raw -5436981.799838 + Penalty 5188.308509 = -5431793.491329 nChanged 2177 SP:Iteration 6F (1060.440000 sec): 3 clusters Score: Raw -5438566.839022 + Penalty 5188.308509 = -5433378.530513 nChanged 2385 SP:Iteration 7F (1060.620000 sec): 3 clusters Score: Raw -5440618.660387 + Penalty 5188.308509 = -5435430.351878 nChanged 2445 SP:Iteration 8F (1060.800000 sec): 3 clusters Score: Raw -5442797.946753 + Penalty 5188.308509 = -5437609.638244 nChanged 2140 SP:Iteration 9F (1060.980000 sec): 3 clusters Score: Raw -5444811.457411 + Penalty 5188.308509 = -5439623.148902 nChanged 1688 SP:Iteration 10Q (1061.160000 sec): 3 clusters Score: Raw -5446089.163507 + Penalty 5188.308509 = -5440900.854998 nChanged 1194 SP:Iteration 11Q (1061.330000 sec): 3 clusters Score: Raw -5446606.676067 + Penalty 5188.308509 = -5441418.367558 nChanged 748 SP:Iteration 12Q (1061.500000 sec): 3 clusters Score: Raw -5446826.111370 + Penalty 5188.308509 = -5441637.802861 nChanged 539 SP:Iteration 13Q (1061.660000 sec): 3 clusters Score: Raw -5446965.354007 + Penalty 5188.308509 = -5441777.045498 nChanged 405 SP:Iteration 14Q (1061.840000 sec): 3 clusters Score: Raw -5447056.431765 + Penalty 5188.308509 = -5441868.123256 nChanged 344 SP:Iteration 15Q (1062.000000 sec): 3 clusters Score: Raw -5447126.861667 + Penalty 5188.308509 = -5441938.553158 nChanged 291 SP:Iteration 16Q (1062.170000 sec): 3 clusters Score: Raw -5447184.962836 + Penalty 5188.308509 = -5441996.654327 nChanged 279 SP:Iteration 17Q (1062.330000 sec): 3 clusters Score: Raw -5447241.555658 + Penalty 5188.308509 = -5442053.247149 nChanged 272 SP:Iteration 18Q (1062.500000 sec): 3 clusters Score: Raw -5447289.149884 + Penalty 5188.308509 = -5442100.841375 nChanged 233 SP:Iteration 19Q (1062.660000 sec): 3 clusters Score: Raw -5447329.609459 + Penalty 5188.308509 = -5442141.300950 nChanged 227 SP:Iteration 20F (1062.840000 sec): 3 clusters Score: Raw -5447365.698901 + Penalty 5188.308509 = -5442177.390392 nChanged 197 SP:Iteration 21Q (1063.000000 sec): 3 clusters Score: Raw -5447392.891834 + Penalty 5188.308509 = -5442204.583325 nChanged 152 SP:Iteration 22Q (1063.160000 sec): 3 clusters Score: Raw -5447412.895194 + Penalty 5188.308509 = -5442224.586685 nChanged 154 SP:Iteration 23Q (1063.330000 sec): 3 clusters Score: Raw -5447433.016967 + Penalty 5188.308509 = -5442244.708458 nChanged 140 SP:Iteration 24Q (1063.490000 sec): 3 clusters Score: Raw -5447450.221675 + Penalty 5188.308509 = -5442261.913166 nChanged 131 SP:Iteration 25Q (1063.650000 sec): 3 clusters Score: Raw -5447467.992532 + Penalty 5188.308509 = -5442279.684023 nChanged 132 SP:Iteration 26Q (1063.810000 sec): 3 clusters Score: Raw -5447482.962604 + Penalty 5188.308509 = -5442294.654096 nChanged 108 SP:Iteration 27Q (1063.970000 sec): 3 clusters Score: Raw -5447495.377603 + Penalty 5188.308509 = -5442307.069094 nChanged 98 SP:Iteration 28Q (1064.130000 sec): 3 clusters Score: Raw -5447507.763388 + Penalty 5188.308509 = -5442319.454879 nChanged 102 SP:Iteration 29Q (1064.290000 sec): 3 clusters Score: Raw -5447518.625095 + Penalty 5188.308509 = -5442330.316586 nChanged 99 SP:Iteration 30Q (1064.450000 sec): 3 clusters Score: Raw -5447531.108377 + Penalty 5188.308509 = -5442342.799868 nChanged 99 SP:Iteration 31Q (1064.600000 sec): 3 clusters Score: Raw -5447541.475655 + Penalty 5188.308509 = -5442353.167146 nChanged 91 SP:Iteration 32Q (1064.760000 sec): 3 clusters Score: Raw -5447551.988238 + Penalty 5188.308509 = -5442363.679729 nChanged 90 SP:Iteration 33Q (1064.920000 sec): 3 clusters Score: Raw -5447562.071333 + Penalty 5188.308509 = -5442373.762825 nChanged 83 SP:Iteration 34Q (1065.080000 sec): 3 clusters Score: Raw -5447571.727606 + Penalty 5188.308509 = -5442383.419098 nChanged 78 SP:Iteration 35Q (1065.240000 sec): 3 clusters Score: Raw -5447579.776105 + Penalty 5188.308509 = -5442391.467596 nChanged 83 SP:Iteration 36Q (1065.390000 sec): 3 clusters Score: Raw -5447587.409561 + Penalty 5188.308509 = -5442399.101052 nChanged 66 SP:Iteration 37Q (1065.550000 sec): 3 clusters Score: Raw -5447593.609101 + Penalty 5188.308509 = -5442405.300592 nChanged 58 SP:Iteration 38Q (1065.700000 sec): 3 clusters Score: Raw -5447598.974466 + Penalty 5188.308509 = -5442410.665957 nChanged 48 SP:Iteration 39Q (1065.860000 sec): 3 clusters Score: Raw -5447603.825191 + Penalty 5188.308509 = -5442415.516682 nChanged 54 SP:Iteration 40F (1066.040000 sec): 3 clusters Score: Raw -5447609.460003 + Penalty 5188.308509 = -5442421.151494 nChanged 46 SP:Iteration 41Q (1066.200000 sec): 3 clusters Score: Raw -5447614.121355 + Penalty 5188.308509 = -5442425.812847 nChanged 49 SP:Iteration 42Q (1066.350000 sec): 3 clusters Score: Raw -5447619.148602 + Penalty 5188.308509 = -5442430.840093 nChanged 54 SP:Iteration 43Q (1066.510000 sec): 3 clusters Score: Raw -5447624.745102 + Penalty 5188.308509 = -5442436.436593 nChanged 64 SP:Iteration 44Q (1066.670000 sec): 3 clusters Score: Raw -5447631.221972 + Penalty 5188.308509 = -5442442.913464 nChanged 67 SP:Iteration 45Q (1066.820000 sec): 3 clusters Score: Raw -5447638.478528 + Penalty 5188.308509 = -5442450.170019 nChanged 57 SP:Iteration 46Q (1066.980000 sec): 3 clusters Score: Raw -5447643.728228 + Penalty 5188.308509 = -5442455.419719 nChanged 46 SP:Iteration 47Q (1067.140000 sec): 3 clusters Score: Raw -5447648.134070 + Penalty 5188.308509 = -5442459.825561 nChanged 41 SP:Iteration 48Q (1067.300000 sec): 3 clusters Score: Raw -5447651.999690 + Penalty 5188.308509 = -5442463.691181 nChanged 43 SP:Iteration 49Q (1067.450000 sec): 3 clusters Score: Raw -5447656.464065 + Penalty 5188.308509 = -5442468.155556 nChanged 46 SP:Iteration 50Q (1067.610000 sec): 3 clusters Score: Raw -5447660.641034 + Penalty 5188.308509 = -5442472.332525 nChanged 40 SP:Iteration 51Q (1067.760000 sec): 3 clusters Score: Raw -5447664.377284 + Penalty 5188.308509 = -5442476.068775 nChanged 39 SP:Iteration 52Q (1067.920000 sec): 3 clusters Score: Raw -5447667.845041 + Penalty 5188.308509 = -5442479.536532 nChanged 38 SP:Iteration 53Q (1068.080000 sec): 3 clusters Score: Raw -5447671.579157 + Penalty 5188.308509 = -5442483.270648 nChanged 31 SP:Iteration 54Q (1068.240000 sec): 3 clusters Score: Raw -5447674.524091 + Penalty 5188.308509 = -5442486.215582 nChanged 32 SP:Iteration 55Q (1068.390000 sec): 3 clusters Score: Raw -5447677.274966 + Penalty 5188.308509 = -5442488.966457 nChanged 28 SP:Iteration 56Q (1068.550000 sec): 3 clusters Score: Raw -5447680.027297 + Penalty 5188.308509 = -5442491.718788 nChanged 27 SP:Iteration 57Q (1068.700000 sec): 3 clusters Score: Raw -5447682.322289 + Penalty 5188.308509 = -5442494.013780 nChanged 24 SP:Iteration 58Q (1068.860000 sec): 3 clusters Score: Raw -5447685.077206 + Penalty 5188.308509 = -5442496.768697 nChanged 28 SP:Iteration 59Q (1069.020000 sec): 3 clusters Score: Raw -5447687.893482 + Penalty 5188.308509 = -5442499.584974 nChanged 28 SP:Iteration 60F (1069.200000 sec): 3 clusters Score: Raw -5447690.539412 + Penalty 5188.308509 = -5442502.230903 nChanged 29 SP:Iteration 61Q (1069.350000 sec): 3 clusters Score: Raw -5447694.002228 + Penalty 5188.308509 = -5442505.693719 nChanged 37 SP:Iteration 62Q (1069.500000 sec): 3 clusters Score: Raw -5447696.932464 + Penalty 5188.308509 = -5442508.623955 nChanged 24 SP:Iteration 63Q (1069.660000 sec): 3 clusters Score: Raw -5447699.288177 + Penalty 5188.308509 = -5442510.979668 nChanged 29 SP:Iteration 64Q (1069.810000 sec): 3 clusters Score: Raw -5447701.912933 + Penalty 5188.308509 = -5442513.604424 nChanged 27 SP:Iteration 65Q (1069.970000 sec): 3 clusters Score: Raw -5447704.190268 + Penalty 5188.308509 = -5442515.881759 nChanged 28 SP:Iteration 66Q (1070.120000 sec): 3 clusters Score: Raw -5447707.015391 + Penalty 5188.308509 = -5442518.706882 nChanged 24 SP:Iteration 67Q (1070.280000 sec): 3 clusters Score: Raw -5447708.946476 + Penalty 5188.308509 = -5442520.637967 nChanged 25 SP:Iteration 68Q (1070.430000 sec): 3 clusters Score: Raw -5447711.737549 + Penalty 5188.308509 = -5442523.429040 nChanged 26 SP:Iteration 69Q (1070.590000 sec): 3 clusters Score: Raw -5447714.714448 + Penalty 5188.308509 = -5442526.405939 nChanged 30 SP:Iteration 70Q (1070.740000 sec): 3 clusters Score: Raw -5447717.430154 + Penalty 5188.308509 = -5442529.121645 nChanged 25 SP:Iteration 71Q (1070.900000 sec): 3 clusters Score: Raw -5447719.383295 + Penalty 5188.308509 = -5442531.074786 nChanged 25 SP:Iteration 72Q (1071.050000 sec): 3 clusters Score: Raw -5447721.095779 + Penalty 5188.308509 = -5442532.787270 nChanged 15 SP:Iteration 73Q (1071.200000 sec): 3 clusters Score: Raw -5447722.405449 + Penalty 5188.308509 = -5442534.096940 nChanged 23 SP:Iteration 74Q (1071.360000 sec): 3 clusters Score: Raw -5447724.715068 + Penalty 5188.308509 = -5442536.406559 nChanged 25 SP:Iteration 75Q (1071.520000 sec): 3 clusters Score: Raw -5447726.550806 + Penalty 5188.308509 = -5442538.242297 nChanged 25 SP:Iteration 76Q (1071.670000 sec): 3 clusters Score: Raw -5447728.429046 + Penalty 5188.308509 = -5442540.120537 nChanged 18 SP:Iteration 77Q (1071.820000 sec): 3 clusters Score: Raw -5447729.689058 + Penalty 5188.308509 = -5442541.380549 nChanged 16 SP:Iteration 78Q (1071.980000 sec): 3 clusters Score: Raw -5447730.864466 + Penalty 5188.308509 = -5442542.555957 nChanged 18 SP:Iteration 79Q (1072.130000 sec): 3 clusters Score: Raw -5447732.331058 + Penalty 5188.308509 = -5442544.022549 nChanged 16 SP:Iteration 80F (1072.310000 sec): 3 clusters Score: Raw -5447733.582050 + Penalty 5188.308509 = -5442545.273541 nChanged 13 SP:Iteration 81Q (1072.460000 sec): 3 clusters Score: Raw -5447734.539353 + Penalty 5188.308509 = -5442546.230844 nChanged 13 SP:Iteration 82Q (1072.620000 sec): 3 clusters Score: Raw -5447735.534271 + Penalty 5188.308509 = -5442547.225762 nChanged 7 SP:Iteration 83Q (1072.770000 sec): 3 clusters Score: Raw -5447736.000610 + Penalty 5188.308509 = -5442547.692101 nChanged 5 SP:Iteration 84Q (1072.920000 sec): 3 clusters Score: Raw -5447736.380925 + Penalty 5188.308509 = -5442548.072416 nChanged 8 SP:Iteration 85Q (1073.080000 sec): 3 clusters Score: Raw -5447737.081212 + Penalty 5188.308509 = -5442548.772703 nChanged 8 SP:Iteration 86Q (1073.230000 sec): 3 clusters Score: Raw -5447737.616678 + Penalty 5188.308509 = -5442549.308169 nChanged 4 SP:Iteration 87Q (1073.390000 sec): 3 clusters Score: Raw -5447737.903318 + Penalty 5188.308509 = -5442549.594809 nChanged 4 SP:Iteration 88Q (1073.540000 sec): 3 clusters Score: Raw -5447738.244789 + Penalty 5188.308509 = -5442549.936280 nChanged 3 SP:Iteration 89Q (1073.700000 sec): 3 clusters Score: Raw -5447738.405433 + Penalty 5188.308509 = -5442550.096924 nChanged 2 SP:Iteration 90Q (1073.850000 sec): 3 clusters Score: Raw -5447738.535799 + Penalty 5188.308509 = -5442550.227290 nChanged 1 SP:Iteration 91Q (1074.010000 sec): 3 clusters Score: Raw -5447738.614666 + Penalty 5188.308509 = -5442550.306157 nChanged 0 SP:Iteration 92F (1074.190000 sec): 3 clusters Score: Raw -5447738.614666 + Penalty 5188.308509 = -5442550.306157 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 20 (16183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.270000 sec): 2 clusters Score: Raw -2504333.228039 + Penalty 2403.545714 = -2501929.682326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.350000 sec): 3 clusters Score: Raw -2495147.135793 + Penalty 4807.091427 = -2490340.044366 nChanged 7073 SP:Iteration 1F (1074.430000 sec): 3 clusters Score: Raw -2499050.712244 + Penalty 4807.091427 = -2494243.620817 nChanged 1060 SP:Iteration 2F (1074.510000 sec): 3 clusters Score: Raw -2499577.115975 + Penalty 4807.091427 = -2494770.024548 nChanged 920 SP:Iteration 3F (1074.590000 sec): 3 clusters Score: Raw -2500068.414481 + Penalty 4807.091427 = -2495261.323053 nChanged 823 SP:Iteration 4F (1074.670000 sec): 3 clusters Score: Raw -2500540.166811 + Penalty 4807.091427 = -2495733.075384 nChanged 814 SP:Iteration 5F (1074.760000 sec): 3 clusters Score: Raw -2500995.171636 + Penalty 4807.091427 = -2496188.080209 nChanged 794 SP:Iteration 6Q (1074.840000 sec): 3 clusters Score: Raw -2501434.229299 + Penalty 4807.091427 = -2496627.137872 nChanged 774 SP:Iteration 7Q (1074.920000 sec): 3 clusters Score: Raw -2501922.336067 + Penalty 4807.091427 = -2497115.244639 nChanged 766 SP:Iteration 8Q (1075.000000 sec): 3 clusters Score: Raw -2502414.009512 + Penalty 4807.091427 = -2497606.918085 nChanged 724 SP:Iteration 9Q (1075.080000 sec): 3 clusters Score: Raw -2502936.655050 + Penalty 4807.091427 = -2498129.563623 nChanged 681 SP:Iteration 10Q (1075.160000 sec): 3 clusters Score: Raw -2503496.350242 + Penalty 4807.091427 = -2498689.258815 nChanged 589 SP:Iteration 11Q (1075.240000 sec): 3 clusters Score: Raw -2503960.547947 + Penalty 4807.091427 = -2499153.456519 nChanged 478 SP:Iteration 12Q (1075.310000 sec): 3 clusters Score: Raw -2504305.763854 + Penalty 4807.091427 = -2499498.672426 nChanged 356 SP:Iteration 13Q (1075.390000 sec): 3 clusters Score: Raw -2504573.285042 + Penalty 4807.091427 = -2499766.193615 nChanged 301 SP:Iteration 14Q (1075.460000 sec): 3 clusters Score: Raw -2504800.405033 + Penalty 4807.091427 = -2499993.313606 nChanged 250 SP:Iteration 15Q (1075.530000 sec): 3 clusters Score: Raw -2504965.671634 + Penalty 4807.091427 = -2500158.580206 nChanged 195 SP:Iteration 16Q (1075.600000 sec): 3 clusters Score: Raw -2505092.093805 + Penalty 4807.091427 = -2500285.002378 nChanged 174 SP:Iteration 17Q (1075.660000 sec): 3 clusters Score: Raw -2505202.320597 + Penalty 4807.091427 = -2500395.229170 nChanged 126 SP:Iteration 18Q (1075.730000 sec): 3 clusters Score: Raw -2505280.676515 + Penalty 4807.091427 = -2500473.585088 nChanged 116 SP:Iteration 19Q (1075.800000 sec): 3 clusters Score: Raw -2505348.891730 + Penalty 4807.091427 = -2500541.800302 nChanged 93 SP:Iteration 20F (1075.880000 sec): 3 clusters Score: Raw -2505395.347474 + Penalty 4807.091427 = -2500588.256046 nChanged 88 SP:Iteration 21Q (1075.940000 sec): 3 clusters Score: Raw -2505436.882380 + Penalty 4807.091427 = -2500629.790953 nChanged 77 SP:Iteration 22Q (1076.000000 sec): 3 clusters Score: Raw -2505471.069902 + Penalty 4807.091427 = -2500663.978474 nChanged 61 SP:Iteration 23Q (1076.070000 sec): 3 clusters Score: Raw -2505496.340294 + Penalty 4807.091427 = -2500689.248867 nChanged 45 SP:Iteration 24Q (1076.130000 sec): 3 clusters Score: Raw -2505512.121928 + Penalty 4807.091427 = -2500705.030500 nChanged 27 SP:Iteration 25Q (1076.190000 sec): 3 clusters Score: Raw -2505520.853268 + Penalty 4807.091427 = -2500713.761841 nChanged 22 SP:Iteration 26Q (1076.260000 sec): 3 clusters Score: Raw -2505527.959768 + Penalty 4807.091427 = -2500720.868340 nChanged 17 SP:Iteration 27Q (1076.320000 sec): 3 clusters Score: Raw -2505533.993230 + Penalty 4807.091427 = -2500726.901802 nChanged 11 SP:Iteration 28Q (1076.380000 sec): 3 clusters Score: Raw -2505537.275290 + Penalty 4807.091427 = -2500730.183863 nChanged 10 SP:Iteration 29Q (1076.440000 sec): 3 clusters Score: Raw -2505540.775772 + Penalty 4807.091427 = -2500733.684344 nChanged 8 SP:Iteration 30Q (1076.500000 sec): 3 clusters Score: Raw -2505542.833165 + Penalty 4807.091427 = -2500735.741738 nChanged 7 SP:Iteration 31Q (1076.560000 sec): 3 clusters Score: Raw -2505544.692154 + Penalty 4807.091427 = -2500737.600726 nChanged 7 SP:Iteration 32Q (1076.620000 sec): 3 clusters Score: Raw -2505546.782364 + Penalty 4807.091427 = -2500739.690937 nChanged 6 SP:Iteration 33Q (1076.690000 sec): 3 clusters Score: Raw -2505548.155637 + Penalty 4807.091427 = -2500741.064210 nChanged 5 SP:Iteration 34Q (1076.750000 sec): 3 clusters Score: Raw -2505549.620210 + Penalty 4807.091427 = -2500742.528783 nChanged 9 SP:Iteration 35Q (1076.810000 sec): 3 clusters Score: Raw -2505553.008666 + Penalty 4807.091427 = -2500745.917238 nChanged 8 SP:Iteration 36Q (1076.880000 sec): 3 clusters Score: Raw -2505555.021119 + Penalty 4807.091427 = -2500747.929692 nChanged 5 SP:Iteration 37Q (1076.940000 sec): 3 clusters Score: Raw -2505556.055652 + Penalty 4807.091427 = -2500748.964225 nChanged 3 SP:Iteration 38Q (1077.000000 sec): 3 clusters Score: Raw -2505556.782582 + Penalty 4807.091427 = -2500749.691155 nChanged 2 SP:Iteration 39Q (1077.060000 sec): 3 clusters Score: Raw -2505557.190177 + Penalty 4807.091427 = -2500750.098749 nChanged 2 SP:Iteration 40F (1077.140000 sec): 3 clusters Score: Raw -2505557.545172 + Penalty 4807.091427 = -2500750.453745 nChanged 1 SP:Iteration 41Q (1077.200000 sec): 3 clusters Score: Raw -2505557.634830 + Penalty 4807.091427 = -2500750.543403 nChanged 1 SP:Iteration 42Q (1077.260000 sec): 3 clusters Score: Raw -2505558.212070 + Penalty 4807.091427 = -2500751.120643 nChanged 0 SP:Iteration 43F (1077.340000 sec): 3 clusters Score: Raw -2505558.212070 + Penalty 4807.091427 = -2500751.120643 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 21 (7074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.380000 sec): 2 clusters Score: Raw -1095309.154471 + Penalty 2198.316980 = -1093110.837492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.420000 sec): 3 clusters Score: Raw -1091682.583556 + Penalty 4396.633959 = -1087285.949596 nChanged 2856 SP:Iteration 1F (1077.450000 sec): 3 clusters Score: Raw -1093151.343103 + Penalty 4396.633959 = -1088754.709144 nChanged 473 SP:Iteration 2F (1077.480000 sec): 3 clusters Score: Raw -1093378.407984 + Penalty 4396.633959 = -1088981.774024 nChanged 334 SP:Iteration 3Q (1077.520000 sec): 3 clusters Score: Raw -1093543.163036 + Penalty 4396.633959 = -1089146.529077 nChanged 284 SP:Iteration 4Q (1077.560000 sec): 3 clusters Score: Raw -1093660.392724 + Penalty 4396.633959 = -1089263.758765 nChanged 229 SP:Iteration 5Q (1077.590000 sec): 3 clusters Score: Raw -1093753.126903 + Penalty 4396.633959 = -1089356.492943 nChanged 188 SP:Iteration 6Q (1077.630000 sec): 3 clusters Score: Raw -1093831.883307 + Penalty 4396.633959 = -1089435.249348 nChanged 160 SP:Iteration 7Q (1077.660000 sec): 3 clusters Score: Raw -1093906.891301 + Penalty 4396.633959 = -1089510.257342 nChanged 173 SP:Iteration 8Q (1077.700000 sec): 3 clusters Score: Raw -1093981.768393 + Penalty 4396.633959 = -1089585.134434 nChanged 153 SP:Iteration 9Q (1077.740000 sec): 3 clusters Score: Raw -1094053.784678 + Penalty 4396.633959 = -1089657.150719 nChanged 169 SP:Iteration 10Q (1077.770000 sec): 3 clusters Score: Raw -1094128.778203 + Penalty 4396.633959 = -1089732.144244 nChanged 170 SP:Iteration 11Q (1077.800000 sec): 3 clusters Score: Raw -1094205.157229 + Penalty 4396.633959 = -1089808.523269 nChanged 186 SP:Iteration 12Q (1077.840000 sec): 3 clusters Score: Raw -1094283.450775 + Penalty 4396.633959 = -1089886.816815 nChanged 165 SP:Iteration 13Q (1077.880000 sec): 3 clusters Score: Raw -1094357.062691 + Penalty 4396.633959 = -1089960.428731 nChanged 160 SP:Iteration 14Q (1077.910000 sec): 3 clusters Score: Raw -1094432.414453 + Penalty 4396.633959 = -1090035.780494 nChanged 157 SP:Iteration 15Q (1077.940000 sec): 3 clusters Score: Raw -1094503.611091 + Penalty 4396.633959 = -1090106.977131 nChanged 154 SP:Iteration 16Q (1077.980000 sec): 3 clusters Score: Raw -1094585.967193 + Penalty 4396.633959 = -1090189.333234 nChanged 185 SP:Iteration 17Q (1078.020000 sec): 3 clusters Score: Raw -1094682.944291 + Penalty 4396.633959 = -1090286.310332 nChanged 169 SP:Iteration 18Q (1078.050000 sec): 3 clusters Score: Raw -1094771.671609 + Penalty 4396.633959 = -1090375.037650 nChanged 181 SP:Iteration 19Q (1078.080000 sec): 3 clusters Score: Raw -1094883.813027 + Penalty 4396.633959 = -1090487.179068 nChanged 213 SP:Iteration 20F (1078.120000 sec): 3 clusters Score: Raw -1095012.289206 + Penalty 4396.633959 = -1090615.655246 nChanged 190 SP:Iteration 21Q (1078.150000 sec): 3 clusters Score: Raw -1095124.836531 + Penalty 4396.633959 = -1090728.202572 nChanged 174 SP:Iteration 22Q (1078.190000 sec): 3 clusters Score: Raw -1095241.810841 + Penalty 4396.633959 = -1090845.176881 nChanged 171 SP:Iteration 23Q (1078.220000 sec): 3 clusters Score: Raw -1095345.071264 + Penalty 4396.633959 = -1090948.437305 nChanged 162 SP:Iteration 24Q (1078.260000 sec): 3 clusters Score: Raw -1095473.000221 + Penalty 4396.633959 = -1091076.366262 nChanged 180 SP:Iteration 25Q (1078.290000 sec): 3 clusters Score: Raw -1095648.583385 + Penalty 4396.633959 = -1091251.949426 nChanged 223 SP:Iteration 26Q (1078.320000 sec): 3 clusters Score: Raw -1095988.557645 + Penalty 4396.633959 = -1091591.923685 nChanged 254 SP:Iteration 27Q (1078.360000 sec): 3 clusters Score: Raw -1096451.061643 + Penalty 4396.633959 = -1092054.427683 nChanged 259 SP:Iteration 28Q (1078.390000 sec): 3 clusters Score: Raw -1096905.379267 + Penalty 4396.633959 = -1092508.745308 nChanged 202 SP:Iteration 29Q (1078.420000 sec): 3 clusters Score: Raw -1097229.878378 + Penalty 4396.633959 = -1092833.244419 nChanged 122 SP:Iteration 30Q (1078.450000 sec): 3 clusters Score: Raw -1097358.405530 + Penalty 4396.633959 = -1092961.771571 nChanged 59 SP:Iteration 31Q (1078.480000 sec): 3 clusters Score: Raw -1097406.509667 + Penalty 4396.633959 = -1093009.875707 nChanged 33 SP:Iteration 32Q (1078.500000 sec): 3 clusters Score: Raw -1097427.962091 + Penalty 4396.633959 = -1093031.328131 nChanged 25 SP:Iteration 33Q (1078.530000 sec): 3 clusters Score: Raw -1097443.073079 + Penalty 4396.633959 = -1093046.439119 nChanged 21 SP:Iteration 34Q (1078.560000 sec): 3 clusters Score: Raw -1097451.668680 + Penalty 4396.633959 = -1093055.034720 nChanged 11 SP:Iteration 35Q (1078.590000 sec): 3 clusters Score: Raw -1097454.494217 + Penalty 4396.633959 = -1093057.860257 nChanged 9 SP:Iteration 36Q (1078.620000 sec): 3 clusters Score: Raw -1097456.602644 + Penalty 4396.633959 = -1093059.968685 nChanged 6 SP:Iteration 37Q (1078.640000 sec): 3 clusters Score: Raw -1097458.234926 + Penalty 4396.633959 = -1093061.600966 nChanged 5 SP:Iteration 38Q (1078.680000 sec): 3 clusters Score: Raw -1097459.387610 + Penalty 4396.633959 = -1093062.753650 nChanged 6 SP:Iteration 39Q (1078.710000 sec): 3 clusters Score: Raw -1097460.648757 + Penalty 4396.633959 = -1093064.014798 nChanged 1 SP:Iteration 40F (1078.740000 sec): 3 clusters Score: Raw -1097460.828518 + Penalty 4396.633959 = -1093064.194559 nChanged 1 SP:Iteration 41Q (1078.770000 sec): 3 clusters Score: Raw -1097460.865391 + Penalty 4396.633959 = -1093064.231432 nChanged 0 SP:Iteration 42F (1078.800000 sec): 3 clusters Score: Raw -1097460.865391 + Penalty 4396.633959 = -1093064.231432 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 22 (4355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.830000 sec): 2 clusters Score: Raw -676241.543440 + Penalty 2078.011813 = -674163.531628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.850000 sec): 3 clusters Score: Raw -674249.601932 + Penalty 4156.023625 = -670093.578307 nChanged 1576 SP:Iteration 1F (1078.870000 sec): 3 clusters Score: Raw -675179.997465 + Penalty 4156.023625 = -671023.973840 nChanged 343 SP:Iteration 2F (1078.890000 sec): 3 clusters Score: Raw -675422.068046 + Penalty 4156.023625 = -671266.044421 nChanged 246 SP:Iteration 3F (1078.910000 sec): 3 clusters Score: Raw -675595.306370 + Penalty 4156.023625 = -671439.282745 nChanged 184 SP:Iteration 4Q (1078.940000 sec): 3 clusters Score: Raw -675711.261533 + Penalty 4156.023625 = -671555.237908 nChanged 150 SP:Iteration 5Q (1078.960000 sec): 3 clusters Score: Raw -675803.672806 + Penalty 4156.023625 = -671647.649180 nChanged 144 SP:Iteration 6Q (1078.980000 sec): 3 clusters Score: Raw -675896.586368 + Penalty 4156.023625 = -671740.562743 nChanged 100 SP:Iteration 7Q (1079.000000 sec): 3 clusters Score: Raw -675948.935606 + Penalty 4156.023625 = -671792.911981 nChanged 83 SP:Iteration 8Q (1079.020000 sec): 3 clusters Score: Raw -675987.773727 + Penalty 4156.023625 = -671831.750102 nChanged 74 SP:Iteration 9Q (1079.050000 sec): 3 clusters Score: Raw -676022.641829 + Penalty 4156.023625 = -671866.618203 nChanged 56 SP:Iteration 10Q (1079.070000 sec): 3 clusters Score: Raw -676048.895422 + Penalty 4156.023625 = -671892.871797 nChanged 51 SP:Iteration 11Q (1079.090000 sec): 3 clusters Score: Raw -676070.874016 + Penalty 4156.023625 = -671914.850391 nChanged 50 SP:Iteration 12Q (1079.110000 sec): 3 clusters Score: Raw -676096.737094 + Penalty 4156.023625 = -671940.713469 nChanged 53 SP:Iteration 13Q (1079.130000 sec): 3 clusters Score: Raw -676124.412316 + Penalty 4156.023625 = -671968.388691 nChanged 57 SP:Iteration 14Q (1079.150000 sec): 3 clusters Score: Raw -676154.543283 + Penalty 4156.023625 = -671998.519657 nChanged 64 SP:Iteration 15Q (1079.170000 sec): 3 clusters Score: Raw -676191.342685 + Penalty 4156.023625 = -672035.319060 nChanged 61 SP:Iteration 16Q (1079.190000 sec): 3 clusters Score: Raw -676221.146453 + Penalty 4156.023625 = -672065.122828 nChanged 56 SP:Iteration 17Q (1079.210000 sec): 3 clusters Score: Raw -676251.472006 + Penalty 4156.023625 = -672095.448381 nChanged 46 SP:Iteration 18Q (1079.240000 sec): 3 clusters Score: Raw -676272.359492 + Penalty 4156.023625 = -672116.335867 nChanged 38 SP:Iteration 19Q (1079.260000 sec): 3 clusters Score: Raw -676288.488186 + Penalty 4156.023625 = -672132.464561 nChanged 26 SP:Iteration 20F (1079.280000 sec): 3 clusters Score: Raw -676298.486533 + Penalty 4156.023625 = -672142.462908 nChanged 27 SP:Iteration 21Q (1079.300000 sec): 3 clusters Score: Raw -676307.509773 + Penalty 4156.023625 = -672151.486148 nChanged 22 SP:Iteration 22Q (1079.320000 sec): 3 clusters Score: Raw -676317.670835 + Penalty 4156.023625 = -672161.647210 nChanged 27 SP:Iteration 23Q (1079.350000 sec): 3 clusters Score: Raw -676328.202315 + Penalty 4156.023625 = -672172.178690 nChanged 25 SP:Iteration 24Q (1079.370000 sec): 3 clusters Score: Raw -676341.705369 + Penalty 4156.023625 = -672185.681744 nChanged 28 SP:Iteration 25Q (1079.390000 sec): 3 clusters Score: Raw -676356.140925 + Penalty 4156.023625 = -672200.117300 nChanged 33 SP:Iteration 26Q (1079.410000 sec): 3 clusters Score: Raw -676374.068454 + Penalty 4156.023625 = -672218.044829 nChanged 26 SP:Iteration 27Q (1079.430000 sec): 3 clusters Score: Raw -676386.181825 + Penalty 4156.023625 = -672230.158199 nChanged 22 SP:Iteration 28Q (1079.450000 sec): 3 clusters Score: Raw -676398.443819 + Penalty 4156.023625 = -672242.420194 nChanged 20 SP:Iteration 29Q (1079.470000 sec): 3 clusters Score: Raw -676409.814161 + Penalty 4156.023625 = -672253.790536 nChanged 27 SP:Iteration 30Q (1079.490000 sec): 3 clusters Score: Raw -676424.091420 + Penalty 4156.023625 = -672268.067795 nChanged 22 SP:Iteration 31Q (1079.510000 sec): 3 clusters Score: Raw -676433.087176 + Penalty 4156.023625 = -672277.063551 nChanged 17 SP:Iteration 32Q (1079.540000 sec): 3 clusters Score: Raw -676441.146531 + Penalty 4156.023625 = -672285.122906 nChanged 14 SP:Iteration 33Q (1079.560000 sec): 3 clusters Score: Raw -676449.133536 + Penalty 4156.023625 = -672293.109911 nChanged 14 SP:Iteration 34Q (1079.580000 sec): 3 clusters Score: Raw -676456.488368 + Penalty 4156.023625 = -672300.464743 nChanged 15 SP:Iteration 35Q (1079.600000 sec): 3 clusters Score: Raw -676464.727370 + Penalty 4156.023625 = -672308.703745 nChanged 15 SP:Iteration 36Q (1079.620000 sec): 3 clusters Score: Raw -676472.135534 + Penalty 4156.023625 = -672316.111909 nChanged 16 SP:Iteration 37Q (1079.640000 sec): 3 clusters Score: Raw -676479.026329 + Penalty 4156.023625 = -672323.002703 nChanged 19 SP:Iteration 38Q (1079.660000 sec): 3 clusters Score: Raw -676489.340606 + Penalty 4156.023625 = -672333.316981 nChanged 16 SP:Iteration 39Q (1079.680000 sec): 3 clusters Score: Raw -676496.613570 + Penalty 4156.023625 = -672340.589945 nChanged 8 SP:Iteration 40F (1079.710000 sec): 3 clusters Score: Raw -676499.870278 + Penalty 4156.023625 = -672343.846653 nChanged 5 SP:Iteration 41Q (1079.730000 sec): 3 clusters Score: Raw -676501.609301 + Penalty 4156.023625 = -672345.585676 nChanged 9 SP:Iteration 42Q (1079.750000 sec): 3 clusters Score: Raw -676505.145545 + Penalty 4156.023625 = -672349.121920 nChanged 9 SP:Iteration 43Q (1079.770000 sec): 3 clusters Score: Raw -676508.588125 + Penalty 4156.023625 = -672352.564500 nChanged 13 SP:Iteration 44Q (1079.790000 sec): 3 clusters Score: Raw -676512.903280 + Penalty 4156.023625 = -672356.879655 nChanged 5 SP:Iteration 45Q (1079.810000 sec): 3 clusters Score: Raw -676514.193230 + Penalty 4156.023625 = -672358.169605 nChanged 2 SP:Iteration 46Q (1079.830000 sec): 3 clusters Score: Raw -676514.740823 + Penalty 4156.023625 = -672358.717198 nChanged 2 SP:Iteration 47Q (1079.850000 sec): 3 clusters Score: Raw -676516.038764 + Penalty 4156.023625 = -672360.015139 nChanged 5 SP:Iteration 48Q (1079.870000 sec): 3 clusters Score: Raw -676517.742495 + Penalty 4156.023625 = -672361.718870 nChanged 3 SP:Iteration 49Q (1079.890000 sec): 3 clusters Score: Raw -676518.846322 + Penalty 4156.023625 = -672362.822697 nChanged 6 SP:Iteration 50Q (1079.910000 sec): 3 clusters Score: Raw -676521.198456 + Penalty 4156.023625 = -672365.174831 nChanged 3 SP:Iteration 51Q (1079.930000 sec): 3 clusters Score: Raw -676522.251888 + Penalty 4156.023625 = -672366.228263 nChanged 2 SP:Iteration 52Q (1079.950000 sec): 3 clusters Score: Raw -676523.567445 + Penalty 4156.023625 = -672367.543820 nChanged 6 SP:Iteration 53Q (1079.970000 sec): 3 clusters Score: Raw -676525.861592 + Penalty 4156.023625 = -672369.837967 nChanged 6 SP:Iteration 54Q (1079.990000 sec): 3 clusters Score: Raw -676527.834458 + Penalty 4156.023625 = -672371.810833 nChanged 5 SP:Iteration 55Q (1080.020000 sec): 3 clusters Score: Raw -676529.969910 + Penalty 4156.023625 = -672373.946285 nChanged 3 SP:Iteration 56Q (1080.040000 sec): 3 clusters Score: Raw -676531.009827 + Penalty 4156.023625 = -672374.986202 nChanged 1 SP:Iteration 57Q (1080.060000 sec): 3 clusters Score: Raw -676531.739033 + Penalty 4156.023625 = -672375.715408 nChanged 0 SP:Iteration 58F (1080.080000 sec): 3 clusters Score: Raw -676531.739033 + Penalty 4156.023625 = -672375.715408 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 23 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.090000 sec): 2 clusters Score: Raw -247848.296233 + Penalty 1841.784170 = -246006.512063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.100000 sec): 3 clusters Score: Raw -247252.219134 + Penalty 3683.568340 = -243568.650794 nChanged 525 SP:Iteration 1F (1080.110000 sec): 3 clusters Score: Raw -247767.885257 + Penalty 3683.568340 = -244084.316917 nChanged 159 SP:Iteration 2F (1080.120000 sec): 3 clusters Score: Raw -248043.573596 + Penalty 3683.568340 = -244360.005256 nChanged 117 SP:Iteration 3F (1080.130000 sec): 3 clusters Score: Raw -248276.019982 + Penalty 3683.568340 = -244592.451642 nChanged 97 SP:Iteration 4F (1080.130000 sec): 3 clusters Score: Raw -248483.683025 + Penalty 3683.568340 = -244800.114686 nChanged 81 SP:Iteration 5Q (1080.140000 sec): 3 clusters Score: Raw -248632.671793 + Penalty 3683.568340 = -244949.103453 nChanged 68 SP:Iteration 6Q (1080.150000 sec): 3 clusters Score: Raw -248737.461308 + Penalty 3683.568340 = -245053.892968 nChanged 63 SP:Iteration 7Q (1080.150000 sec): 3 clusters Score: Raw -248861.223463 + Penalty 3683.568340 = -245177.655123 nChanged 51 SP:Iteration 8Q (1080.160000 sec): 3 clusters Score: Raw -248968.955690 + Penalty 3683.568340 = -245285.387350 nChanged 57 SP:Iteration 9Q (1080.170000 sec): 3 clusters Score: Raw -249118.982867 + Penalty 3683.568340 = -245435.414527 nChanged 74 SP:Iteration 10Q (1080.180000 sec): 3 clusters Score: Raw -249419.768027 + Penalty 3683.568340 = -245736.199687 nChanged 76 SP:Iteration 11Q (1080.180000 sec): 3 clusters Score: Raw -249913.891384 + Penalty 3683.568340 = -246230.323044 nChanged 53 SP:Iteration 12Q (1080.190000 sec): 3 clusters Score: Raw -250310.011104 + Penalty 3683.568340 = -246626.442764 nChanged 38 SP:Iteration 13Q (1080.200000 sec): 3 clusters Score: Raw -250437.566969 + Penalty 3683.568340 = -246753.998629 nChanged 26 SP:Iteration 14Q (1080.200000 sec): 3 clusters Score: Raw -250499.528505 + Penalty 3683.568340 = -246815.960165 nChanged 15 SP:Iteration 15Q (1080.210000 sec): 3 clusters Score: Raw -250544.501319 + Penalty 3683.568340 = -246860.932979 nChanged 13 SP:Iteration 16Q (1080.210000 sec): 3 clusters Score: Raw -250584.344642 + Penalty 3683.568340 = -246900.776302 nChanged 13 SP:Iteration 17Q (1080.220000 sec): 3 clusters Score: Raw -250620.788045 + Penalty 3683.568340 = -246937.219705 nChanged 12 SP:Iteration 18Q (1080.230000 sec): 3 clusters Score: Raw -250647.944411 + Penalty 3683.568340 = -246964.376072 nChanged 6 SP:Iteration 19Q (1080.230000 sec): 3 clusters Score: Raw -250659.996426 + Penalty 3683.568340 = -246976.428086 nChanged 4 SP:Iteration 20F (1080.240000 sec): 3 clusters Score: Raw -250695.766080 + Penalty 3683.568340 = -247012.197740 nChanged 12 SP:Iteration 21Q (1080.250000 sec): 3 clusters Score: Raw -250757.837401 + Penalty 3683.568340 = -247074.269062 nChanged 10 SP:Iteration 22Q (1080.250000 sec): 3 clusters Score: Raw -250796.471934 + Penalty 3683.568340 = -247112.903595 nChanged 4 SP:Iteration 23Q (1080.260000 sec): 3 clusters Score: Raw -250802.493003 + Penalty 3683.568340 = -247118.924663 nChanged 0 SP:Iteration 24F (1080.270000 sec): 3 clusters Score: Raw -250802.493003 + Penalty 3683.568340 = -247118.924663 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 24 (7338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.310000 sec): 2 clusters Score: Raw -1122200.763391 + Penalty 2207.403758 = -1119993.359633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.350000 sec): 3 clusters Score: Raw -1118414.554148 + Penalty 4414.807516 = -1113999.746632 nChanged 2932 SP:Iteration 1F (1080.390000 sec): 3 clusters Score: Raw -1120171.035417 + Penalty 4414.807516 = -1115756.227901 nChanged 654 SP:Iteration 2F (1080.420000 sec): 3 clusters Score: Raw -1120724.068016 + Penalty 4414.807516 = -1116309.260500 nChanged 599 SP:Iteration 3F (1080.460000 sec): 3 clusters Score: Raw -1121261.432608 + Penalty 4414.807516 = -1116846.625092 nChanged 507 SP:Iteration 4F (1080.490000 sec): 3 clusters Score: Raw -1121690.270227 + Penalty 4414.807516 = -1117275.462711 nChanged 418 SP:Iteration 5F (1080.530000 sec): 3 clusters Score: Raw -1122039.999453 + Penalty 4414.807516 = -1117625.191937 nChanged 370 SP:Iteration 6F (1080.570000 sec): 3 clusters Score: Raw -1122330.725438 + Penalty 4414.807516 = -1117915.917922 nChanged 287 SP:Iteration 7Q (1080.600000 sec): 3 clusters Score: Raw -1122558.925168 + Penalty 4414.807516 = -1118144.117652 nChanged 300 SP:Iteration 8Q (1080.640000 sec): 3 clusters Score: Raw -1122842.495282 + Penalty 4414.807516 = -1118427.687766 nChanged 317 SP:Iteration 9Q (1080.670000 sec): 3 clusters Score: Raw -1123201.169988 + Penalty 4414.807516 = -1118786.362472 nChanged 374 SP:Iteration 10F (1080.710000 sec): 3 clusters Score: Raw -1123954.808881 + Penalty 4414.807516 = -1119540.001365 nChanged 401 SP:Iteration 11F (1080.740000 sec): 3 clusters Score: Raw -1125421.883210 + Penalty 4414.807516 = -1121007.075694 nChanged 249 SP:Iteration 12Q (1080.770000 sec): 3 clusters Score: Raw -1126406.264131 + Penalty 4414.807516 = -1121991.456615 nChanged 125 SP:Iteration 13Q (1080.800000 sec): 3 clusters Score: Raw -1126864.315770 + Penalty 4414.807516 = -1122449.508254 nChanged 38 SP:Iteration 14Q (1080.820000 sec): 3 clusters Score: Raw -1126920.359955 + Penalty 4414.807516 = -1122505.552439 nChanged 18 SP:Iteration 15Q (1080.850000 sec): 3 clusters Score: Raw -1126929.007226 + Penalty 4414.807516 = -1122514.199710 nChanged 2 SP:Iteration 16Q (1080.870000 sec): 3 clusters Score: Raw -1126929.952040 + Penalty 4414.807516 = -1122515.144524 nChanged 0 SP:Iteration 17F (1080.910000 sec): 3 clusters Score: Raw -1126930.508683 + Penalty 4414.807516 = -1122515.701167 nChanged 1 SP:Iteration 18Q (1080.940000 sec): 3 clusters Score: Raw -1126930.993155 + Penalty 4414.807516 = -1122516.185639 nChanged 1 SP:Iteration 19Q (1080.960000 sec): 3 clusters Score: Raw -1126931.276369 + Penalty 4414.807516 = -1122516.468853 nChanged 0 SP:Iteration 20F (1081.000000 sec): 3 clusters Score: Raw -1126931.276369 + Penalty 4414.807516 = -1122516.468853 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 25 (25078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.120000 sec): 2 clusters Score: Raw -3843930.552825 + Penalty 2512.177069 = -3841418.375755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.250000 sec): 3 clusters Score: Raw -3829058.612946 + Penalty 5024.354138 = -3824034.258808 nChanged 11093 SP:Iteration 1F (1081.390000 sec): 3 clusters Score: Raw -3835145.146683 + Penalty 5024.354138 = -3830120.792545 nChanged 1368 SP:Iteration 2F (1081.510000 sec): 3 clusters Score: Raw -3835722.713916 + Penalty 5024.354138 = -3830698.359778 nChanged 1351 SP:Iteration 3F (1081.640000 sec): 3 clusters Score: Raw -3836439.915688 + Penalty 5024.354138 = -3831415.561550 nChanged 1536 SP:Iteration 4F (1081.770000 sec): 3 clusters Score: Raw -3837511.134253 + Penalty 5024.354138 = -3832486.780115 nChanged 1853 SP:Iteration 5F (1081.890000 sec): 3 clusters Score: Raw -3838927.228686 + Penalty 5024.354138 = -3833902.874547 nChanged 2018 SP:Iteration 6F (1082.030000 sec): 3 clusters Score: Raw -3840542.225399 + Penalty 5024.354138 = -3835517.871260 nChanged 1807 SP:Iteration 7F (1082.150000 sec): 3 clusters Score: Raw -3841934.745886 + Penalty 5024.354138 = -3836910.391747 nChanged 1397 SP:Iteration 8F (1082.280000 sec): 3 clusters Score: Raw -3842955.843413 + Penalty 5024.354138 = -3837931.489274 nChanged 919 SP:Iteration 9Q (1082.410000 sec): 3 clusters Score: Raw -3843567.498312 + Penalty 5024.354138 = -3838543.144174 nChanged 607 SP:Iteration 10Q (1082.530000 sec): 3 clusters Score: Raw -3843958.204719 + Penalty 5024.354138 = -3838933.850581 nChanged 418 SP:Iteration 11Q (1082.660000 sec): 3 clusters Score: Raw -3844230.180521 + Penalty 5024.354138 = -3839205.826382 nChanged 288 SP:Iteration 12Q (1082.790000 sec): 3 clusters Score: Raw -3844469.399421 + Penalty 5024.354138 = -3839445.045283 nChanged 223 SP:Iteration 13Q (1082.920000 sec): 3 clusters Score: Raw -3844806.006746 + Penalty 5024.354138 = -3839781.652607 nChanged 166 SP:Iteration 14Q (1083.030000 sec): 3 clusters Score: Raw -3845175.998977 + Penalty 5024.354138 = -3840151.644839 nChanged 125 SP:Iteration 15Q (1083.140000 sec): 3 clusters Score: Raw -3845269.585069 + Penalty 5024.354138 = -3840245.230930 nChanged 82 SP:Iteration 16Q (1083.240000 sec): 3 clusters Score: Raw -3845306.413077 + Penalty 5024.354138 = -3840282.058938 nChanged 52 SP:Iteration 17Q (1083.340000 sec): 3 clusters Score: Raw -3845325.436779 + Penalty 5024.354138 = -3840301.082641 nChanged 35 SP:Iteration 18Q (1083.440000 sec): 3 clusters Score: Raw -3845337.602332 + Penalty 5024.354138 = -3840313.248194 nChanged 29 SP:Iteration 19Q (1083.530000 sec): 3 clusters Score: Raw -3845345.662122 + Penalty 5024.354138 = -3840321.307984 nChanged 21 SP:Iteration 20F (1083.660000 sec): 3 clusters Score: Raw -3845350.141898 + Penalty 5024.354138 = -3840325.787760 nChanged 20 SP:Iteration 21Q (1083.770000 sec): 3 clusters Score: Raw -3845354.337812 + Penalty 5024.354138 = -3840329.983673 nChanged 14 SP:Iteration 22Q (1083.870000 sec): 3 clusters Score: Raw -3845357.812417 + Penalty 5024.354138 = -3840333.458279 nChanged 11 SP:Iteration 23Q (1083.960000 sec): 3 clusters Score: Raw -3845360.131973 + Penalty 5024.354138 = -3840335.777834 nChanged 13 SP:Iteration 24Q (1084.060000 sec): 3 clusters Score: Raw -3845362.597416 + Penalty 5024.354138 = -3840338.243277 nChanged 6 SP:Iteration 25Q (1084.160000 sec): 3 clusters Score: Raw -3845363.709827 + Penalty 5024.354138 = -3840339.355689 nChanged 3 SP:Iteration 26Q (1084.260000 sec): 3 clusters Score: Raw -3845364.627198 + Penalty 5024.354138 = -3840340.273060 nChanged 4 SP:Iteration 27Q (1084.350000 sec): 3 clusters Score: Raw -3845365.246148 + Penalty 5024.354138 = -3840340.892009 nChanged 4 SP:Iteration 28Q (1084.450000 sec): 3 clusters Score: Raw -3845366.040285 + Penalty 5024.354138 = -3840341.686147 nChanged 2 SP:Iteration 29Q (1084.550000 sec): 3 clusters Score: Raw -3845366.652972 + Penalty 5024.354138 = -3840342.298833 nChanged 1 SP:Iteration 30Q (1084.650000 sec): 3 clusters Score: Raw -3845366.851870 + Penalty 5024.354138 = -3840342.497732 nChanged 1 SP:Iteration 31Q (1084.750000 sec): 3 clusters Score: Raw -3845366.914621 + Penalty 5024.354138 = -3840342.560483 nChanged 0 SP:Iteration 32F (1084.870000 sec): 3 clusters Score: Raw -3845366.914621 + Penalty 5024.354138 = -3840342.560483 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 26 (2675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.900000 sec): 2 clusters Score: Raw -349984.624621 + Penalty 1957.142756 = -348027.481865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.910000 sec): 3 clusters Score: Raw -349051.755698 + Penalty 3914.285511 = -345137.470187 nChanged 1019 SP:Iteration 1F (1084.920000 sec): 3 clusters Score: Raw -350805.439635 + Penalty 3914.285511 = -346891.154124 nChanged 440 SP:Iteration 2F (1084.940000 sec): 3 clusters Score: Raw -352356.626533 + Penalty 3914.285511 = -348442.341022 nChanged 366 SP:Iteration 3F (1084.950000 sec): 3 clusters Score: Raw -354677.539798 + Penalty 3914.285511 = -350763.254287 nChanged 195 SP:Iteration 4F (1084.960000 sec): 3 clusters Score: Raw -356268.145870 + Penalty 3914.285511 = -352353.860359 nChanged 116 SP:Iteration 5Q (1084.970000 sec): 3 clusters Score: Raw -356711.965952 + Penalty 3914.285511 = -352797.680441 nChanged 46 SP:Iteration 6Q (1084.980000 sec): 3 clusters Score: Raw -356952.704430 + Penalty 3914.285511 = -353038.418919 nChanged 10 SP:Iteration 7Q (1084.990000 sec): 3 clusters Score: Raw -356968.111558 + Penalty 3914.285511 = -353053.826047 nChanged 4 SP:Iteration 8Q (1085.000000 sec): 3 clusters Score: Raw -356972.658153 + Penalty 3914.285511 = -353058.372642 nChanged 3 SP:Iteration 9Q (1085.010000 sec): 3 clusters Score: Raw -356976.994367 + Penalty 3914.285511 = -353062.708856 nChanged 4 SP:Iteration 10Q (1085.020000 sec): 3 clusters Score: Raw -356985.016072 + Penalty 3914.285511 = -353070.730560 nChanged 3 SP:Iteration 11Q (1085.030000 sec): 3 clusters Score: Raw -356992.641035 + Penalty 3914.285511 = -353078.355523 nChanged 5 SP:Iteration 12Q (1085.040000 sec): 3 clusters Score: Raw -357008.260783 + Penalty 3914.285511 = -353093.975272 nChanged 3 SP:Iteration 13Q (1085.050000 sec): 3 clusters Score: Raw -357010.236725 + Penalty 3914.285511 = -353095.951214 nChanged 0 SP:Iteration 14F (1085.060000 sec): 3 clusters Score: Raw -357010.236725 + Penalty 3914.285511 = -353095.951214 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 27 (7839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.110000 sec): 2 clusters Score: Raw -1112881.541578 + Penalty 2223.782905 = -1110657.758673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.150000 sec): 3 clusters Score: Raw -1108821.516321 + Penalty 4447.565811 = -1104373.950510 nChanged 3245 SP:Iteration 1F (1085.190000 sec): 3 clusters Score: Raw -1110877.820110 + Penalty 4447.565811 = -1106430.254299 nChanged 681 SP:Iteration 2F (1085.230000 sec): 3 clusters Score: Raw -1111540.160438 + Penalty 4447.565811 = -1107092.594627 nChanged 580 SP:Iteration 3F (1085.270000 sec): 3 clusters Score: Raw -1111998.393205 + Penalty 4447.565811 = -1107550.827394 nChanged 538 SP:Iteration 4F (1085.300000 sec): 3 clusters Score: Raw -1112422.124946 + Penalty 4447.565811 = -1107974.559135 nChanged 438 SP:Iteration 5F (1085.340000 sec): 3 clusters Score: Raw -1112743.503379 + Penalty 4447.565811 = -1108295.937568 nChanged 382 SP:Iteration 6Q (1085.380000 sec): 3 clusters Score: Raw -1113014.331165 + Penalty 4447.565811 = -1108566.765354 nChanged 321 SP:Iteration 7Q (1085.420000 sec): 3 clusters Score: Raw -1113240.688138 + Penalty 4447.565811 = -1108793.122327 nChanged 287 SP:Iteration 8Q (1085.460000 sec): 3 clusters Score: Raw -1113412.870127 + Penalty 4447.565811 = -1108965.304316 nChanged 242 SP:Iteration 9Q (1085.490000 sec): 3 clusters Score: Raw -1113567.922938 + Penalty 4447.565811 = -1109120.357127 nChanged 201 SP:Iteration 10Q (1085.530000 sec): 3 clusters Score: Raw -1113698.316146 + Penalty 4447.565811 = -1109250.750335 nChanged 189 SP:Iteration 11Q (1085.570000 sec): 3 clusters Score: Raw -1113816.070958 + Penalty 4447.565811 = -1109368.505147 nChanged 165 SP:Iteration 12Q (1085.610000 sec): 3 clusters Score: Raw -1113919.867816 + Penalty 4447.565811 = -1109472.302005 nChanged 148 SP:Iteration 13Q (1085.640000 sec): 3 clusters Score: Raw -1114011.090045 + Penalty 4447.565811 = -1109563.524234 nChanged 132 SP:Iteration 14Q (1085.680000 sec): 3 clusters Score: Raw -1114092.940673 + Penalty 4447.565811 = -1109645.374862 nChanged 116 SP:Iteration 15Q (1085.710000 sec): 3 clusters Score: Raw -1114165.950729 + Penalty 4447.565811 = -1109718.384918 nChanged 103 SP:Iteration 16Q (1085.750000 sec): 3 clusters Score: Raw -1114228.744185 + Penalty 4447.565811 = -1109781.178374 nChanged 93 SP:Iteration 17Q (1085.790000 sec): 3 clusters Score: Raw -1114273.947837 + Penalty 4447.565811 = -1109826.382027 nChanged 68 SP:Iteration 18Q (1085.820000 sec): 3 clusters Score: Raw -1114305.284897 + Penalty 4447.565811 = -1109857.719086 nChanged 51 SP:Iteration 19Q (1085.850000 sec): 3 clusters Score: Raw -1114328.746946 + Penalty 4447.565811 = -1109881.181135 nChanged 49 SP:Iteration 20F (1085.890000 sec): 3 clusters Score: Raw -1114353.841030 + Penalty 4447.565811 = -1109906.275219 nChanged 46 SP:Iteration 21Q (1085.930000 sec): 3 clusters Score: Raw -1114373.908402 + Penalty 4447.565811 = -1109926.342591 nChanged 33 SP:Iteration 22Q (1085.960000 sec): 3 clusters Score: Raw -1114389.025832 + Penalty 4447.565811 = -1109941.460021 nChanged 27 SP:Iteration 23Q (1085.990000 sec): 3 clusters Score: Raw -1114402.499459 + Penalty 4447.565811 = -1109954.933648 nChanged 28 SP:Iteration 24Q (1086.030000 sec): 3 clusters Score: Raw -1114413.344673 + Penalty 4447.565811 = -1109965.778862 nChanged 21 SP:Iteration 25Q (1086.060000 sec): 3 clusters Score: Raw -1114423.088356 + Penalty 4447.565811 = -1109975.522545 nChanged 17 SP:Iteration 26Q (1086.090000 sec): 3 clusters Score: Raw -1114432.255249 + Penalty 4447.565811 = -1109984.689438 nChanged 19 SP:Iteration 27Q (1086.130000 sec): 3 clusters Score: Raw -1114441.920286 + Penalty 4447.565811 = -1109994.354475 nChanged 11 SP:Iteration 28Q (1086.160000 sec): 3 clusters Score: Raw -1114448.986559 + Penalty 4447.565811 = -1110001.420748 nChanged 16 SP:Iteration 29Q (1086.190000 sec): 3 clusters Score: Raw -1114455.438952 + Penalty 4447.565811 = -1110007.873141 nChanged 13 SP:Iteration 30Q (1086.230000 sec): 3 clusters Score: Raw -1114460.588754 + Penalty 4447.565811 = -1110013.022943 nChanged 6 SP:Iteration 31Q (1086.260000 sec): 3 clusters Score: Raw -1114463.336900 + Penalty 4447.565811 = -1110015.771090 nChanged 7 SP:Iteration 32Q (1086.290000 sec): 3 clusters Score: Raw -1114464.903411 + Penalty 4447.565811 = -1110017.337600 nChanged 2 SP:Iteration 33Q (1086.330000 sec): 3 clusters Score: Raw -1114465.419489 + Penalty 4447.565811 = -1110017.853678 nChanged 1 SP:Iteration 34Q (1086.360000 sec): 3 clusters Score: Raw -1114465.684968 + Penalty 4447.565811 = -1110018.119157 nChanged 0 SP:Iteration 35F (1086.400000 sec): 3 clusters Score: Raw -1114465.684968 + Penalty 4447.565811 = -1110018.119157 nChanged 0 Iteration 59Q (1104.510000 sec): 39 clusters Score: Raw -94918940.178694 + Penalty 125758.930446 = -94793181.248248 nChanged 3764 Iteration 60F (1147.640000 sec): 39 clusters Score: Raw -94933241.367319 + Penalty 125758.930446 = -94807482.436873 nChanged 3775 Iteration 61Q (1157.670000 sec): 39 clusters Score: Raw -94939947.869022 + Penalty 125758.930446 = -94814188.938576 nChanged 2482 Iteration 62Q (1167.600000 sec): 39 clusters Score: Raw -94941156.541873 + Penalty 125758.930446 = -94815397.611427 nChanged 2109 Iteration 63Q (1177.480000 sec): 39 clusters Score: Raw -94941969.538022 + Penalty 125758.930446 = -94816210.607576 nChanged 1878 Iteration 64Q (1187.340000 sec): 39 clusters Score: Raw -94942612.321352 + Penalty 125758.930446 = -94816853.390906 nChanged 1719 Iteration 65Q (1197.210000 sec): 39 clusters Score: Raw -94943166.498136 + Penalty 125758.930446 = -94817407.567690 nChanged 1471 Iteration 66Q (1207.030000 sec): 39 clusters Score: Raw -94943640.993388 + Penalty 125758.930446 = -94817882.062942 nChanged 1304 Iteration 67Q (1216.840000 sec): 39 clusters Score: Raw -94943986.428810 + Penalty 125758.930446 = -94818227.498364 nChanged 1201 Iteration 68Q (1226.620000 sec): 39 clusters Score: Raw -94944239.769740 + Penalty 125758.930446 = -94818480.839293 nChanged 1094 Iteration 69Q (1236.420000 sec): 39 clusters Score: Raw -94944476.775547 + Penalty 125758.930446 = -94818717.845100 nChanged 1072 Iteration 70Q (1246.200000 sec): 39 clusters Score: Raw -94944703.526749 + Penalty 125758.930446 = -94818944.596303 nChanged 1012 Iteration 71Q (1255.990000 sec): 39 clusters Score: Raw -94944931.875175 + Penalty 125758.930446 = -94819172.944728 nChanged 956 Iteration 72Q (1265.790000 sec): 39 clusters Score: Raw -94945191.615849 + Penalty 125758.930446 = -94819432.685403 nChanged 925 Iteration 73Q (1275.570000 sec): 39 clusters Score: Raw -94945464.375755 + Penalty 125758.930446 = -94819705.445309 nChanged 865 Iteration 74Q (1285.360000 sec): 39 clusters Score: Raw -94945759.926577 + Penalty 125758.930446 = -94820000.996131 nChanged 818 Iteration 75Q (1295.160000 sec): 39 clusters Score: Raw -94946042.047657 + Penalty 125758.930446 = -94820283.117211 nChanged 801 Iteration 76Q (1304.950000 sec): 39 clusters Score: Raw -94946283.952653 + Penalty 125758.930446 = -94820525.022206 nChanged 762 Iteration 77Q (1314.710000 sec): 39 clusters Score: Raw -94946462.038889 + Penalty 125758.930446 = -94820703.108443 nChanged 720 Iteration 78Q (1324.470000 sec): 39 clusters Score: Raw -94946581.444125 + Penalty 125758.930446 = -94820822.513679 nChanged 671 Iteration 79Q (1334.250000 sec): 39 clusters Score: Raw -94946677.327781 + Penalty 125758.930446 = -94820918.397335 nChanged 572 Iteration 80F (1377.440000 sec): 39 clusters Score: Raw -94951566.829290 + Penalty 125758.930446 = -94825807.898844 nChanged 723 Iteration 81Q (1387.390000 sec): 39 clusters Score: Raw -94954976.489962 + Penalty 125758.930446 = -94829217.559516 nChanged 666 Iteration 82Q (1397.310000 sec): 39 clusters Score: Raw -94955322.431712 + Penalty 125758.930446 = -94829563.501266 nChanged 670 Iteration 83Q (1407.220000 sec): 39 clusters Score: Raw -94955514.029726 + Penalty 125758.930446 = -94829755.099280 nChanged 655 Iteration 84Q (1417.150000 sec): 39 clusters Score: Raw -94955632.830749 + Penalty 125758.930446 = -94829873.900303 nChanged 587 Iteration 85Q (1427.070000 sec): 39 clusters Score: Raw -94955719.356761 + Penalty 125758.930446 = -94829960.426315 nChanged 508 Iteration 86Q (1436.970000 sec): 39 clusters Score: Raw -94955784.241648 + Penalty 125758.930446 = -94830025.311202 nChanged 477 Iteration 87Q (1446.870000 sec): 39 clusters Score: Raw -94955842.625004 + Penalty 125758.930446 = -94830083.694558 nChanged 477 Iteration 88Q (1456.760000 sec): 39 clusters Score: Raw -94955895.473093 + Penalty 125758.930446 = -94830136.542647 nChanged 411 Iteration 89Q (1466.630000 sec): 39 clusters Score: Raw -94955939.332224 + Penalty 125758.930446 = -94830180.401778 nChanged 418 Iteration 90Q (1476.500000 sec): 39 clusters Score: Raw -94955987.425309 + Penalty 125758.930446 = -94830228.494863 nChanged 440 Iteration 91Q (1486.360000 sec): 39 clusters Score: Raw -94956047.114962 + Penalty 125758.930446 = -94830288.184516 nChanged 400 Iteration 92Q (1496.210000 sec): 39 clusters Score: Raw -94956103.556651 + Penalty 125758.930446 = -94830344.626205 nChanged 381 Iteration 93Q (1506.100000 sec): 39 clusters Score: Raw -94956145.422848 + Penalty 125758.930446 = -94830386.492402 nChanged 408 Iteration 94Q (1515.990000 sec): 39 clusters Score: Raw -94956191.798634 + Penalty 125758.930446 = -94830432.868188 nChanged 371 Iteration 95Q (1525.770000 sec): 39 clusters Score: Raw -94956236.612221 + Penalty 125758.930446 = -94830477.681775 nChanged 329 Iteration 96Q (1535.480000 sec): 39 clusters Score: Raw -94956284.847558 + Penalty 125758.930446 = -94830525.917112 nChanged 354 Iteration 97Q (1545.220000 sec): 39 clusters Score: Raw -94956332.799745 + Penalty 125758.930446 = -94830573.869299 nChanged 373 Iteration 98Q (1554.930000 sec): 39 clusters Score: Raw -94956377.545579 + Penalty 125758.930446 = -94830618.615133 nChanged 353 Writing temp clu file Because OldScore, -94830573.869299, is greater than current (better) Score,-94830618.615133 Compute initial score before splitting: Score: Raw -94956377.545579 + Penalty 125758.930446 = -94830618.615133 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 1 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.130000 sec): 2 clusters Score: Raw -99892.124217 + Penalty 1639.452619 = -98252.671598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.140000 sec): 3 clusters Score: Raw -99882.996015 + Penalty 3278.905238 = -96604.090776 nChanged 173 SP:Iteration 1F (1555.140000 sec): 3 clusters Score: Raw -100270.694578 + Penalty 3278.905238 = -96991.789340 nChanged 74 SP:Iteration 2F (1555.140000 sec): 3 clusters Score: Raw -100599.830174 + Penalty 3278.905238 = -97320.924936 nChanged 66 SP:Iteration 3F (1555.150000 sec): 3 clusters Score: Raw -101024.985497 + Penalty 3278.905238 = -97746.080259 nChanged 43 SP:Iteration 4F (1555.150000 sec): 3 clusters Score: Raw -101399.252756 + Penalty 3278.905238 = -98120.347518 nChanged 38 SP:Iteration 5F (1555.150000 sec): 3 clusters Score: Raw -101729.741075 + Penalty 3278.905238 = -98450.835837 nChanged 26 SP:Iteration 6Q (1555.160000 sec): 3 clusters Score: Raw -101878.331383 + Penalty 3278.905238 = -98599.426145 nChanged 22 SP:Iteration 7Q (1555.160000 sec): 3 clusters Score: Raw -101994.146760 + Penalty 3278.905238 = -98715.241522 nChanged 24 SP:Iteration 8Q (1555.160000 sec): 3 clusters Score: Raw -102149.402555 + Penalty 3278.905238 = -98870.497317 nChanged 25 SP:Iteration 9Q (1555.160000 sec): 3 clusters Score: Raw -102308.844255 + Penalty 3278.905238 = -99029.939016 nChanged 23 SP:Iteration 10Q (1555.170000 sec): 3 clusters Score: Raw -102504.507934 + Penalty 3278.905238 = -99225.602695 nChanged 24 SP:Iteration 11Q (1555.170000 sec): 3 clusters Score: Raw -102709.049291 + Penalty 3278.905238 = -99430.144052 nChanged 15 SP:Iteration 12Q (1555.180000 sec): 3 clusters Score: Raw -102822.171174 + Penalty 3278.905238 = -99543.265935 nChanged 10 SP:Iteration 13Q (1555.180000 sec): 3 clusters Score: Raw -102954.309245 + Penalty 3278.905238 = -99675.404006 nChanged 6 SP:Iteration 14Q (1555.180000 sec): 3 clusters Score: Raw -103002.957104 + Penalty 3278.905238 = -99724.051866 nChanged 5 SP:Iteration 15Q (1555.180000 sec): 3 clusters Score: Raw -103025.299460 + Penalty 3278.905238 = -99746.394222 nChanged 3 SP:Iteration 16Q (1555.180000 sec): 3 clusters Score: Raw -103037.233889 + Penalty 3278.905238 = -99758.328650 nChanged 3 SP:Iteration 17Q (1555.190000 sec): 3 clusters Score: Raw -103061.151507 + Penalty 3278.905238 = -99782.246269 nChanged 3 SP:Iteration 18Q (1555.190000 sec): 3 clusters Score: Raw -103075.751445 + Penalty 3278.905238 = -99796.846206 nChanged 3 SP:Iteration 19Q (1555.190000 sec): 3 clusters Score: Raw -103091.521816 + Penalty 3278.905238 = -99812.616578 nChanged 0 SP:Iteration 20F (1555.200000 sec): 3 clusters Score: Raw -103095.454874 + Penalty 3278.905238 = -99816.549636 nChanged 2 SP:Iteration 21Q (1555.200000 sec): 3 clusters Score: Raw -103107.081509 + Penalty 3278.905238 = -99828.176270 nChanged 3 SP:Iteration 22Q (1555.200000 sec): 3 clusters Score: Raw -103121.393850 + Penalty 3278.905238 = -99842.488612 nChanged 2 SP:Iteration 23Q (1555.200000 sec): 3 clusters Score: Raw -103135.022410 + Penalty 3278.905238 = -99856.117171 nChanged 2 SP:Iteration 24Q (1555.210000 sec): 3 clusters Score: Raw -103146.455025 + Penalty 3278.905238 = -99867.549787 nChanged 2 SP:Iteration 25Q (1555.210000 sec): 3 clusters Score: Raw -103154.748577 + Penalty 3278.905238 = -99875.843338 nChanged 0 SP:Iteration 26F (1555.210000 sec): 3 clusters Score: Raw -103154.748577 + Penalty 3278.905238 = -99875.843338 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (41742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.420000 sec): 2 clusters Score: Raw -6416279.135831 + Penalty 2638.537248 = -6413640.598583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.640000 sec): 3 clusters Score: Raw -6390906.278400 + Penalty 5277.074495 = -6385629.203904 nChanged 19026 SP:Iteration 1F (1555.850000 sec): 3 clusters Score: Raw -6402122.749302 + Penalty 5277.074495 = -6396845.674806 nChanged 2572 SP:Iteration 2F (1556.070000 sec): 3 clusters Score: Raw -6403588.394667 + Penalty 5277.074495 = -6398311.320171 nChanged 2907 SP:Iteration 3F (1556.280000 sec): 3 clusters Score: Raw -6405431.376191 + Penalty 5277.074495 = -6400154.301695 nChanged 3054 SP:Iteration 4F (1556.500000 sec): 3 clusters Score: Raw -6407339.477295 + Penalty 5277.074495 = -6402062.402800 nChanged 2784 SP:Iteration 5F (1556.720000 sec): 3 clusters Score: Raw -6409016.780363 + Penalty 5277.074495 = -6403739.705868 nChanged 2316 SP:Iteration 6F (1556.940000 sec): 3 clusters Score: Raw -6410393.593032 + Penalty 5277.074495 = -6405116.518536 nChanged 1922 SP:Iteration 7Q (1557.160000 sec): 3 clusters Score: Raw -6411677.792293 + Penalty 5277.074495 = -6406400.717798 nChanged 1659 SP:Iteration 8Q (1557.380000 sec): 3 clusters Score: Raw -6412986.506793 + Penalty 5277.074495 = -6407709.432298 nChanged 1592 SP:Iteration 9Q (1557.600000 sec): 3 clusters Score: Raw -6414244.653858 + Penalty 5277.074495 = -6408967.579363 nChanged 1388 SP:Iteration 10Q (1557.810000 sec): 3 clusters Score: Raw -6415294.573822 + Penalty 5277.074495 = -6410017.499327 nChanged 1076 SP:Iteration 11Q (1558.020000 sec): 3 clusters Score: Raw -6415870.169887 + Penalty 5277.074495 = -6410593.095392 nChanged 668 SP:Iteration 12Q (1558.220000 sec): 3 clusters Score: Raw -6416135.016823 + Penalty 5277.074495 = -6410857.942328 nChanged 426 SP:Iteration 13Q (1558.420000 sec): 3 clusters Score: Raw -6416265.682670 + Penalty 5277.074495 = -6410988.608175 nChanged 332 SP:Iteration 14Q (1558.620000 sec): 3 clusters Score: Raw -6416347.983651 + Penalty 5277.074495 = -6411070.909156 nChanged 238 SP:Iteration 15Q (1558.810000 sec): 3 clusters Score: Raw -6416394.122049 + Penalty 5277.074495 = -6411117.047553 nChanged 197 SP:Iteration 16Q (1559.010000 sec): 3 clusters Score: Raw -6416423.791589 + Penalty 5277.074495 = -6411146.717093 nChanged 140 SP:Iteration 17Q (1559.200000 sec): 3 clusters Score: Raw -6416441.963025 + Penalty 5277.074495 = -6411164.888530 nChanged 109 SP:Iteration 18Q (1559.400000 sec): 3 clusters Score: Raw -6416453.782829 + Penalty 5277.074495 = -6411176.708334 nChanged 78 SP:Iteration 19Q (1559.590000 sec): 3 clusters Score: Raw -6416461.874524 + Penalty 5277.074495 = -6411184.800029 nChanged 68 SP:Iteration 20F (1559.800000 sec): 3 clusters Score: Raw -6416468.573308 + Penalty 5277.074495 = -6411191.498813 nChanged 67 SP:Iteration 21Q (1560.000000 sec): 3 clusters Score: Raw -6416475.020186 + Penalty 5277.074495 = -6411197.945690 nChanged 54 SP:Iteration 22Q (1560.190000 sec): 3 clusters Score: Raw -6416479.738688 + Penalty 5277.074495 = -6411202.664193 nChanged 44 SP:Iteration 23Q (1560.380000 sec): 3 clusters Score: Raw -6416482.717417 + Penalty 5277.074495 = -6411205.642922 nChanged 25 SP:Iteration 24Q (1560.580000 sec): 3 clusters Score: Raw -6416484.547115 + Penalty 5277.074495 = -6411207.472620 nChanged 33 SP:Iteration 25Q (1560.780000 sec): 3 clusters Score: Raw -6416486.992882 + Penalty 5277.074495 = -6411209.918386 nChanged 30 SP:Iteration 26Q (1560.960000 sec): 3 clusters Score: Raw -6416489.069816 + Penalty 5277.074495 = -6411211.995321 nChanged 30 SP:Iteration 27Q (1561.160000 sec): 3 clusters Score: Raw -6416490.821885 + Penalty 5277.074495 = -6411213.747390 nChanged 24 SP:Iteration 28Q (1561.350000 sec): 3 clusters Score: Raw -6416492.071212 + Penalty 5277.074495 = -6411214.996717 nChanged 15 SP:Iteration 29Q (1561.540000 sec): 3 clusters Score: Raw -6416492.717919 + Penalty 5277.074495 = -6411215.643424 nChanged 7 SP:Iteration 30Q (1561.740000 sec): 3 clusters Score: Raw -6416493.076348 + Penalty 5277.074495 = -6411216.001853 nChanged 5 SP:Iteration 31Q (1561.930000 sec): 3 clusters Score: Raw -6416493.322473 + Penalty 5277.074495 = -6411216.247978 nChanged 4 SP:Iteration 32Q (1562.130000 sec): 3 clusters Score: Raw -6416493.433609 + Penalty 5277.074495 = -6411216.359114 nChanged 1 SP:Iteration 33Q (1562.320000 sec): 3 clusters Score: Raw -6416493.456963 + Penalty 5277.074495 = -6411216.382468 nChanged 0 SP:Iteration 34F (1562.540000 sec): 3 clusters Score: Raw -6416493.456963 + Penalty 5277.074495 = -6411216.382468 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (5309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1562.580000 sec): 2 clusters Score: Raw -782246.847828 + Penalty 2127.135376 = -780119.712452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1562.610000 sec): 3 clusters Score: Raw -779670.202706 + Penalty 4254.270751 = -775415.931955 nChanged 2055 SP:Iteration 1F (1562.640000 sec): 3 clusters Score: Raw -780838.214088 + Penalty 4254.270751 = -776583.943337 nChanged 431 SP:Iteration 2F (1562.660000 sec): 3 clusters Score: Raw -781128.983097 + Penalty 4254.270751 = -776874.712345 nChanged 321 SP:Iteration 3F (1562.690000 sec): 3 clusters Score: Raw -781330.276800 + Penalty 4254.270751 = -777076.006049 nChanged 254 SP:Iteration 4Q (1562.720000 sec): 3 clusters Score: Raw -781505.966562 + Penalty 4254.270751 = -777251.695811 nChanged 220 SP:Iteration 5Q (1562.740000 sec): 3 clusters Score: Raw -781698.979963 + Penalty 4254.270751 = -777444.709212 nChanged 227 SP:Iteration 6Q (1562.770000 sec): 3 clusters Score: Raw -782046.994663 + Penalty 4254.270751 = -777792.723912 nChanged 276 SP:Iteration 7F (1562.800000 sec): 3 clusters Score: Raw -782391.899313 + Penalty 4254.270751 = -778137.628562 nChanged 266 SP:Iteration 8F (1562.820000 sec): 3 clusters Score: Raw -782629.190015 + Penalty 4254.270751 = -778374.919264 nChanged 272 SP:Iteration 9F (1562.850000 sec): 3 clusters Score: Raw -782861.810657 + Penalty 4254.270751 = -778607.539906 nChanged 249 SP:Iteration 10Q (1562.870000 sec): 3 clusters Score: Raw -783077.080058 + Penalty 4254.270751 = -778822.809307 nChanged 226 SP:Iteration 11Q (1562.900000 sec): 3 clusters Score: Raw -783282.247069 + Penalty 4254.270751 = -779027.976318 nChanged 204 SP:Iteration 12Q (1562.920000 sec): 3 clusters Score: Raw -783497.163624 + Penalty 4254.270751 = -779242.892873 nChanged 169 SP:Iteration 13Q (1562.950000 sec): 3 clusters Score: Raw -783662.551158 + Penalty 4254.270751 = -779408.280406 nChanged 101 SP:Iteration 14Q (1562.970000 sec): 3 clusters Score: Raw -783746.236995 + Penalty 4254.270751 = -779491.966244 nChanged 84 SP:Iteration 15Q (1563.000000 sec): 3 clusters Score: Raw -783804.830008 + Penalty 4254.270751 = -779550.559257 nChanged 65 SP:Iteration 16Q (1563.020000 sec): 3 clusters Score: Raw -783846.788802 + Penalty 4254.270751 = -779592.518051 nChanged 47 SP:Iteration 17Q (1563.040000 sec): 3 clusters Score: Raw -783874.408156 + Penalty 4254.270751 = -779620.137405 nChanged 39 SP:Iteration 18Q (1563.070000 sec): 3 clusters Score: Raw -783901.019032 + Penalty 4254.270751 = -779646.748281 nChanged 32 SP:Iteration 19Q (1563.090000 sec): 3 clusters Score: Raw -783925.831059 + Penalty 4254.270751 = -779671.560308 nChanged 27 SP:Iteration 20F (1563.120000 sec): 3 clusters Score: Raw -783944.433766 + Penalty 4254.270751 = -779690.163015 nChanged 23 SP:Iteration 21Q (1563.140000 sec): 3 clusters Score: Raw -783957.416006 + Penalty 4254.270751 = -779703.145255 nChanged 9 SP:Iteration 22Q (1563.160000 sec): 3 clusters Score: Raw -783961.431255 + Penalty 4254.270751 = -779707.160504 nChanged 8 SP:Iteration 23Q (1563.190000 sec): 3 clusters Score: Raw -783964.132873 + Penalty 4254.270751 = -779709.862121 nChanged 2 SP:Iteration 24Q (1563.210000 sec): 3 clusters Score: Raw -783964.708538 + Penalty 4254.270751 = -779710.437787 nChanged 0 SP:Iteration 25F (1563.240000 sec): 3 clusters Score: Raw -783964.708538 + Penalty 4254.270751 = -779710.437787 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (19919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1563.330000 sec): 2 clusters Score: Raw -3082274.428282 + Penalty 2455.058474 = -3079819.369808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1563.440000 sec): 3 clusters Score: Raw -3070694.113430 + Penalty 4910.116947 = -3065783.996483 nChanged 8745 SP:Iteration 1F (1563.540000 sec): 3 clusters Score: Raw -3075673.645614 + Penalty 4910.116947 = -3070763.528667 nChanged 1319 SP:Iteration 2F (1563.640000 sec): 3 clusters Score: Raw -3076490.548679 + Penalty 4910.116947 = -3071580.431731 nChanged 1345 SP:Iteration 3F (1563.740000 sec): 3 clusters Score: Raw -3077375.977398 + Penalty 4910.116947 = -3072465.860450 nChanged 1343 SP:Iteration 4F (1563.840000 sec): 3 clusters Score: Raw -3078307.937162 + Penalty 4910.116947 = -3073397.820215 nChanged 1243 SP:Iteration 5F (1563.940000 sec): 3 clusters Score: Raw -3079071.658433 + Penalty 4910.116947 = -3074161.541486 nChanged 1078 SP:Iteration 6F (1564.040000 sec): 3 clusters Score: Raw -3079693.483566 + Penalty 4910.116947 = -3074783.366619 nChanged 958 SP:Iteration 7Q (1564.140000 sec): 3 clusters Score: Raw -3080245.884514 + Penalty 4910.116947 = -3075335.767566 nChanged 862 SP:Iteration 8Q (1564.240000 sec): 3 clusters Score: Raw -3080782.133664 + Penalty 4910.116947 = -3075872.016716 nChanged 748 SP:Iteration 9Q (1564.340000 sec): 3 clusters Score: Raw -3081304.837196 + Penalty 4910.116947 = -3076394.720249 nChanged 621 SP:Iteration 10Q (1564.440000 sec): 3 clusters Score: Raw -3081758.881320 + Penalty 4910.116947 = -3076848.764373 nChanged 524 SP:Iteration 11Q (1564.530000 sec): 3 clusters Score: Raw -3082162.849046 + Penalty 4910.116947 = -3077252.732099 nChanged 437 SP:Iteration 12Q (1564.630000 sec): 3 clusters Score: Raw -3082496.711516 + Penalty 4910.116947 = -3077586.594568 nChanged 378 SP:Iteration 13Q (1564.720000 sec): 3 clusters Score: Raw -3082759.560581 + Penalty 4910.116947 = -3077849.443634 nChanged 318 SP:Iteration 14Q (1564.810000 sec): 3 clusters Score: Raw -3082935.517312 + Penalty 4910.116947 = -3078025.400365 nChanged 241 SP:Iteration 15Q (1564.900000 sec): 3 clusters Score: Raw -3083031.629129 + Penalty 4910.116947 = -3078121.512182 nChanged 188 SP:Iteration 16Q (1564.990000 sec): 3 clusters Score: Raw -3083091.915993 + Penalty 4910.116947 = -3078181.799046 nChanged 117 SP:Iteration 17Q (1565.070000 sec): 3 clusters Score: Raw -3083121.058378 + Penalty 4910.116947 = -3078210.941430 nChanged 88 SP:Iteration 18Q (1565.160000 sec): 3 clusters Score: Raw -3083144.317186 + Penalty 4910.116947 = -3078234.200239 nChanged 70 SP:Iteration 19Q (1565.250000 sec): 3 clusters Score: Raw -3083158.864803 + Penalty 4910.116947 = -3078248.747855 nChanged 56 SP:Iteration 20F (1565.350000 sec): 3 clusters Score: Raw -3083171.177607 + Penalty 4910.116947 = -3078261.060660 nChanged 54 SP:Iteration 21Q (1565.440000 sec): 3 clusters Score: Raw -3083181.376731 + Penalty 4910.116947 = -3078271.259784 nChanged 42 SP:Iteration 22Q (1565.530000 sec): 3 clusters Score: Raw -3083187.772899 + Penalty 4910.116947 = -3078277.655952 nChanged 30 SP:Iteration 23Q (1565.610000 sec): 3 clusters Score: Raw -3083192.251427 + Penalty 4910.116947 = -3078282.134480 nChanged 27 SP:Iteration 24Q (1565.700000 sec): 3 clusters Score: Raw -3083195.979109 + Penalty 4910.116947 = -3078285.862162 nChanged 22 SP:Iteration 25Q (1565.780000 sec): 3 clusters Score: Raw -3083198.829946 + Penalty 4910.116947 = -3078288.712999 nChanged 19 SP:Iteration 26Q (1565.870000 sec): 3 clusters Score: Raw -3083201.166199 + Penalty 4910.116947 = -3078291.049251 nChanged 14 SP:Iteration 27Q (1565.950000 sec): 3 clusters Score: Raw -3083202.813412 + Penalty 4910.116947 = -3078292.696464 nChanged 10 SP:Iteration 28Q (1566.040000 sec): 3 clusters Score: Raw -3083204.049589 + Penalty 4910.116947 = -3078293.932641 nChanged 10 SP:Iteration 29Q (1566.120000 sec): 3 clusters Score: Raw -3083204.928379 + Penalty 4910.116947 = -3078294.811432 nChanged 3 SP:Iteration 30Q (1566.210000 sec): 3 clusters Score: Raw -3083205.324342 + Penalty 4910.116947 = -3078295.207395 nChanged 4 SP:Iteration 31Q (1566.290000 sec): 3 clusters Score: Raw -3083205.565212 + Penalty 4910.116947 = -3078295.448265 nChanged 4 SP:Iteration 32Q (1566.370000 sec): 3 clusters Score: Raw -3083206.138898 + Penalty 4910.116947 = -3078296.021951 nChanged 4 SP:Iteration 33Q (1566.460000 sec): 3 clusters Score: Raw -3083206.549843 + Penalty 4910.116947 = -3078296.432896 nChanged 4 SP:Iteration 34Q (1566.550000 sec): 3 clusters Score: Raw -3083206.822427 + Penalty 4910.116947 = -3078296.705479 nChanged 4 SP:Iteration 35Q (1566.630000 sec): 3 clusters Score: Raw -3083207.064266 + Penalty 4910.116947 = -3078296.947318 nChanged 3 SP:Iteration 36Q (1566.720000 sec): 3 clusters Score: Raw -3083207.258372 + Penalty 4910.116947 = -3078297.141424 nChanged 2 SP:Iteration 37Q (1566.800000 sec): 3 clusters Score: Raw -3083207.548454 + Penalty 4910.116947 = -3078297.431506 nChanged 2 SP:Iteration 38Q (1566.890000 sec): 3 clusters Score: Raw -3083207.755091 + Penalty 4910.116947 = -3078297.638143 nChanged 2 SP:Iteration 39Q (1566.970000 sec): 3 clusters Score: Raw -3083207.894726 + Penalty 4910.116947 = -3078297.777779 nChanged 3 SP:Iteration 40F (1567.070000 sec): 3 clusters Score: Raw -3083207.997776 + Penalty 4910.116947 = -3078297.880828 nChanged 2 SP:Iteration 41Q (1567.160000 sec): 3 clusters Score: Raw -3083208.080872 + Penalty 4910.116947 = -3078297.963924 nChanged 1 SP:Iteration 42Q (1567.240000 sec): 3 clusters Score: Raw -3083208.162847 + Penalty 4910.116947 = -3078298.045899 nChanged 1 SP:Iteration 43Q (1567.330000 sec): 3 clusters Score: Raw -3083208.206399 + Penalty 4910.116947 = -3078298.089452 nChanged 1 SP:Iteration 44Q (1567.410000 sec): 3 clusters Score: Raw -3083208.239320 + Penalty 4910.116947 = -3078298.122373 nChanged 0 SP:Iteration 45F (1567.510000 sec): 3 clusters Score: Raw -3083208.239320 + Penalty 4910.116947 = -3078298.122373 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (13116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.570000 sec): 2 clusters Score: Raw -2056165.587513 + Penalty 2351.433858 = -2053814.153655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1567.650000 sec): 3 clusters Score: Raw -2048913.487251 + Penalty 4702.867716 = -2044210.619535 nChanged 5531 SP:Iteration 1F (1567.710000 sec): 3 clusters Score: Raw -2051752.233515 + Penalty 4702.867716 = -2047049.365798 nChanged 768 SP:Iteration 2F (1567.780000 sec): 3 clusters Score: Raw -2052044.618389 + Penalty 4702.867716 = -2047341.750673 nChanged 606 SP:Iteration 3Q (1567.840000 sec): 3 clusters Score: Raw -2052277.381831 + Penalty 4702.867716 = -2047574.514115 nChanged 512 SP:Iteration 4Q (1567.910000 sec): 3 clusters Score: Raw -2052441.844614 + Penalty 4702.867716 = -2047738.976898 nChanged 384 SP:Iteration 5Q (1567.970000 sec): 3 clusters Score: Raw -2052551.558161 + Penalty 4702.867716 = -2047848.690445 nChanged 334 SP:Iteration 6Q (1568.040000 sec): 3 clusters Score: Raw -2052643.831650 + Penalty 4702.867716 = -2047940.963933 nChanged 306 SP:Iteration 7Q (1568.110000 sec): 3 clusters Score: Raw -2052735.807527 + Penalty 4702.867716 = -2048032.939810 nChanged 298 SP:Iteration 8Q (1568.170000 sec): 3 clusters Score: Raw -2052827.924954 + Penalty 4702.867716 = -2048125.057237 nChanged 276 SP:Iteration 9Q (1568.240000 sec): 3 clusters Score: Raw -2052921.308908 + Penalty 4702.867716 = -2048218.441191 nChanged 283 SP:Iteration 10Q (1568.300000 sec): 3 clusters Score: Raw -2053011.713253 + Penalty 4702.867716 = -2048308.845536 nChanged 284 SP:Iteration 11Q (1568.370000 sec): 3 clusters Score: Raw -2053101.489065 + Penalty 4702.867716 = -2048398.621349 nChanged 264 SP:Iteration 12Q (1568.430000 sec): 3 clusters Score: Raw -2053184.584378 + Penalty 4702.867716 = -2048481.716662 nChanged 286 SP:Iteration 13Q (1568.500000 sec): 3 clusters Score: Raw -2053286.281155 + Penalty 4702.867716 = -2048583.413438 nChanged 326 SP:Iteration 14Q (1568.570000 sec): 3 clusters Score: Raw -2053420.803028 + Penalty 4702.867716 = -2048717.935312 nChanged 383 SP:Iteration 15Q (1568.630000 sec): 3 clusters Score: Raw -2053599.495793 + Penalty 4702.867716 = -2048896.628077 nChanged 432 SP:Iteration 16Q (1568.700000 sec): 3 clusters Score: Raw -2053814.126500 + Penalty 4702.867716 = -2049111.258784 nChanged 495 SP:Iteration 17Q (1568.760000 sec): 3 clusters Score: Raw -2054096.338182 + Penalty 4702.867716 = -2049393.470466 nChanged 525 SP:Iteration 18Q (1568.830000 sec): 3 clusters Score: Raw -2054437.817948 + Penalty 4702.867716 = -2049734.950231 nChanged 525 SP:Iteration 19Q (1568.890000 sec): 3 clusters Score: Raw -2054820.860978 + Penalty 4702.867716 = -2050117.993262 nChanged 523 SP:Iteration 20F (1568.960000 sec): 3 clusters Score: Raw -2055227.296773 + Penalty 4702.867716 = -2050524.429057 nChanged 433 SP:Iteration 21Q (1569.020000 sec): 3 clusters Score: Raw -2055588.888227 + Penalty 4702.867716 = -2050886.020510 nChanged 345 SP:Iteration 22Q (1569.080000 sec): 3 clusters Score: Raw -2055901.574310 + Penalty 4702.867716 = -2051198.706594 nChanged 223 SP:Iteration 23Q (1569.140000 sec): 3 clusters Score: Raw -2056089.948036 + Penalty 4702.867716 = -2051387.080320 nChanged 132 SP:Iteration 24Q (1569.190000 sec): 3 clusters Score: Raw -2056211.070130 + Penalty 4702.867716 = -2051508.202414 nChanged 78 SP:Iteration 25Q (1569.250000 sec): 3 clusters Score: Raw -2056279.237413 + Penalty 4702.867716 = -2051576.369697 nChanged 46 SP:Iteration 26Q (1569.300000 sec): 3 clusters Score: Raw -2056318.789524 + Penalty 4702.867716 = -2051615.921808 nChanged 29 SP:Iteration 27Q (1569.350000 sec): 3 clusters Score: Raw -2056346.725092 + Penalty 4702.867716 = -2051643.857375 nChanged 22 SP:Iteration 28Q (1569.410000 sec): 3 clusters Score: Raw -2056368.864490 + Penalty 4702.867716 = -2051665.996773 nChanged 20 SP:Iteration 29Q (1569.450000 sec): 3 clusters Score: Raw -2056390.786264 + Penalty 4702.867716 = -2051687.918548 nChanged 15 SP:Iteration 30Q (1569.500000 sec): 3 clusters Score: Raw -2056406.546142 + Penalty 4702.867716 = -2051703.678426 nChanged 11 SP:Iteration 31Q (1569.550000 sec): 3 clusters Score: Raw -2056416.302761 + Penalty 4702.867716 = -2051713.435044 nChanged 4 SP:Iteration 32Q (1569.600000 sec): 3 clusters Score: Raw -2056419.409384 + Penalty 4702.867716 = -2051716.541668 nChanged 4 SP:Iteration 33Q (1569.650000 sec): 3 clusters Score: Raw -2056422.635570 + Penalty 4702.867716 = -2051719.767854 nChanged 1 SP:Iteration 34Q (1569.700000 sec): 3 clusters Score: Raw -2056423.276933 + Penalty 4702.867716 = -2051720.409216 nChanged 0 SP:Iteration 35F (1569.760000 sec): 3 clusters Score: Raw -2056423.276933 + Penalty 4702.867716 = -2051720.409216 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (22181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.870000 sec): 2 clusters Score: Raw -3252772.126197 + Penalty 2481.733854 = -3250290.392343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.980000 sec): 3 clusters Score: Raw -3239738.865360 + Penalty 4963.467707 = -3234775.397653 nChanged 9875 SP:Iteration 1F (1570.090000 sec): 3 clusters Score: Raw -3245145.337756 + Penalty 4963.467707 = -3240181.870049 nChanged 1344 SP:Iteration 2F (1570.210000 sec): 3 clusters Score: Raw -3245722.255014 + Penalty 4963.467707 = -3240758.787306 nChanged 1172 SP:Iteration 3F (1570.320000 sec): 3 clusters Score: Raw -3246233.198040 + Penalty 4963.467707 = -3241269.730333 nChanged 1078 SP:Iteration 4Q (1570.440000 sec): 3 clusters Score: Raw -3246687.273009 + Penalty 4963.467707 = -3241723.805301 nChanged 995 SP:Iteration 5Q (1570.550000 sec): 3 clusters Score: Raw -3247088.598067 + Penalty 4963.467707 = -3242125.130359 nChanged 936 SP:Iteration 6Q (1570.670000 sec): 3 clusters Score: Raw -3247503.627547 + Penalty 4963.467707 = -3242540.159839 nChanged 957 SP:Iteration 7Q (1570.790000 sec): 3 clusters Score: Raw -3247979.557484 + Penalty 4963.467707 = -3243016.089777 nChanged 960 SP:Iteration 8Q (1570.910000 sec): 3 clusters Score: Raw -3248457.494816 + Penalty 4963.467707 = -3243494.027109 nChanged 934 SP:Iteration 9Q (1571.020000 sec): 3 clusters Score: Raw -3248926.791289 + Penalty 4963.467707 = -3243963.323581 nChanged 896 SP:Iteration 10Q (1571.140000 sec): 3 clusters Score: Raw -3249382.471649 + Penalty 4963.467707 = -3244419.003942 nChanged 791 SP:Iteration 11Q (1571.250000 sec): 3 clusters Score: Raw -3249802.027218 + Penalty 4963.467707 = -3244838.559511 nChanged 755 SP:Iteration 12Q (1571.370000 sec): 3 clusters Score: Raw -3250191.220192 + Penalty 4963.467707 = -3245227.752485 nChanged 764 SP:Iteration 13Q (1571.480000 sec): 3 clusters Score: Raw -3250627.035566 + Penalty 4963.467707 = -3245663.567859 nChanged 775 SP:Iteration 14Q (1571.590000 sec): 3 clusters Score: Raw -3251066.553614 + Penalty 4963.467707 = -3246103.085907 nChanged 685 SP:Iteration 15Q (1571.710000 sec): 3 clusters Score: Raw -3251470.429366 + Penalty 4963.467707 = -3246506.961659 nChanged 664 SP:Iteration 16Q (1571.810000 sec): 3 clusters Score: Raw -3251876.710072 + Penalty 4963.467707 = -3246913.242365 nChanged 562 SP:Iteration 17Q (1571.920000 sec): 3 clusters Score: Raw -3252225.293298 + Penalty 4963.467707 = -3247261.825591 nChanged 504 SP:Iteration 18Q (1572.030000 sec): 3 clusters Score: Raw -3252574.679964 + Penalty 4963.467707 = -3247611.212257 nChanged 389 SP:Iteration 19Q (1572.130000 sec): 3 clusters Score: Raw -3252866.065320 + Penalty 4963.467707 = -3247902.597612 nChanged 284 SP:Iteration 20F (1572.240000 sec): 3 clusters Score: Raw -3253059.617032 + Penalty 4963.467707 = -3248096.149325 nChanged 221 SP:Iteration 21Q (1572.340000 sec): 3 clusters Score: Raw -3253210.110948 + Penalty 4963.467707 = -3248246.643241 nChanged 172 SP:Iteration 22Q (1572.430000 sec): 3 clusters Score: Raw -3253319.132981 + Penalty 4963.467707 = -3248355.665274 nChanged 143 SP:Iteration 23Q (1572.520000 sec): 3 clusters Score: Raw -3253423.616542 + Penalty 4963.467707 = -3248460.148834 nChanged 113 SP:Iteration 24Q (1572.600000 sec): 3 clusters Score: Raw -3253504.539700 + Penalty 4963.467707 = -3248541.071992 nChanged 87 SP:Iteration 25Q (1572.690000 sec): 3 clusters Score: Raw -3253564.662477 + Penalty 4963.467707 = -3248601.194770 nChanged 63 SP:Iteration 26Q (1572.780000 sec): 3 clusters Score: Raw -3253604.892606 + Penalty 4963.467707 = -3248641.424899 nChanged 45 SP:Iteration 27Q (1572.860000 sec): 3 clusters Score: Raw -3253632.787033 + Penalty 4963.467707 = -3248669.319325 nChanged 36 SP:Iteration 28Q (1572.950000 sec): 3 clusters Score: Raw -3253655.344601 + Penalty 4963.467707 = -3248691.876894 nChanged 29 SP:Iteration 29Q (1573.040000 sec): 3 clusters Score: Raw -3253669.924701 + Penalty 4963.467707 = -3248706.456993 nChanged 19 SP:Iteration 30Q (1573.120000 sec): 3 clusters Score: Raw -3253678.428193 + Penalty 4963.467707 = -3248714.960486 nChanged 14 SP:Iteration 31Q (1573.200000 sec): 3 clusters Score: Raw -3253685.951188 + Penalty 4963.467707 = -3248722.483480 nChanged 15 SP:Iteration 32Q (1573.280000 sec): 3 clusters Score: Raw -3253692.923102 + Penalty 4963.467707 = -3248729.455395 nChanged 5 SP:Iteration 33Q (1573.370000 sec): 3 clusters Score: Raw -3253694.634015 + Penalty 4963.467707 = -3248731.166308 nChanged 4 SP:Iteration 34Q (1573.450000 sec): 3 clusters Score: Raw -3253696.663317 + Penalty 4963.467707 = -3248733.195609 nChanged 8 SP:Iteration 35Q (1573.540000 sec): 3 clusters Score: Raw -3253701.243592 + Penalty 4963.467707 = -3248737.775885 nChanged 11 SP:Iteration 36Q (1573.620000 sec): 3 clusters Score: Raw -3253705.953493 + Penalty 4963.467707 = -3248742.485785 nChanged 4 SP:Iteration 37Q (1573.700000 sec): 3 clusters Score: Raw -3253707.759146 + Penalty 4963.467707 = -3248744.291439 nChanged 5 SP:Iteration 38Q (1573.780000 sec): 3 clusters Score: Raw -3253711.136866 + Penalty 4963.467707 = -3248747.669159 nChanged 6 SP:Iteration 39Q (1573.860000 sec): 3 clusters Score: Raw -3253713.981321 + Penalty 4963.467707 = -3248750.513614 nChanged 8 SP:Iteration 40F (1573.970000 sec): 3 clusters Score: Raw -3253718.186113 + Penalty 4963.467707 = -3248754.718406 nChanged 10 SP:Iteration 41Q (1574.060000 sec): 3 clusters Score: Raw -3253722.134273 + Penalty 4963.467707 = -3248758.666566 nChanged 3 SP:Iteration 42Q (1574.140000 sec): 3 clusters Score: Raw -3253723.210516 + Penalty 4963.467707 = -3248759.742808 nChanged 4 SP:Iteration 43Q (1574.220000 sec): 3 clusters Score: Raw -3253724.833200 + Penalty 4963.467707 = -3248761.365492 nChanged 5 SP:Iteration 44Q (1574.300000 sec): 3 clusters Score: Raw -3253726.736925 + Penalty 4963.467707 = -3248763.269217 nChanged 11 SP:Iteration 45Q (1574.390000 sec): 3 clusters Score: Raw -3253732.695110 + Penalty 4963.467707 = -3248769.227403 nChanged 12 SP:Iteration 46Q (1574.470000 sec): 3 clusters Score: Raw -3253741.626965 + Penalty 4963.467707 = -3248778.159257 nChanged 13 SP:Iteration 47Q (1574.550000 sec): 3 clusters Score: Raw -3253747.821964 + Penalty 4963.467707 = -3248784.354256 nChanged 5 SP:Iteration 48Q (1574.630000 sec): 3 clusters Score: Raw -3253749.299794 + Penalty 4963.467707 = -3248785.832087 nChanged 3 SP:Iteration 49Q (1574.710000 sec): 3 clusters Score: Raw -3253750.223047 + Penalty 4963.467707 = -3248786.755339 nChanged 3 SP:Iteration 50Q (1574.790000 sec): 3 clusters Score: Raw -3253751.331977 + Penalty 4963.467707 = -3248787.864270 nChanged 3 SP:Iteration 51Q (1574.870000 sec): 3 clusters Score: Raw -3253752.174276 + Penalty 4963.467707 = -3248788.706569 nChanged 1 SP:Iteration 52Q (1574.960000 sec): 3 clusters Score: Raw -3253752.613652 + Penalty 4963.467707 = -3248789.145944 nChanged 1 SP:Iteration 53Q (1575.040000 sec): 3 clusters Score: Raw -3253753.082217 + Penalty 4963.467707 = -3248789.614509 nChanged 0 SP:Iteration 54F (1575.150000 sec): 3 clusters Score: Raw -3253753.082217 + Penalty 4963.467707 = -3248789.614509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.170000 sec): 2 clusters Score: Raw -72597.562115 + Penalty 1554.265736 = -71043.296379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.170000 sec): 3 clusters Score: Raw -72608.246791 + Penalty 3108.531472 = -69499.715319 nChanged 88 SP:Iteration 1F (1575.170000 sec): 3 clusters Score: Raw -72818.976677 + Penalty 3108.531472 = -69710.445205 nChanged 28 SP:Iteration 2F (1575.180000 sec): 3 clusters Score: Raw -72945.564563 + Penalty 3108.531472 = -69837.033091 nChanged 20 SP:Iteration 3Q (1575.180000 sec): 3 clusters Score: Raw -73044.584997 + Penalty 3108.531472 = -69936.053525 nChanged 10 SP:Iteration 4Q (1575.180000 sec): 3 clusters Score: Raw -73082.479039 + Penalty 3108.531472 = -69973.947567 nChanged 7 SP:Iteration 5Q (1575.180000 sec): 3 clusters Score: Raw -73123.923115 + Penalty 3108.531472 = -70015.391643 nChanged 8 SP:Iteration 6Q (1575.180000 sec): 3 clusters Score: Raw -73147.820368 + Penalty 3108.531472 = -70039.288896 nChanged 7 SP:Iteration 7Q (1575.190000 sec): 3 clusters Score: Raw -73187.338441 + Penalty 3108.531472 = -70078.806969 nChanged 7 SP:Iteration 8Q (1575.190000 sec): 3 clusters Score: Raw -73213.346109 + Penalty 3108.531472 = -70104.814637 nChanged 2 SP:Iteration 9Q (1575.190000 sec): 3 clusters Score: Raw -73221.377274 + Penalty 3108.531472 = -70112.845802 nChanged 5 SP:Iteration 10Q (1575.200000 sec): 3 clusters Score: Raw -73232.007492 + Penalty 3108.531472 = -70123.476019 nChanged 3 SP:Iteration 11Q (1575.200000 sec): 3 clusters Score: Raw -73241.364653 + Penalty 3108.531472 = -70132.833181 nChanged 3 SP:Iteration 12Q (1575.200000 sec): 3 clusters Score: Raw -73247.655831 + Penalty 3108.531472 = -70139.124359 nChanged 2 SP:Iteration 13Q (1575.200000 sec): 3 clusters Score: Raw -73251.944847 + Penalty 3108.531472 = -70143.413375 nChanged 2 SP:Iteration 14Q (1575.200000 sec): 3 clusters Score: Raw -73258.749958 + Penalty 3108.531472 = -70150.218486 nChanged 2 SP:Iteration 15Q (1575.210000 sec): 3 clusters Score: Raw -73264.493870 + Penalty 3108.531472 = -70155.962398 nChanged 1 SP:Iteration 16Q (1575.210000 sec): 3 clusters Score: Raw -73268.151091 + Penalty 3108.531472 = -70159.619619 nChanged 1 SP:Iteration 17Q (1575.210000 sec): 3 clusters Score: Raw -73271.713616 + Penalty 3108.531472 = -70163.182144 nChanged 1 SP:Iteration 18Q (1575.210000 sec): 3 clusters Score: Raw -73272.594707 + Penalty 3108.531472 = -70164.063235 nChanged 1 SP:Iteration 19Q (1575.220000 sec): 3 clusters Score: Raw -73275.983686 + Penalty 3108.531472 = -70167.452214 nChanged 2 SP:Iteration 20F (1575.220000 sec): 3 clusters Score: Raw -73279.905617 + Penalty 3108.531472 = -70171.374145 nChanged 2 SP:Iteration 21Q (1575.220000 sec): 3 clusters Score: Raw -73283.466077 + Penalty 3108.531472 = -70174.934605 nChanged 0 SP:Iteration 22F (1575.220000 sec): 3 clusters Score: Raw -73283.466077 + Penalty 3108.531472 = -70174.934605 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.230000 sec): 2 clusters Score: Raw -66386.393354 + Penalty 1539.730326 = -64846.663028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.230000 sec): 3 clusters Score: Raw -66484.994569 + Penalty 3079.460653 = -63405.533916 nChanged 106 SP:Iteration 1F (1575.230000 sec): 3 clusters Score: Raw -67016.754606 + Penalty 3079.460653 = -63937.293953 nChanged 40 SP:Iteration 2F (1575.240000 sec): 3 clusters Score: Raw -67252.240118 + Penalty 3079.460653 = -64172.779465 nChanged 29 SP:Iteration 3F (1575.240000 sec): 3 clusters Score: Raw -67420.304669 + Penalty 3079.460653 = -64340.844016 nChanged 24 SP:Iteration 4Q (1575.240000 sec): 3 clusters Score: Raw -67551.801916 + Penalty 3079.460653 = -64472.341263 nChanged 21 SP:Iteration 5Q (1575.240000 sec): 3 clusters Score: Raw -67682.819329 + Penalty 3079.460653 = -64603.358676 nChanged 21 SP:Iteration 6Q (1575.240000 sec): 3 clusters Score: Raw -67822.316477 + Penalty 3079.460653 = -64742.855824 nChanged 14 SP:Iteration 7Q (1575.250000 sec): 3 clusters Score: Raw -67954.198437 + Penalty 3079.460653 = -64874.737784 nChanged 10 SP:Iteration 8Q (1575.250000 sec): 3 clusters Score: Raw -68022.611727 + Penalty 3079.460653 = -64943.151074 nChanged 9 SP:Iteration 9Q (1575.250000 sec): 3 clusters Score: Raw -68090.298275 + Penalty 3079.460653 = -65010.837622 nChanged 7 SP:Iteration 10Q (1575.250000 sec): 3 clusters Score: Raw -68131.394127 + Penalty 3079.460653 = -65051.933474 nChanged 2 SP:Iteration 11Q (1575.260000 sec): 3 clusters Score: Raw -68146.439635 + Penalty 3079.460653 = -65066.978982 nChanged 4 SP:Iteration 12Q (1575.260000 sec): 3 clusters Score: Raw -68225.950917 + Penalty 3079.460653 = -65146.490264 nChanged 2 SP:Iteration 13Q (1575.260000 sec): 3 clusters Score: Raw -68278.883735 + Penalty 3079.460653 = -65199.423082 nChanged 4 SP:Iteration 14Q (1575.260000 sec): 3 clusters Score: Raw -68311.565762 + Penalty 3079.460653 = -65232.105109 nChanged 2 SP:Iteration 15Q (1575.260000 sec): 3 clusters Score: Raw -68335.271337 + Penalty 3079.460653 = -65255.810684 nChanged 4 SP:Iteration 16Q (1575.260000 sec): 3 clusters Score: Raw -68370.940524 + Penalty 3079.460653 = -65291.479871 nChanged 2 SP:Iteration 17Q (1575.270000 sec): 3 clusters Score: Raw -68394.198160 + Penalty 3079.460653 = -65314.737507 nChanged 2 SP:Iteration 18Q (1575.270000 sec): 3 clusters Score: Raw -68408.759029 + Penalty 3079.460653 = -65329.298376 nChanged 0 SP:Iteration 19F (1575.270000 sec): 3 clusters Score: Raw -68413.120026 + Penalty 3079.460653 = -65333.659373 nChanged 3 SP:Iteration 20F (1575.270000 sec): 3 clusters Score: Raw -68449.757805 + Penalty 3079.460653 = -65370.297152 nChanged 7 SP:Iteration 21Q (1575.280000 sec): 3 clusters Score: Raw -68623.171312 + Penalty 3079.460653 = -65543.710659 nChanged 3 SP:Iteration 22Q (1575.280000 sec): 3 clusters Score: Raw -68870.919917 + Penalty 3079.460653 = -65791.459264 nChanged 1 SP:Iteration 23Q (1575.280000 sec): 3 clusters Score: Raw -69120.179665 + Penalty 3079.460653 = -66040.719012 nChanged 0 SP:Iteration 24F (1575.280000 sec): 3 clusters Score: Raw -69120.179665 + Penalty 3079.460653 = -66040.719012 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 9 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.290000 sec): 2 clusters Score: Raw -75652.687488 + Penalty 1557.073313 = -74095.614175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.300000 sec): 3 clusters Score: Raw -75693.724566 + Penalty 3114.146626 = -72579.577940 nChanged 92 SP:Iteration 1F (1575.300000 sec): 3 clusters Score: Raw -75944.241620 + Penalty 3114.146626 = -72830.094994 nChanged 35 SP:Iteration 2F (1575.300000 sec): 3 clusters Score: Raw -76042.736154 + Penalty 3114.146626 = -72928.589528 nChanged 20 SP:Iteration 3Q (1575.300000 sec): 3 clusters Score: Raw -76093.016826 + Penalty 3114.146626 = -72978.870200 nChanged 15 SP:Iteration 4Q (1575.300000 sec): 3 clusters Score: Raw -76131.330512 + Penalty 3114.146626 = -73017.183885 nChanged 11 SP:Iteration 5Q (1575.310000 sec): 3 clusters Score: Raw -76164.338272 + Penalty 3114.146626 = -73050.191646 nChanged 12 SP:Iteration 6Q (1575.310000 sec): 3 clusters Score: Raw -76205.509054 + Penalty 3114.146626 = -73091.362428 nChanged 12 SP:Iteration 7Q (1575.310000 sec): 3 clusters Score: Raw -76263.208446 + Penalty 3114.146626 = -73149.061820 nChanged 8 SP:Iteration 8Q (1575.320000 sec): 3 clusters Score: Raw -76293.411805 + Penalty 3114.146626 = -73179.265178 nChanged 4 SP:Iteration 9Q (1575.320000 sec): 3 clusters Score: Raw -76309.292954 + Penalty 3114.146626 = -73195.146328 nChanged 4 SP:Iteration 10Q (1575.320000 sec): 3 clusters Score: Raw -76323.715445 + Penalty 3114.146626 = -73209.568819 nChanged 7 SP:Iteration 11Q (1575.320000 sec): 3 clusters Score: Raw -76353.090703 + Penalty 3114.146626 = -73238.944077 nChanged 2 SP:Iteration 12Q (1575.320000 sec): 3 clusters Score: Raw -76378.601651 + Penalty 3114.146626 = -73264.455025 nChanged 3 SP:Iteration 13Q (1575.330000 sec): 3 clusters Score: Raw -76401.672862 + Penalty 3114.146626 = -73287.526235 nChanged 4 SP:Iteration 14Q (1575.330000 sec): 3 clusters Score: Raw -76411.282673 + Penalty 3114.146626 = -73297.136047 nChanged 0 SP:Iteration 15F (1575.330000 sec): 3 clusters Score: Raw -76411.282673 + Penalty 3114.146626 = -73297.136047 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (3412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.350000 sec): 2 clusters Score: Raw -476234.616398 + Penalty 2017.493369 = -474217.123029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.370000 sec): 3 clusters Score: Raw -474790.769745 + Penalty 4034.986739 = -470755.783007 nChanged 1206 SP:Iteration 1F (1575.380000 sec): 3 clusters Score: Raw -475755.509656 + Penalty 4034.986739 = -471720.522918 nChanged 350 SP:Iteration 2F (1575.400000 sec): 3 clusters Score: Raw -476187.413993 + Penalty 4034.986739 = -472152.427255 nChanged 267 SP:Iteration 3F (1575.420000 sec): 3 clusters Score: Raw -476470.328886 + Penalty 4034.986739 = -472435.342148 nChanged 204 SP:Iteration 4F (1575.440000 sec): 3 clusters Score: Raw -476655.917671 + Penalty 4034.986739 = -472620.930933 nChanged 147 SP:Iteration 5Q (1575.450000 sec): 3 clusters Score: Raw -476776.807743 + Penalty 4034.986739 = -472741.821005 nChanged 116 SP:Iteration 6Q (1575.470000 sec): 3 clusters Score: Raw -476872.810833 + Penalty 4034.986739 = -472837.824095 nChanged 74 SP:Iteration 7Q (1575.490000 sec): 3 clusters Score: Raw -476933.977922 + Penalty 4034.986739 = -472898.991183 nChanged 56 SP:Iteration 8Q (1575.500000 sec): 3 clusters Score: Raw -476975.692093 + Penalty 4034.986739 = -472940.705354 nChanged 52 SP:Iteration 9Q (1575.520000 sec): 3 clusters Score: Raw -477010.296172 + Penalty 4034.986739 = -472975.309433 nChanged 41 SP:Iteration 10Q (1575.540000 sec): 3 clusters Score: Raw -477042.338107 + Penalty 4034.986739 = -473007.351368 nChanged 31 SP:Iteration 11Q (1575.550000 sec): 3 clusters Score: Raw -477067.020071 + Penalty 4034.986739 = -473032.033332 nChanged 20 SP:Iteration 12Q (1575.570000 sec): 3 clusters Score: Raw -477083.730470 + Penalty 4034.986739 = -473048.743731 nChanged 20 SP:Iteration 13Q (1575.580000 sec): 3 clusters Score: Raw -477096.571317 + Penalty 4034.986739 = -473061.584578 nChanged 13 SP:Iteration 14Q (1575.600000 sec): 3 clusters Score: Raw -477104.172739 + Penalty 4034.986739 = -473069.186000 nChanged 13 SP:Iteration 15Q (1575.620000 sec): 3 clusters Score: Raw -477109.892695 + Penalty 4034.986739 = -473074.905956 nChanged 8 SP:Iteration 16Q (1575.630000 sec): 3 clusters Score: Raw -477113.850418 + Penalty 4034.986739 = -473078.863680 nChanged 7 SP:Iteration 17Q (1575.650000 sec): 3 clusters Score: Raw -477118.231109 + Penalty 4034.986739 = -473083.244370 nChanged 9 SP:Iteration 18Q (1575.660000 sec): 3 clusters Score: Raw -477125.545606 + Penalty 4034.986739 = -473090.558867 nChanged 9 SP:Iteration 19Q (1575.680000 sec): 3 clusters Score: Raw -477129.288069 + Penalty 4034.986739 = -473094.301330 nChanged 9 SP:Iteration 20F (1575.700000 sec): 3 clusters Score: Raw -477134.407356 + Penalty 4034.986739 = -473099.420617 nChanged 2 SP:Iteration 21Q (1575.710000 sec): 3 clusters Score: Raw -477136.701606 + Penalty 4034.986739 = -473101.714867 nChanged 1 SP:Iteration 22Q (1575.730000 sec): 3 clusters Score: Raw -477137.112764 + Penalty 4034.986739 = -473102.126025 nChanged 0 SP:Iteration 23F (1575.750000 sec): 3 clusters Score: Raw -477137.112764 + Penalty 4034.986739 = -473102.126025 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (9256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.790000 sec): 2 clusters Score: Raw -1358317.621568 + Penalty 2264.990763 = -1356052.630805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.840000 sec): 3 clusters Score: Raw -1353441.982099 + Penalty 4529.981525 = -1348912.000574 nChanged 3793 SP:Iteration 1F (1575.880000 sec): 3 clusters Score: Raw -1355616.697723 + Penalty 4529.981525 = -1351086.716198 nChanged 690 SP:Iteration 2F (1575.930000 sec): 3 clusters Score: Raw -1356033.248521 + Penalty 4529.981525 = -1351503.266996 nChanged 574 SP:Iteration 3F (1575.980000 sec): 3 clusters Score: Raw -1356356.680028 + Penalty 4529.981525 = -1351826.698503 nChanged 488 SP:Iteration 4F (1576.020000 sec): 3 clusters Score: Raw -1356648.625878 + Penalty 4529.981525 = -1352118.644353 nChanged 448 SP:Iteration 5Q (1576.070000 sec): 3 clusters Score: Raw -1356899.675809 + Penalty 4529.981525 = -1352369.694283 nChanged 376 SP:Iteration 6Q (1576.110000 sec): 3 clusters Score: Raw -1357098.894534 + Penalty 4529.981525 = -1352568.913008 nChanged 338 SP:Iteration 7Q (1576.160000 sec): 3 clusters Score: Raw -1357286.248990 + Penalty 4529.981525 = -1352756.267464 nChanged 332 SP:Iteration 8Q (1576.200000 sec): 3 clusters Score: Raw -1357468.006562 + Penalty 4529.981525 = -1352938.025037 nChanged 291 SP:Iteration 9Q (1576.250000 sec): 3 clusters Score: Raw -1357623.834569 + Penalty 4529.981525 = -1353093.853044 nChanged 250 SP:Iteration 10Q (1576.300000 sec): 3 clusters Score: Raw -1357752.490877 + Penalty 4529.981525 = -1353222.509352 nChanged 237 SP:Iteration 11Q (1576.340000 sec): 3 clusters Score: Raw -1357873.040553 + Penalty 4529.981525 = -1353343.059027 nChanged 217 SP:Iteration 12Q (1576.390000 sec): 3 clusters Score: Raw -1357974.392335 + Penalty 4529.981525 = -1353444.410809 nChanged 186 SP:Iteration 13Q (1576.430000 sec): 3 clusters Score: Raw -1358063.115818 + Penalty 4529.981525 = -1353533.134293 nChanged 171 SP:Iteration 14Q (1576.480000 sec): 3 clusters Score: Raw -1358141.175640 + Penalty 4529.981525 = -1353611.194114 nChanged 161 SP:Iteration 15Q (1576.520000 sec): 3 clusters Score: Raw -1358204.714016 + Penalty 4529.981525 = -1353674.732491 nChanged 140 SP:Iteration 16Q (1576.570000 sec): 3 clusters Score: Raw -1358267.900275 + Penalty 4529.981525 = -1353737.918749 nChanged 147 SP:Iteration 17Q (1576.610000 sec): 3 clusters Score: Raw -1358333.555466 + Penalty 4529.981525 = -1353803.573941 nChanged 119 SP:Iteration 18Q (1576.660000 sec): 3 clusters Score: Raw -1358390.635215 + Penalty 4529.981525 = -1353860.653690 nChanged 132 SP:Iteration 19Q (1576.700000 sec): 3 clusters Score: Raw -1358450.475995 + Penalty 4529.981525 = -1353920.494470 nChanged 134 SP:Iteration 20F (1576.740000 sec): 3 clusters Score: Raw -1358510.011942 + Penalty 4529.981525 = -1353980.030417 nChanged 119 SP:Iteration 21Q (1576.790000 sec): 3 clusters Score: Raw -1358557.863413 + Penalty 4529.981525 = -1354027.881888 nChanged 114 SP:Iteration 22Q (1576.830000 sec): 3 clusters Score: Raw -1358604.331407 + Penalty 4529.981525 = -1354074.349881 nChanged 108 SP:Iteration 23Q (1576.880000 sec): 3 clusters Score: Raw -1358650.398518 + Penalty 4529.981525 = -1354120.416992 nChanged 99 SP:Iteration 24Q (1576.920000 sec): 3 clusters Score: Raw -1358690.251548 + Penalty 4529.981525 = -1354160.270022 nChanged 102 SP:Iteration 25Q (1576.960000 sec): 3 clusters Score: Raw -1358733.334137 + Penalty 4529.981525 = -1354203.352612 nChanged 94 SP:Iteration 26Q (1577.000000 sec): 3 clusters Score: Raw -1358776.021448 + Penalty 4529.981525 = -1354246.039923 nChanged 91 SP:Iteration 27Q (1577.040000 sec): 3 clusters Score: Raw -1358812.065886 + Penalty 4529.981525 = -1354282.084361 nChanged 103 SP:Iteration 28Q (1577.090000 sec): 3 clusters Score: Raw -1358848.342399 + Penalty 4529.981525 = -1354318.360874 nChanged 95 SP:Iteration 29Q (1577.130000 sec): 3 clusters Score: Raw -1358878.042770 + Penalty 4529.981525 = -1354348.061245 nChanged 80 SP:Iteration 30Q (1577.180000 sec): 3 clusters Score: Raw -1358905.811709 + Penalty 4529.981525 = -1354375.830184 nChanged 76 SP:Iteration 31Q (1577.220000 sec): 3 clusters Score: Raw -1358931.665942 + Penalty 4529.981525 = -1354401.684417 nChanged 71 SP:Iteration 32Q (1577.270000 sec): 3 clusters Score: Raw -1358955.714342 + Penalty 4529.981525 = -1354425.732817 nChanged 68 SP:Iteration 33Q (1577.310000 sec): 3 clusters Score: Raw -1358979.917959 + Penalty 4529.981525 = -1354449.936434 nChanged 67 SP:Iteration 34Q (1577.350000 sec): 3 clusters Score: Raw -1359003.679936 + Penalty 4529.981525 = -1354473.698410 nChanged 60 SP:Iteration 35Q (1577.390000 sec): 3 clusters Score: Raw -1359023.142593 + Penalty 4529.981525 = -1354493.161068 nChanged 55 SP:Iteration 36Q (1577.430000 sec): 3 clusters Score: Raw -1359035.672477 + Penalty 4529.981525 = -1354505.690952 nChanged 34 SP:Iteration 37Q (1577.480000 sec): 3 clusters Score: Raw -1359042.194414 + Penalty 4529.981525 = -1354512.212889 nChanged 34 SP:Iteration 38Q (1577.520000 sec): 3 clusters Score: Raw -1359049.293710 + Penalty 4529.981525 = -1354519.312185 nChanged 36 SP:Iteration 39Q (1577.560000 sec): 3 clusters Score: Raw -1359057.841619 + Penalty 4529.981525 = -1354527.860093 nChanged 30 SP:Iteration 40F (1577.610000 sec): 3 clusters Score: Raw -1359063.996572 + Penalty 4529.981525 = -1354534.015047 nChanged 25 SP:Iteration 41Q (1577.650000 sec): 3 clusters Score: Raw -1359070.589383 + Penalty 4529.981525 = -1354540.607857 nChanged 28 SP:Iteration 42Q (1577.690000 sec): 3 clusters Score: Raw -1359078.449694 + Penalty 4529.981525 = -1354548.468169 nChanged 27 SP:Iteration 43Q (1577.730000 sec): 3 clusters Score: Raw -1359086.379993 + Penalty 4529.981525 = -1354556.398468 nChanged 18 SP:Iteration 44Q (1577.770000 sec): 3 clusters Score: Raw -1359089.608482 + Penalty 4529.981525 = -1354559.626956 nChanged 12 SP:Iteration 45Q (1577.820000 sec): 3 clusters Score: Raw -1359091.736126 + Penalty 4529.981525 = -1354561.754601 nChanged 14 SP:Iteration 46Q (1577.860000 sec): 3 clusters Score: Raw -1359094.418419 + Penalty 4529.981525 = -1354564.436893 nChanged 16 SP:Iteration 47Q (1577.900000 sec): 3 clusters Score: Raw -1359097.374414 + Penalty 4529.981525 = -1354567.392889 nChanged 8 SP:Iteration 48Q (1577.940000 sec): 3 clusters Score: Raw -1359098.970015 + Penalty 4529.981525 = -1354568.988489 nChanged 9 SP:Iteration 49Q (1577.980000 sec): 3 clusters Score: Raw -1359100.968927 + Penalty 4529.981525 = -1354570.987401 nChanged 12 SP:Iteration 50Q (1578.030000 sec): 3 clusters Score: Raw -1359103.249619 + Penalty 4529.981525 = -1354573.268093 nChanged 10 SP:Iteration 51Q (1578.070000 sec): 3 clusters Score: Raw -1359105.787317 + Penalty 4529.981525 = -1354575.805791 nChanged 9 SP:Iteration 52Q (1578.110000 sec): 3 clusters Score: Raw -1359108.099329 + Penalty 4529.981525 = -1354578.117804 nChanged 10 SP:Iteration 53Q (1578.150000 sec): 3 clusters Score: Raw -1359111.545297 + Penalty 4529.981525 = -1354581.563772 nChanged 15 SP:Iteration 54Q (1578.190000 sec): 3 clusters Score: Raw -1359114.627633 + Penalty 4529.981525 = -1354584.646108 nChanged 8 SP:Iteration 55Q (1578.230000 sec): 3 clusters Score: Raw -1359116.075026 + Penalty 4529.981525 = -1354586.093500 nChanged 6 SP:Iteration 56Q (1578.270000 sec): 3 clusters Score: Raw -1359117.499612 + Penalty 4529.981525 = -1354587.518087 nChanged 7 SP:Iteration 57Q (1578.320000 sec): 3 clusters Score: Raw -1359119.092218 + Penalty 4529.981525 = -1354589.110693 nChanged 5 SP:Iteration 58Q (1578.360000 sec): 3 clusters Score: Raw -1359120.310646 + Penalty 4529.981525 = -1354590.329121 nChanged 2 SP:Iteration 59Q (1578.400000 sec): 3 clusters Score: Raw -1359120.648705 + Penalty 4529.981525 = -1354590.667180 nChanged 1 SP:Iteration 60F (1578.450000 sec): 3 clusters Score: Raw -1359120.873584 + Penalty 4529.981525 = -1354590.892059 nChanged 2 SP:Iteration 61Q (1578.490000 sec): 3 clusters Score: Raw -1359121.293059 + Penalty 4529.981525 = -1354591.311534 nChanged 3 SP:Iteration 62Q (1578.530000 sec): 3 clusters Score: Raw -1359121.650221 + Penalty 4529.981525 = -1354591.668695 nChanged 2 SP:Iteration 63Q (1578.570000 sec): 3 clusters Score: Raw -1359121.806623 + Penalty 4529.981525 = -1354591.825097 nChanged 3 SP:Iteration 64Q (1578.610000 sec): 3 clusters Score: Raw -1359122.161423 + Penalty 4529.981525 = -1354592.179898 nChanged 1 SP:Iteration 65Q (1578.650000 sec): 3 clusters Score: Raw -1359122.309852 + Penalty 4529.981525 = -1354592.328326 nChanged 1 SP:Iteration 66Q (1578.700000 sec): 3 clusters Score: Raw -1359122.586544 + Penalty 4529.981525 = -1354592.605019 nChanged 2 SP:Iteration 67Q (1578.740000 sec): 3 clusters Score: Raw -1359122.977338 + Penalty 4529.981525 = -1354592.995813 nChanged 2 SP:Iteration 68Q (1578.780000 sec): 3 clusters Score: Raw -1359123.353185 + Penalty 4529.981525 = -1354593.371660 nChanged 2 SP:Iteration 69Q (1578.820000 sec): 3 clusters Score: Raw -1359123.593522 + Penalty 4529.981525 = -1354593.611997 nChanged 2 SP:Iteration 70Q (1578.870000 sec): 3 clusters Score: Raw -1359123.888397 + Penalty 4529.981525 = -1354593.906872 nChanged 2 SP:Iteration 71Q (1578.910000 sec): 3 clusters Score: Raw -1359124.074207 + Penalty 4529.981525 = -1354594.092682 nChanged 2 SP:Iteration 72Q (1578.950000 sec): 3 clusters Score: Raw -1359124.340072 + Penalty 4529.981525 = -1354594.358547 nChanged 3 SP:Iteration 73Q (1578.990000 sec): 3 clusters Score: Raw -1359125.082884 + Penalty 4529.981525 = -1354595.101359 nChanged 2 SP:Iteration 74Q (1579.030000 sec): 3 clusters Score: Raw -1359125.361272 + Penalty 4529.981525 = -1354595.379747 nChanged 0 SP:Iteration 75F (1579.080000 sec): 3 clusters Score: Raw -1359125.361272 + Penalty 4529.981525 = -1354595.379747 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (4818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1579.100000 sec): 2 clusters Score: Raw -760266.906870 + Penalty 2103.068317 = -758163.838553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.130000 sec): 3 clusters Score: Raw -757948.812644 + Penalty 4206.136635 = -753742.676009 nChanged 1846 SP:Iteration 1F (1579.150000 sec): 3 clusters Score: Raw -758986.258354 + Penalty 4206.136635 = -754780.121719 nChanged 374 SP:Iteration 2F (1579.170000 sec): 3 clusters Score: Raw -759199.116501 + Penalty 4206.136635 = -754992.979866 nChanged 224 SP:Iteration 3Q (1579.200000 sec): 3 clusters Score: Raw -759302.256923 + Penalty 4206.136635 = -755096.120288 nChanged 141 SP:Iteration 4Q (1579.220000 sec): 3 clusters Score: Raw -759375.230205 + Penalty 4206.136635 = -755169.093570 nChanged 124 SP:Iteration 5Q (1579.250000 sec): 3 clusters Score: Raw -759433.887661 + Penalty 4206.136635 = -755227.751026 nChanged 111 SP:Iteration 6Q (1579.270000 sec): 3 clusters Score: Raw -759486.493001 + Penalty 4206.136635 = -755280.356366 nChanged 112 SP:Iteration 7Q (1579.290000 sec): 3 clusters Score: Raw -759547.715928 + Penalty 4206.136635 = -755341.579293 nChanged 124 SP:Iteration 8Q (1579.320000 sec): 3 clusters Score: Raw -759603.083744 + Penalty 4206.136635 = -755396.947109 nChanged 101 SP:Iteration 9Q (1579.340000 sec): 3 clusters Score: Raw -759649.339068 + Penalty 4206.136635 = -755443.202433 nChanged 98 SP:Iteration 10Q (1579.370000 sec): 3 clusters Score: Raw -759699.268050 + Penalty 4206.136635 = -755493.131415 nChanged 104 SP:Iteration 11Q (1579.390000 sec): 3 clusters Score: Raw -759756.976114 + Penalty 4206.136635 = -755550.839479 nChanged 96 SP:Iteration 12Q (1579.410000 sec): 3 clusters Score: Raw -759806.330257 + Penalty 4206.136635 = -755600.193622 nChanged 87 SP:Iteration 13Q (1579.440000 sec): 3 clusters Score: Raw -759851.358303 + Penalty 4206.136635 = -755645.221668 nChanged 85 SP:Iteration 14Q (1579.460000 sec): 3 clusters Score: Raw -759894.371210 + Penalty 4206.136635 = -755688.234575 nChanged 82 SP:Iteration 15Q (1579.490000 sec): 3 clusters Score: Raw -759937.659096 + Penalty 4206.136635 = -755731.522461 nChanged 82 SP:Iteration 16Q (1579.510000 sec): 3 clusters Score: Raw -759987.347780 + Penalty 4206.136635 = -755781.211145 nChanged 83 SP:Iteration 17Q (1579.540000 sec): 3 clusters Score: Raw -760047.774463 + Penalty 4206.136635 = -755841.637828 nChanged 94 SP:Iteration 18Q (1579.560000 sec): 3 clusters Score: Raw -760109.528880 + Penalty 4206.136635 = -755903.392245 nChanged 76 SP:Iteration 19Q (1579.590000 sec): 3 clusters Score: Raw -760155.723054 + Penalty 4206.136635 = -755949.586419 nChanged 71 SP:Iteration 20F (1579.610000 sec): 3 clusters Score: Raw -760198.553249 + Penalty 4206.136635 = -755992.416614 nChanged 63 SP:Iteration 21Q (1579.630000 sec): 3 clusters Score: Raw -760240.950032 + Penalty 4206.136635 = -756034.813397 nChanged 61 SP:Iteration 22Q (1579.660000 sec): 3 clusters Score: Raw -760285.673418 + Penalty 4206.136635 = -756079.536783 nChanged 55 SP:Iteration 23Q (1579.680000 sec): 3 clusters Score: Raw -760319.452803 + Penalty 4206.136635 = -756113.316168 nChanged 58 SP:Iteration 24Q (1579.700000 sec): 3 clusters Score: Raw -760358.636144 + Penalty 4206.136635 = -756152.499509 nChanged 47 SP:Iteration 25Q (1579.730000 sec): 3 clusters Score: Raw -760391.209498 + Penalty 4206.136635 = -756185.072863 nChanged 40 SP:Iteration 26Q (1579.750000 sec): 3 clusters Score: Raw -760414.821014 + Penalty 4206.136635 = -756208.684379 nChanged 22 SP:Iteration 27Q (1579.770000 sec): 3 clusters Score: Raw -760423.753352 + Penalty 4206.136635 = -756217.616717 nChanged 16 SP:Iteration 28Q (1579.790000 sec): 3 clusters Score: Raw -760434.549383 + Penalty 4206.136635 = -756228.412749 nChanged 18 SP:Iteration 29Q (1579.810000 sec): 3 clusters Score: Raw -760445.076929 + Penalty 4206.136635 = -756238.940295 nChanged 25 SP:Iteration 30Q (1579.830000 sec): 3 clusters Score: Raw -760458.458826 + Penalty 4206.136635 = -756252.322191 nChanged 23 SP:Iteration 31Q (1579.860000 sec): 3 clusters Score: Raw -760469.366761 + Penalty 4206.136635 = -756263.230126 nChanged 16 SP:Iteration 32Q (1579.880000 sec): 3 clusters Score: Raw -760477.877329 + Penalty 4206.136635 = -756271.740694 nChanged 15 SP:Iteration 33Q (1579.900000 sec): 3 clusters Score: Raw -760488.941314 + Penalty 4206.136635 = -756282.804679 nChanged 15 SP:Iteration 34Q (1579.920000 sec): 3 clusters Score: Raw -760497.682386 + Penalty 4206.136635 = -756291.545751 nChanged 10 SP:Iteration 35Q (1579.950000 sec): 3 clusters Score: Raw -760501.845260 + Penalty 4206.136635 = -756295.708625 nChanged 7 SP:Iteration 36Q (1579.970000 sec): 3 clusters Score: Raw -760504.055092 + Penalty 4206.136635 = -756297.918458 nChanged 6 SP:Iteration 37Q (1579.990000 sec): 3 clusters Score: Raw -760507.123448 + Penalty 4206.136635 = -756300.986814 nChanged 6 SP:Iteration 38Q (1580.010000 sec): 3 clusters Score: Raw -760509.839878 + Penalty 4206.136635 = -756303.703243 nChanged 4 SP:Iteration 39Q (1580.030000 sec): 3 clusters Score: Raw -760511.996285 + Penalty 4206.136635 = -756305.859650 nChanged 9 SP:Iteration 40F (1580.050000 sec): 3 clusters Score: Raw -760515.950470 + Penalty 4206.136635 = -756309.813835 nChanged 8 SP:Iteration 41Q (1580.070000 sec): 3 clusters Score: Raw -760518.856245 + Penalty 4206.136635 = -756312.719610 nChanged 6 SP:Iteration 42Q (1580.100000 sec): 3 clusters Score: Raw -760521.142952 + Penalty 4206.136635 = -756315.006318 nChanged 2 SP:Iteration 43Q (1580.120000 sec): 3 clusters Score: Raw -760522.081379 + Penalty 4206.136635 = -756315.944744 nChanged 1 SP:Iteration 44Q (1580.140000 sec): 3 clusters Score: Raw -760522.253704 + Penalty 4206.136635 = -756316.117070 nChanged 1 SP:Iteration 45Q (1580.160000 sec): 3 clusters Score: Raw -760522.653819 + Penalty 4206.136635 = -756316.517184 nChanged 2 SP:Iteration 46Q (1580.180000 sec): 3 clusters Score: Raw -760523.093501 + Penalty 4206.136635 = -756316.956866 nChanged 3 SP:Iteration 47Q (1580.200000 sec): 3 clusters Score: Raw -760524.582248 + Penalty 4206.136635 = -756318.445613 nChanged 3 SP:Iteration 48Q (1580.220000 sec): 3 clusters Score: Raw -760525.422523 + Penalty 4206.136635 = -756319.285888 nChanged 2 SP:Iteration 49Q (1580.250000 sec): 3 clusters Score: Raw -760526.591151 + Penalty 4206.136635 = -756320.454516 nChanged 2 SP:Iteration 50Q (1580.270000 sec): 3 clusters Score: Raw -760527.140170 + Penalty 4206.136635 = -756321.003535 nChanged 1 SP:Iteration 51Q (1580.290000 sec): 3 clusters Score: Raw -760527.300436 + Penalty 4206.136635 = -756321.163802 nChanged 1 SP:Iteration 52Q (1580.310000 sec): 3 clusters Score: Raw -760527.668194 + Penalty 4206.136635 = -756321.531559 nChanged 2 SP:Iteration 53Q (1580.330000 sec): 3 clusters Score: Raw -760528.789226 + Penalty 4206.136635 = -756322.652591 nChanged 3 SP:Iteration 54Q (1580.350000 sec): 3 clusters Score: Raw -760529.713335 + Penalty 4206.136635 = -756323.576700 nChanged 3 SP:Iteration 55Q (1580.370000 sec): 3 clusters Score: Raw -760530.659909 + Penalty 4206.136635 = -756324.523274 nChanged 3 SP:Iteration 56Q (1580.390000 sec): 3 clusters Score: Raw -760531.534023 + Penalty 4206.136635 = -756325.397389 nChanged 1 SP:Iteration 57Q (1580.410000 sec): 3 clusters Score: Raw -760531.893603 + Penalty 4206.136635 = -756325.756968 nChanged 0 SP:Iteration 58F (1580.440000 sec): 3 clusters Score: Raw -760531.893603 + Penalty 4206.136635 = -756325.756968 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (5233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.460000 sec): 2 clusters Score: Raw -818847.817688 + Penalty 2123.559522 = -816724.258166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.490000 sec): 3 clusters Score: Raw -816314.895132 + Penalty 4247.119043 = -812067.776089 nChanged 2056 SP:Iteration 1F (1580.510000 sec): 3 clusters Score: Raw -817506.093337 + Penalty 4247.119043 = -813258.974294 nChanged 377 SP:Iteration 2F (1580.540000 sec): 3 clusters Score: Raw -817729.135584 + Penalty 4247.119043 = -813482.016540 nChanged 261 SP:Iteration 3Q (1580.570000 sec): 3 clusters Score: Raw -817879.536691 + Penalty 4247.119043 = -813632.417648 nChanged 235 SP:Iteration 4Q (1580.590000 sec): 3 clusters Score: Raw -818022.641916 + Penalty 4247.119043 = -813775.522873 nChanged 216 SP:Iteration 5Q (1580.620000 sec): 3 clusters Score: Raw -818173.262239 + Penalty 4247.119043 = -813926.143196 nChanged 195 SP:Iteration 6Q (1580.650000 sec): 3 clusters Score: Raw -818293.961742 + Penalty 4247.119043 = -814046.842699 nChanged 170 SP:Iteration 7Q (1580.670000 sec): 3 clusters Score: Raw -818406.680383 + Penalty 4247.119043 = -814159.561340 nChanged 154 SP:Iteration 8Q (1580.700000 sec): 3 clusters Score: Raw -818489.148108 + Penalty 4247.119043 = -814242.029065 nChanged 136 SP:Iteration 9Q (1580.720000 sec): 3 clusters Score: Raw -818554.455538 + Penalty 4247.119043 = -814307.336495 nChanged 112 SP:Iteration 10Q (1580.750000 sec): 3 clusters Score: Raw -818619.142265 + Penalty 4247.119043 = -814372.023221 nChanged 105 SP:Iteration 11Q (1580.770000 sec): 3 clusters Score: Raw -818679.882398 + Penalty 4247.119043 = -814432.763355 nChanged 104 SP:Iteration 12Q (1580.800000 sec): 3 clusters Score: Raw -818739.781816 + Penalty 4247.119043 = -814492.662773 nChanged 91 SP:Iteration 13Q (1580.830000 sec): 3 clusters Score: Raw -818798.286508 + Penalty 4247.119043 = -814551.167465 nChanged 92 SP:Iteration 14Q (1580.850000 sec): 3 clusters Score: Raw -818851.833455 + Penalty 4247.119043 = -814604.714412 nChanged 63 SP:Iteration 15Q (1580.880000 sec): 3 clusters Score: Raw -818887.774414 + Penalty 4247.119043 = -814640.655371 nChanged 64 SP:Iteration 16Q (1580.900000 sec): 3 clusters Score: Raw -818920.384140 + Penalty 4247.119043 = -814673.265097 nChanged 51 SP:Iteration 17Q (1580.930000 sec): 3 clusters Score: Raw -818941.326063 + Penalty 4247.119043 = -814694.207020 nChanged 31 SP:Iteration 18Q (1580.950000 sec): 3 clusters Score: Raw -818954.874169 + Penalty 4247.119043 = -814707.755126 nChanged 32 SP:Iteration 19Q (1580.980000 sec): 3 clusters Score: Raw -818970.327653 + Penalty 4247.119043 = -814723.208610 nChanged 38 SP:Iteration 20F (1581.010000 sec): 3 clusters Score: Raw -818988.643129 + Penalty 4247.119043 = -814741.524086 nChanged 31 SP:Iteration 21Q (1581.030000 sec): 3 clusters Score: Raw -819001.086768 + Penalty 4247.119043 = -814753.967725 nChanged 21 SP:Iteration 22Q (1581.050000 sec): 3 clusters Score: Raw -819009.126218 + Penalty 4247.119043 = -814762.007174 nChanged 14 SP:Iteration 23Q (1581.070000 sec): 3 clusters Score: Raw -819014.766710 + Penalty 4247.119043 = -814767.647667 nChanged 11 SP:Iteration 24Q (1581.100000 sec): 3 clusters Score: Raw -819018.246825 + Penalty 4247.119043 = -814771.127782 nChanged 12 SP:Iteration 25Q (1581.120000 sec): 3 clusters Score: Raw -819022.677117 + Penalty 4247.119043 = -814775.558074 nChanged 8 SP:Iteration 26Q (1581.150000 sec): 3 clusters Score: Raw -819025.267862 + Penalty 4247.119043 = -814778.148819 nChanged 7 SP:Iteration 27Q (1581.170000 sec): 3 clusters Score: Raw -819027.488743 + Penalty 4247.119043 = -814780.369699 nChanged 2 SP:Iteration 28Q (1581.200000 sec): 3 clusters Score: Raw -819028.419140 + Penalty 4247.119043 = -814781.300097 nChanged 2 SP:Iteration 29Q (1581.220000 sec): 3 clusters Score: Raw -819028.792267 + Penalty 4247.119043 = -814781.673224 nChanged 2 SP:Iteration 30Q (1581.250000 sec): 3 clusters Score: Raw -819029.242957 + Penalty 4247.119043 = -814782.123914 nChanged 1 SP:Iteration 31Q (1581.270000 sec): 3 clusters Score: Raw -819029.474396 + Penalty 4247.119043 = -814782.355353 nChanged 0 SP:Iteration 32F (1581.300000 sec): 3 clusters Score: Raw -819029.474396 + Penalty 4247.119043 = -814782.355353 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.310000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.310000 sec): 3 clusters Score: Raw -86069.516627 + Penalty 3175.350930 = -82894.165697 nChanged 117 SP:Iteration 1F (1581.310000 sec): 3 clusters Score: Raw -86277.065099 + Penalty 3175.350930 = -83101.714169 nChanged 32 SP:Iteration 2F (1581.320000 sec): 3 clusters Score: Raw -86352.244941 + Penalty 3175.350930 = -83176.894011 nChanged 22 SP:Iteration 3Q (1581.320000 sec): 3 clusters Score: Raw -86406.741381 + Penalty 3175.350930 = -83231.390451 nChanged 20 SP:Iteration 4Q (1581.320000 sec): 3 clusters Score: Raw -86461.046343 + Penalty 3175.350930 = -83285.695414 nChanged 15 SP:Iteration 5Q (1581.330000 sec): 3 clusters Score: Raw -86500.730828 + Penalty 3175.350930 = -83325.379899 nChanged 16 SP:Iteration 6Q (1581.330000 sec): 3 clusters Score: Raw -86544.354461 + Penalty 3175.350930 = -83369.003532 nChanged 9 SP:Iteration 7Q (1581.330000 sec): 3 clusters Score: Raw -86564.148488 + Penalty 3175.350930 = -83388.797558 nChanged 8 SP:Iteration 8Q (1581.330000 sec): 3 clusters Score: Raw -86590.422458 + Penalty 3175.350930 = -83415.071528 nChanged 12 SP:Iteration 9Q (1581.340000 sec): 3 clusters Score: Raw -86652.061829 + Penalty 3175.350930 = -83476.710899 nChanged 10 SP:Iteration 10Q (1581.340000 sec): 3 clusters Score: Raw -86727.818950 + Penalty 3175.350930 = -83552.468020 nChanged 10 SP:Iteration 11Q (1581.340000 sec): 3 clusters Score: Raw -86791.790190 + Penalty 3175.350930 = -83616.439261 nChanged 17 SP:Iteration 12Q (1581.350000 sec): 3 clusters Score: Raw -86837.060061 + Penalty 3175.350930 = -83661.709131 nChanged 8 SP:Iteration 13Q (1581.350000 sec): 3 clusters Score: Raw -86863.858636 + Penalty 3175.350930 = -83688.507706 nChanged 13 SP:Iteration 14Q (1581.350000 sec): 3 clusters Score: Raw -86912.181020 + Penalty 3175.350930 = -83736.830091 nChanged 16 SP:Iteration 15Q (1581.350000 sec): 3 clusters Score: Raw -86964.145744 + Penalty 3175.350930 = -83788.794815 nChanged 5 SP:Iteration 16Q (1581.350000 sec): 3 clusters Score: Raw -86974.872766 + Penalty 3175.350930 = -83799.521837 nChanged 4 SP:Iteration 17Q (1581.360000 sec): 3 clusters Score: Raw -86981.636995 + Penalty 3175.350930 = -83806.286066 nChanged 2 SP:Iteration 18Q (1581.360000 sec): 3 clusters Score: Raw -86985.155959 + Penalty 3175.350930 = -83809.805029 nChanged 2 SP:Iteration 19Q (1581.360000 sec): 3 clusters Score: Raw -86988.262829 + Penalty 3175.350930 = -83812.911899 nChanged 0 SP:Iteration 20F (1581.370000 sec): 3 clusters Score: Raw -86988.262829 + Penalty 3175.350930 = -83812.911899 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (2356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.380000 sec): 2 clusters Score: Raw -346750.692602 + Penalty 1925.650695 = -344825.041907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.390000 sec): 3 clusters Score: Raw -345861.041061 + Penalty 3851.301390 = -342009.739671 nChanged 803 SP:Iteration 1F (1581.400000 sec): 3 clusters Score: Raw -346452.280711 + Penalty 3851.301390 = -342600.979321 nChanged 178 SP:Iteration 2F (1581.410000 sec): 3 clusters Score: Raw -346627.783329 + Penalty 3851.301390 = -342776.481939 nChanged 116 SP:Iteration 3Q (1581.430000 sec): 3 clusters Score: Raw -346772.160032 + Penalty 3851.301390 = -342920.858642 nChanged 112 SP:Iteration 4Q (1581.440000 sec): 3 clusters Score: Raw -346912.217468 + Penalty 3851.301390 = -343060.916078 nChanged 103 SP:Iteration 5Q (1581.450000 sec): 3 clusters Score: Raw -347003.971978 + Penalty 3851.301390 = -343152.670588 nChanged 80 SP:Iteration 6Q (1581.460000 sec): 3 clusters Score: Raw -347082.426521 + Penalty 3851.301390 = -343231.125131 nChanged 82 SP:Iteration 7Q (1581.470000 sec): 3 clusters Score: Raw -347175.103572 + Penalty 3851.301390 = -343323.802182 nChanged 83 SP:Iteration 8Q (1581.480000 sec): 3 clusters Score: Raw -347268.936207 + Penalty 3851.301390 = -343417.634817 nChanged 91 SP:Iteration 9Q (1581.490000 sec): 3 clusters Score: Raw -347383.615854 + Penalty 3851.301390 = -343532.314464 nChanged 80 SP:Iteration 10Q (1581.510000 sec): 3 clusters Score: Raw -347569.929928 + Penalty 3851.301390 = -343718.628538 nChanged 113 SP:Iteration 11Q (1581.520000 sec): 3 clusters Score: Raw -347927.048583 + Penalty 3851.301390 = -344075.747192 nChanged 132 SP:Iteration 12F (1581.530000 sec): 3 clusters Score: Raw -348311.646700 + Penalty 3851.301390 = -344460.345309 nChanged 120 SP:Iteration 13F (1581.540000 sec): 3 clusters Score: Raw -348536.976263 + Penalty 3851.301390 = -344685.674873 nChanged 76 SP:Iteration 14Q (1581.550000 sec): 3 clusters Score: Raw -348634.975406 + Penalty 3851.301390 = -344783.674016 nChanged 46 SP:Iteration 15Q (1581.560000 sec): 3 clusters Score: Raw -348687.589106 + Penalty 3851.301390 = -344836.287716 nChanged 35 SP:Iteration 16Q (1581.570000 sec): 3 clusters Score: Raw -348740.118720 + Penalty 3851.301390 = -344888.817330 nChanged 21 SP:Iteration 17Q (1581.580000 sec): 3 clusters Score: Raw -348768.944353 + Penalty 3851.301390 = -344917.642963 nChanged 16 SP:Iteration 18Q (1581.590000 sec): 3 clusters Score: Raw -348786.808387 + Penalty 3851.301390 = -344935.506996 nChanged 13 SP:Iteration 19Q (1581.600000 sec): 3 clusters Score: Raw -348799.327549 + Penalty 3851.301390 = -344948.026159 nChanged 9 SP:Iteration 20F (1581.610000 sec): 3 clusters Score: Raw -348807.941004 + Penalty 3851.301390 = -344956.639614 nChanged 9 SP:Iteration 21Q (1581.620000 sec): 3 clusters Score: Raw -348815.534524 + Penalty 3851.301390 = -344964.233134 nChanged 4 SP:Iteration 22Q (1581.630000 sec): 3 clusters Score: Raw -348818.562343 + Penalty 3851.301390 = -344967.260953 nChanged 2 SP:Iteration 23Q (1581.640000 sec): 3 clusters Score: Raw -348820.210646 + Penalty 3851.301390 = -344968.909256 nChanged 0 SP:Iteration 24F (1581.650000 sec): 3 clusters Score: Raw -348820.210646 + Penalty 3851.301390 = -344968.909256 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1581.670000 sec): 2 clusters Score: Raw -83481.016787 + Penalty 1598.931854 = -81882.084933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.670000 sec): 3 clusters Score: Raw -83507.699506 + Penalty 3197.863708 = -80309.835799 nChanged 144 SP:Iteration 1F (1581.670000 sec): 3 clusters Score: Raw -83766.051147 + Penalty 3197.863708 = -80568.187439 nChanged 38 SP:Iteration 2F (1581.670000 sec): 3 clusters Score: Raw -83888.491614 + Penalty 3197.863708 = -80690.627906 nChanged 37 SP:Iteration 3F (1581.680000 sec): 3 clusters Score: Raw -84021.918874 + Penalty 3197.863708 = -80824.055166 nChanged 25 SP:Iteration 4Q (1581.680000 sec): 3 clusters Score: Raw -84137.025955 + Penalty 3197.863708 = -80939.162248 nChanged 27 SP:Iteration 5Q (1581.690000 sec): 3 clusters Score: Raw -84285.788784 + Penalty 3197.863708 = -81087.925076 nChanged 22 SP:Iteration 6Q (1581.690000 sec): 3 clusters Score: Raw -84572.937608 + Penalty 3197.863708 = -81375.073901 nChanged 24 SP:Iteration 7Q (1581.690000 sec): 3 clusters Score: Raw -84679.786125 + Penalty 3197.863708 = -81481.922417 nChanged 25 SP:Iteration 8Q (1581.690000 sec): 3 clusters Score: Raw -84782.552696 + Penalty 3197.863708 = -81584.688988 nChanged 19 SP:Iteration 9Q (1581.690000 sec): 3 clusters Score: Raw -84852.481486 + Penalty 3197.863708 = -81654.617779 nChanged 14 SP:Iteration 10Q (1581.700000 sec): 3 clusters Score: Raw -84911.526339 + Penalty 3197.863708 = -81713.662631 nChanged 7 SP:Iteration 11Q (1581.700000 sec): 3 clusters Score: Raw -84938.875742 + Penalty 3197.863708 = -81741.012034 nChanged 7 SP:Iteration 12Q (1581.700000 sec): 3 clusters Score: Raw -84970.577529 + Penalty 3197.863708 = -81772.713821 nChanged 5 SP:Iteration 13Q (1581.710000 sec): 3 clusters Score: Raw -85004.180713 + Penalty 3197.863708 = -81806.317005 nChanged 3 SP:Iteration 14Q (1581.710000 sec): 3 clusters Score: Raw -85023.766383 + Penalty 3197.863708 = -81825.902676 nChanged 4 SP:Iteration 15Q (1581.710000 sec): 3 clusters Score: Raw -85053.150307 + Penalty 3197.863708 = -81855.286599 nChanged 4 SP:Iteration 16Q (1581.710000 sec): 3 clusters Score: Raw -85068.340448 + Penalty 3197.863708 = -81870.476741 nChanged 1 SP:Iteration 17Q (1581.710000 sec): 3 clusters Score: Raw -85069.792513 + Penalty 3197.863708 = -81871.928806 nChanged 0 SP:Iteration 18F (1581.720000 sec): 3 clusters Score: Raw -85069.792513 + Penalty 3197.863708 = -81871.928806 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (244124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1582.850000 sec): 2 clusters Score: Raw -38028373.266877 + Penalty 3076.547030 = -38025296.719847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.140000 sec): 3 clusters Score: Raw -37867667.294787 + Penalty 6153.094060 = -37861514.200727 nChanged 117836 SP:Iteration 1F (1585.410000 sec): 3 clusters Score: Raw -37936701.615729 + Penalty 6153.094060 = -37930548.521670 nChanged 5851 SP:Iteration 2Q (1586.720000 sec): 3 clusters Score: Raw -37937782.159896 + Penalty 6153.094060 = -37931629.065836 nChanged 6119 SP:Iteration 3Q (1588.030000 sec): 3 clusters Score: Raw -37939080.740847 + Penalty 6153.094060 = -37932927.646788 nChanged 6653 SP:Iteration 4Q (1589.330000 sec): 3 clusters Score: Raw -37940775.393878 + Penalty 6153.094060 = -37934622.299818 nChanged 7410 SP:Iteration 5Q (1590.640000 sec): 3 clusters Score: Raw -37943041.062639 + Penalty 6153.094060 = -37936887.968579 nChanged 8367 SP:Iteration 6Q (1591.950000 sec): 3 clusters Score: Raw -37946079.508664 + Penalty 6153.094060 = -37939926.414605 nChanged 9642 SP:Iteration 7Q (1593.230000 sec): 3 clusters Score: Raw -37950353.726576 + Penalty 6153.094060 = -37944200.632516 nChanged 11383 SP:Iteration 8Q (1594.540000 sec): 3 clusters Score: Raw -37956402.168119 + Penalty 6153.094060 = -37950249.074060 nChanged 13615 SP:Iteration 9F (1595.810000 sec): 3 clusters Score: Raw -37965107.564109 + Penalty 6153.094060 = -37958954.470050 nChanged 15618 SP:Iteration 10F (1597.090000 sec): 3 clusters Score: Raw -37976526.900237 + Penalty 6153.094060 = -37970373.806177 nChanged 16473 SP:Iteration 11F (1598.350000 sec): 3 clusters Score: Raw -37989673.673699 + Penalty 6153.094060 = -37983520.579640 nChanged 15603 SP:Iteration 12F (1599.620000 sec): 3 clusters Score: Raw -38002661.376242 + Penalty 6153.094060 = -37996508.282182 nChanged 12718 SP:Iteration 13F (1600.880000 sec): 3 clusters Score: Raw -38013351.056529 + Penalty 6153.094060 = -38007197.962469 nChanged 8865 SP:Iteration 14Q (1601.970000 sec): 3 clusters Score: Raw -38020716.624399 + Penalty 6153.094060 = -38014563.530339 nChanged 5222 SP:Iteration 15Q (1602.990000 sec): 3 clusters Score: Raw -38024912.051260 + Penalty 6153.094060 = -38018758.957200 nChanged 2649 SP:Iteration 16Q (1603.940000 sec): 3 clusters Score: Raw -38027002.034537 + Penalty 6153.094060 = -38020848.940478 nChanged 1414 SP:Iteration 17Q (1604.870000 sec): 3 clusters Score: Raw -38028085.983480 + Penalty 6153.094060 = -38021932.889421 nChanged 746 SP:Iteration 18Q (1605.780000 sec): 3 clusters Score: Raw -38028643.565339 + Penalty 6153.094060 = -38022490.471279 nChanged 463 SP:Iteration 19Q (1606.670000 sec): 3 clusters Score: Raw -38028973.025299 + Penalty 6153.094060 = -38022819.931240 nChanged 305 SP:Iteration 20F (1607.920000 sec): 3 clusters Score: Raw -38029152.773062 + Penalty 6153.094060 = -38022999.679002 nChanged 235 SP:Iteration 21Q (1608.810000 sec): 3 clusters Score: Raw -38029277.525774 + Penalty 6153.094060 = -38023124.431715 nChanged 170 SP:Iteration 22Q (1609.700000 sec): 3 clusters Score: Raw -38029363.984908 + Penalty 6153.094060 = -38023210.890848 nChanged 128 SP:Iteration 23Q (1610.580000 sec): 3 clusters Score: Raw -38029421.681513 + Penalty 6153.094060 = -38023268.587453 nChanged 121 SP:Iteration 24Q (1611.520000 sec): 3 clusters Score: Raw -38029480.697413 + Penalty 6153.094060 = -38023327.603354 nChanged 119 SP:Iteration 25Q (1612.400000 sec): 3 clusters Score: Raw -38029533.825310 + Penalty 6153.094060 = -38023380.731250 nChanged 97 SP:Iteration 26Q (1613.280000 sec): 3 clusters Score: Raw -38029570.712259 + Penalty 6153.094060 = -38023417.618199 nChanged 92 SP:Iteration 27Q (1614.160000 sec): 3 clusters Score: Raw -38029610.919361 + Penalty 6153.094060 = -38023457.825301 nChanged 95 SP:Iteration 28Q (1615.040000 sec): 3 clusters Score: Raw -38029654.734505 + Penalty 6153.094060 = -38023501.640445 nChanged 89 SP:Iteration 29Q (1615.920000 sec): 3 clusters Score: Raw -38029690.934082 + Penalty 6153.094060 = -38023537.840022 nChanged 67 SP:Iteration 30Q (1616.790000 sec): 3 clusters Score: Raw -38029717.643893 + Penalty 6153.094060 = -38023564.549833 nChanged 70 SP:Iteration 31Q (1617.670000 sec): 3 clusters Score: Raw -38029744.362601 + Penalty 6153.094060 = -38023591.268542 nChanged 63 SP:Iteration 32Q (1618.550000 sec): 3 clusters Score: Raw -38029768.296172 + Penalty 6153.094060 = -38023615.202112 nChanged 60 SP:Iteration 33Q (1619.420000 sec): 3 clusters Score: Raw -38029789.378441 + Penalty 6153.094060 = -38023636.284381 nChanged 55 SP:Iteration 34Q (1620.300000 sec): 3 clusters Score: Raw -38029807.353701 + Penalty 6153.094060 = -38023654.259641 nChanged 53 SP:Iteration 35Q (1621.180000 sec): 3 clusters Score: Raw -38029825.053763 + Penalty 6153.094060 = -38023671.959703 nChanged 56 SP:Iteration 36Q (1622.050000 sec): 3 clusters Score: Raw -38029842.320414 + Penalty 6153.094060 = -38023689.226354 nChanged 53 SP:Iteration 37Q (1622.930000 sec): 3 clusters Score: Raw -38029857.588636 + Penalty 6153.094060 = -38023704.494577 nChanged 52 SP:Iteration 38Q (1623.800000 sec): 3 clusters Score: Raw -38029875.206354 + Penalty 6153.094060 = -38023722.112295 nChanged 57 SP:Iteration 39Q (1624.680000 sec): 3 clusters Score: Raw -38029894.201869 + Penalty 6153.094060 = -38023741.107810 nChanged 59 SP:Iteration 40F (1625.930000 sec): 3 clusters Score: Raw -38029915.570894 + Penalty 6153.094060 = -38023762.476834 nChanged 61 SP:Iteration 41Q (1626.820000 sec): 3 clusters Score: Raw -38029933.493590 + Penalty 6153.094060 = -38023780.399530 nChanged 55 SP:Iteration 42Q (1627.700000 sec): 3 clusters Score: Raw -38029949.693780 + Penalty 6153.094060 = -38023796.599720 nChanged 45 SP:Iteration 43Q (1628.590000 sec): 3 clusters Score: Raw -38029965.348981 + Penalty 6153.094060 = -38023812.254921 nChanged 48 SP:Iteration 44Q (1629.470000 sec): 3 clusters Score: Raw -38029981.295248 + Penalty 6153.094060 = -38023828.201188 nChanged 54 SP:Iteration 45Q (1630.340000 sec): 3 clusters Score: Raw -38029999.425679 + Penalty 6153.094060 = -38023846.331619 nChanged 51 SP:Iteration 46Q (1631.230000 sec): 3 clusters Score: Raw -38030017.445575 + Penalty 6153.094060 = -38023864.351516 nChanged 56 SP:Iteration 47Q (1632.110000 sec): 3 clusters Score: Raw -38030037.080339 + Penalty 6153.094060 = -38023883.986279 nChanged 55 SP:Iteration 48Q (1632.990000 sec): 3 clusters Score: Raw -38030053.920817 + Penalty 6153.094060 = -38023900.826757 nChanged 58 SP:Iteration 49Q (1633.880000 sec): 3 clusters Score: Raw -38030070.936978 + Penalty 6153.094060 = -38023917.842918 nChanged 52 SP:Iteration 50Q (1634.760000 sec): 3 clusters Score: Raw -38030084.727068 + Penalty 6153.094060 = -38023931.633008 nChanged 43 SP:Iteration 51Q (1635.640000 sec): 3 clusters Score: Raw -38030094.445477 + Penalty 6153.094060 = -38023941.351417 nChanged 33 SP:Iteration 52Q (1636.520000 sec): 3 clusters Score: Raw -38030103.269404 + Penalty 6153.094060 = -38023950.175344 nChanged 26 SP:Iteration 53Q (1637.400000 sec): 3 clusters Score: Raw -38030109.476125 + Penalty 6153.094060 = -38023956.382065 nChanged 29 SP:Iteration 54Q (1638.280000 sec): 3 clusters Score: Raw -38030115.430551 + Penalty 6153.094060 = -38023962.336491 nChanged 18 SP:Iteration 55Q (1639.160000 sec): 3 clusters Score: Raw -38030119.803919 + Penalty 6153.094060 = -38023966.709859 nChanged 16 SP:Iteration 56Q (1640.050000 sec): 3 clusters Score: Raw -38030123.383551 + Penalty 6153.094060 = -38023970.289492 nChanged 16 SP:Iteration 57Q (1640.920000 sec): 3 clusters Score: Raw -38030126.207058 + Penalty 6153.094060 = -38023973.112998 nChanged 15 SP:Iteration 58Q (1641.800000 sec): 3 clusters Score: Raw -38030129.239886 + Penalty 6153.094060 = -38023976.145826 nChanged 17 SP:Iteration 59Q (1642.680000 sec): 3 clusters Score: Raw -38030132.412449 + Penalty 6153.094060 = -38023979.318390 nChanged 15 SP:Iteration 60F (1643.920000 sec): 3 clusters Score: Raw -38030135.293331 + Penalty 6153.094060 = -38023982.199271 nChanged 20 SP:Iteration 61Q (1644.820000 sec): 3 clusters Score: Raw -38030139.211254 + Penalty 6153.094060 = -38023986.117194 nChanged 21 SP:Iteration 62Q (1645.700000 sec): 3 clusters Score: Raw -38030143.968263 + Penalty 6153.094060 = -38023990.874204 nChanged 21 SP:Iteration 63Q (1646.600000 sec): 3 clusters Score: Raw -38030148.028259 + Penalty 6153.094060 = -38023994.934199 nChanged 20 SP:Iteration 64Q (1647.480000 sec): 3 clusters Score: Raw -38030152.642360 + Penalty 6153.094060 = -38023999.548300 nChanged 22 SP:Iteration 65Q (1648.360000 sec): 3 clusters Score: Raw -38030156.633913 + Penalty 6153.094060 = -38024003.539853 nChanged 13 SP:Iteration 66Q (1649.250000 sec): 3 clusters Score: Raw -38030159.223776 + Penalty 6153.094060 = -38024006.129717 nChanged 14 SP:Iteration 67Q (1650.140000 sec): 3 clusters Score: Raw -38030162.355070 + Penalty 6153.094060 = -38024009.261011 nChanged 16 SP:Iteration 68Q (1651.020000 sec): 3 clusters Score: Raw -38030165.625801 + Penalty 6153.094060 = -38024012.531741 nChanged 18 SP:Iteration 69Q (1651.910000 sec): 3 clusters Score: Raw -38030169.575094 + Penalty 6153.094060 = -38024016.481034 nChanged 20 SP:Iteration 70Q (1652.800000 sec): 3 clusters Score: Raw -38030173.528913 + Penalty 6153.094060 = -38024020.434853 nChanged 18 SP:Iteration 71Q (1653.680000 sec): 3 clusters Score: Raw -38030176.749283 + Penalty 6153.094060 = -38024023.655223 nChanged 13 SP:Iteration 72Q (1654.570000 sec): 3 clusters Score: Raw -38030179.293821 + Penalty 6153.094060 = -38024026.199762 nChanged 9 SP:Iteration 73Q (1655.450000 sec): 3 clusters Score: Raw -38030180.975839 + Penalty 6153.094060 = -38024027.881780 nChanged 14 SP:Iteration 74Q (1656.330000 sec): 3 clusters Score: Raw -38030183.463572 + Penalty 6153.094060 = -38024030.369512 nChanged 8 SP:Iteration 75Q (1657.220000 sec): 3 clusters Score: Raw -38030184.926883 + Penalty 6153.094060 = -38024031.832824 nChanged 11 SP:Iteration 76Q (1658.100000 sec): 3 clusters Score: Raw -38030187.120622 + Penalty 6153.094060 = -38024034.026562 nChanged 9 SP:Iteration 77Q (1658.980000 sec): 3 clusters Score: Raw -38030188.955269 + Penalty 6153.094060 = -38024035.861210 nChanged 8 SP:Iteration 78Q (1659.870000 sec): 3 clusters Score: Raw -38030190.531801 + Penalty 6153.094060 = -38024037.437741 nChanged 9 SP:Iteration 79Q (1660.760000 sec): 3 clusters Score: Raw -38030192.040402 + Penalty 6153.094060 = -38024038.946343 nChanged 6 SP:Iteration 80F (1662.000000 sec): 3 clusters Score: Raw -38030192.982314 + Penalty 6153.094060 = -38024039.888254 nChanged 7 SP:Iteration 81Q (1662.890000 sec): 3 clusters Score: Raw -38030194.061011 + Penalty 6153.094060 = -38024040.966952 nChanged 2 SP:Iteration 82Q (1663.780000 sec): 3 clusters Score: Raw -38030194.536322 + Penalty 6153.094060 = -38024041.442262 nChanged 5 SP:Iteration 83Q (1664.670000 sec): 3 clusters Score: Raw -38030195.482209 + Penalty 6153.094060 = -38024042.388149 nChanged 5 SP:Iteration 84Q (1665.560000 sec): 3 clusters Score: Raw -38030196.599718 + Penalty 6153.094060 = -38024043.505658 nChanged 4 SP:Iteration 85Q (1666.440000 sec): 3 clusters Score: Raw -38030197.429533 + Penalty 6153.094060 = -38024044.335473 nChanged 10 SP:Iteration 86Q (1667.330000 sec): 3 clusters Score: Raw -38030199.441273 + Penalty 6153.094060 = -38024046.347213 nChanged 9 SP:Iteration 87Q (1668.220000 sec): 3 clusters Score: Raw -38030200.929951 + Penalty 6153.094060 = -38024047.835892 nChanged 6 SP:Iteration 88Q (1669.110000 sec): 3 clusters Score: Raw -38030202.067637 + Penalty 6153.094060 = -38024048.973577 nChanged 12 SP:Iteration 89Q (1670.000000 sec): 3 clusters Score: Raw -38030204.471600 + Penalty 6153.094060 = -38024051.377541 nChanged 15 SP:Iteration 90Q (1670.900000 sec): 3 clusters Score: Raw -38030208.482711 + Penalty 6153.094060 = -38024055.388652 nChanged 19 SP:Iteration 91Q (1671.790000 sec): 3 clusters Score: Raw -38030211.948393 + Penalty 6153.094060 = -38024058.854333 nChanged 17 SP:Iteration 92Q (1672.680000 sec): 3 clusters Score: Raw -38030215.454220 + Penalty 6153.094060 = -38024062.360160 nChanged 19 SP:Iteration 93Q (1673.570000 sec): 3 clusters Score: Raw -38030218.961790 + Penalty 6153.094060 = -38024065.867730 nChanged 12 SP:Iteration 94Q (1674.460000 sec): 3 clusters Score: Raw -38030221.104183 + Penalty 6153.094060 = -38024068.010124 nChanged 8 SP:Iteration 95Q (1675.350000 sec): 3 clusters Score: Raw -38030222.471729 + Penalty 6153.094060 = -38024069.377670 nChanged 9 SP:Iteration 96Q (1676.230000 sec): 3 clusters Score: Raw -38030223.804352 + Penalty 6153.094060 = -38024070.710292 nChanged 7 SP:Iteration 97Q (1677.130000 sec): 3 clusters Score: Raw -38030224.975612 + Penalty 6153.094060 = -38024071.881553 nChanged 6 SP:Iteration 98Q (1678.010000 sec): 3 clusters Score: Raw -38030225.860861 + Penalty 6153.094060 = -38024072.766801 nChanged 6 SP:Iteration 99Q (1678.910000 sec): 3 clusters Score: Raw -38030226.725865 + Penalty 6153.094060 = -38024073.631806 nChanged 4 SP:Iteration 100F (1680.150000 sec): 3 clusters Score: Raw -38030227.266382 + Penalty 6153.094060 = -38024074.172322 nChanged 1 SP:Iteration 101Q (1681.040000 sec): 3 clusters Score: Raw -38030227.547549 + Penalty 6153.094060 = -38024074.453489 nChanged 2 SP:Iteration 102Q (1681.930000 sec): 3 clusters Score: Raw -38030227.759332 + Penalty 6153.094060 = -38024074.665272 nChanged 1 SP:Iteration 103Q (1682.810000 sec): 3 clusters Score: Raw -38030227.970393 + Penalty 6153.094060 = -38024074.876333 nChanged 0 SP:Iteration 104F (1684.060000 sec): 3 clusters Score: Raw -38030227.970393 + Penalty 6153.094060 = -38024074.876333 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.210000 sec): 2 clusters Score: Raw -236170.721457 + Penalty 1841.636507 = -234329.084951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.220000 sec): 3 clusters Score: Raw -235628.210899 + Penalty 3683.273014 = -231944.937885 nChanged 543 SP:Iteration 1F (1684.230000 sec): 3 clusters Score: Raw -236188.760609 + Penalty 3683.273014 = -232505.487595 nChanged 138 SP:Iteration 2F (1684.230000 sec): 3 clusters Score: Raw -236463.733422 + Penalty 3683.273014 = -232780.460408 nChanged 111 SP:Iteration 3F (1684.240000 sec): 3 clusters Score: Raw -236704.874768 + Penalty 3683.273014 = -233021.601754 nChanged 92 SP:Iteration 4F (1684.250000 sec): 3 clusters Score: Raw -236861.659658 + Penalty 3683.273014 = -233178.386644 nChanged 69 SP:Iteration 5Q (1684.260000 sec): 3 clusters Score: Raw -236971.647425 + Penalty 3683.273014 = -233288.374411 nChanged 40 SP:Iteration 6Q (1684.270000 sec): 3 clusters Score: Raw -237014.602859 + Penalty 3683.273014 = -233331.329845 nChanged 29 SP:Iteration 7Q (1684.270000 sec): 3 clusters Score: Raw -237043.567921 + Penalty 3683.273014 = -233360.294907 nChanged 26 SP:Iteration 8Q (1684.280000 sec): 3 clusters Score: Raw -237072.363537 + Penalty 3683.273014 = -233389.090523 nChanged 21 SP:Iteration 9Q (1684.290000 sec): 3 clusters Score: Raw -237088.630136 + Penalty 3683.273014 = -233405.357122 nChanged 7 SP:Iteration 10Q (1684.300000 sec): 3 clusters Score: Raw -237093.212253 + Penalty 3683.273014 = -233409.939239 nChanged 6 SP:Iteration 11Q (1684.310000 sec): 3 clusters Score: Raw -237099.037407 + Penalty 3683.273014 = -233415.764394 nChanged 4 SP:Iteration 12Q (1684.310000 sec): 3 clusters Score: Raw -237104.218536 + Penalty 3683.273014 = -233420.945522 nChanged 9 SP:Iteration 13Q (1684.320000 sec): 3 clusters Score: Raw -237113.414496 + Penalty 3683.273014 = -233430.141482 nChanged 6 SP:Iteration 14Q (1684.330000 sec): 3 clusters Score: Raw -237119.978141 + Penalty 3683.273014 = -233436.705127 nChanged 11 SP:Iteration 15Q (1684.340000 sec): 3 clusters Score: Raw -237131.603259 + Penalty 3683.273014 = -233448.330245 nChanged 11 SP:Iteration 16Q (1684.340000 sec): 3 clusters Score: Raw -237145.020646 + Penalty 3683.273014 = -233461.747632 nChanged 8 SP:Iteration 17Q (1684.350000 sec): 3 clusters Score: Raw -237152.900916 + Penalty 3683.273014 = -233469.627902 nChanged 5 SP:Iteration 18Q (1684.360000 sec): 3 clusters Score: Raw -237159.927076 + Penalty 3683.273014 = -233476.654062 nChanged 6 SP:Iteration 19Q (1684.370000 sec): 3 clusters Score: Raw -237167.570719 + Penalty 3683.273014 = -233484.297705 nChanged 6 SP:Iteration 20F (1684.370000 sec): 3 clusters Score: Raw -237171.809153 + Penalty 3683.273014 = -233488.536139 nChanged 4 SP:Iteration 21Q (1684.380000 sec): 3 clusters Score: Raw -237175.126174 + Penalty 3683.273014 = -233491.853160 nChanged 3 SP:Iteration 22Q (1684.390000 sec): 3 clusters Score: Raw -237178.371279 + Penalty 3683.273014 = -233495.098265 nChanged 2 SP:Iteration 23Q (1684.400000 sec): 3 clusters Score: Raw -237180.233335 + Penalty 3683.273014 = -233496.960321 nChanged 4 SP:Iteration 24Q (1684.410000 sec): 3 clusters Score: Raw -237182.051761 + Penalty 3683.273014 = -233498.778747 nChanged 1 SP:Iteration 25Q (1684.410000 sec): 3 clusters Score: Raw -237183.275433 + Penalty 3683.273014 = -233500.002419 nChanged 2 SP:Iteration 26Q (1684.420000 sec): 3 clusters Score: Raw -237183.950443 + Penalty 3683.273014 = -233500.677429 nChanged 0 SP:Iteration 27F (1684.430000 sec): 3 clusters Score: Raw -237183.950443 + Penalty 3683.273014 = -233500.677429 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (29484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.570000 sec): 2 clusters Score: Raw -4618782.140719 + Penalty 2552.317550 = -4616229.823169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.720000 sec): 3 clusters Score: Raw -4601015.590651 + Penalty 5104.635099 = -4595910.955552 nChanged 13329 SP:Iteration 1F (1684.870000 sec): 3 clusters Score: Raw -4608433.190474 + Penalty 5104.635099 = -4603328.555375 nChanged 1476 SP:Iteration 2F (1685.030000 sec): 3 clusters Score: Raw -4608972.589592 + Penalty 5104.635099 = -4603867.954493 nChanged 1378 SP:Iteration 3Q (1685.180000 sec): 3 clusters Score: Raw -4609504.843262 + Penalty 5104.635099 = -4604400.208163 nChanged 1352 SP:Iteration 4Q (1685.330000 sec): 3 clusters Score: Raw -4610097.425681 + Penalty 5104.635099 = -4604992.790582 nChanged 1421 SP:Iteration 5Q (1685.480000 sec): 3 clusters Score: Raw -4610880.061743 + Penalty 5104.635099 = -4605775.426644 nChanged 1731 SP:Iteration 6F (1685.630000 sec): 3 clusters Score: Raw -4612047.070447 + Penalty 5104.635099 = -4606942.435348 nChanged 1849 SP:Iteration 7F (1685.780000 sec): 3 clusters Score: Raw -4613449.696733 + Penalty 5104.635099 = -4608345.061634 nChanged 1850 SP:Iteration 8F (1685.930000 sec): 3 clusters Score: Raw -4614992.959633 + Penalty 5104.635099 = -4609888.324534 nChanged 1643 SP:Iteration 9F (1686.080000 sec): 3 clusters Score: Raw -4616456.956477 + Penalty 5104.635099 = -4611352.321378 nChanged 1268 SP:Iteration 10Q (1686.230000 sec): 3 clusters Score: Raw -4617593.523533 + Penalty 5104.635099 = -4612488.888433 nChanged 807 SP:Iteration 11Q (1686.360000 sec): 3 clusters Score: Raw -4618293.723771 + Penalty 5104.635099 = -4613189.088672 nChanged 471 SP:Iteration 12Q (1686.490000 sec): 3 clusters Score: Raw -4618691.052232 + Penalty 5104.635099 = -4613586.417133 nChanged 259 SP:Iteration 13Q (1686.610000 sec): 3 clusters Score: Raw -4618919.801283 + Penalty 5104.635099 = -4613815.166184 nChanged 146 SP:Iteration 14Q (1686.730000 sec): 3 clusters Score: Raw -4619038.840355 + Penalty 5104.635099 = -4613934.205256 nChanged 104 SP:Iteration 15Q (1686.840000 sec): 3 clusters Score: Raw -4619108.182723 + Penalty 5104.635099 = -4614003.547624 nChanged 56 SP:Iteration 16Q (1686.950000 sec): 3 clusters Score: Raw -4619147.796463 + Penalty 5104.635099 = -4614043.161364 nChanged 43 SP:Iteration 17Q (1687.070000 sec): 3 clusters Score: Raw -4619179.996046 + Penalty 5104.635099 = -4614075.360946 nChanged 37 SP:Iteration 18Q (1687.170000 sec): 3 clusters Score: Raw -4619200.779240 + Penalty 5104.635099 = -4614096.144141 nChanged 20 SP:Iteration 19Q (1687.290000 sec): 3 clusters Score: Raw -4619213.835166 + Penalty 5104.635099 = -4614109.200067 nChanged 12 SP:Iteration 20F (1687.430000 sec): 3 clusters Score: Raw -4619221.976773 + Penalty 5104.635099 = -4614117.341674 nChanged 10 SP:Iteration 21Q (1687.550000 sec): 3 clusters Score: Raw -4619226.022468 + Penalty 5104.635099 = -4614121.387369 nChanged 7 SP:Iteration 22Q (1687.650000 sec): 3 clusters Score: Raw -4619230.537910 + Penalty 5104.635099 = -4614125.902811 nChanged 6 SP:Iteration 23Q (1687.760000 sec): 3 clusters Score: Raw -4619233.759841 + Penalty 5104.635099 = -4614129.124742 nChanged 7 SP:Iteration 24Q (1687.870000 sec): 3 clusters Score: Raw -4619236.510809 + Penalty 5104.635099 = -4614131.875710 nChanged 9 SP:Iteration 25Q (1687.980000 sec): 3 clusters Score: Raw -4619239.876156 + Penalty 5104.635099 = -4614135.241057 nChanged 3 SP:Iteration 26Q (1688.090000 sec): 3 clusters Score: Raw -4619242.045040 + Penalty 5104.635099 = -4614137.409941 nChanged 5 SP:Iteration 27Q (1688.200000 sec): 3 clusters Score: Raw -4619246.347844 + Penalty 5104.635099 = -4614141.712745 nChanged 4 SP:Iteration 28Q (1688.310000 sec): 3 clusters Score: Raw -4619249.433802 + Penalty 5104.635099 = -4614144.798703 nChanged 6 SP:Iteration 29Q (1688.420000 sec): 3 clusters Score: Raw -4619253.283079 + Penalty 5104.635099 = -4614148.647980 nChanged 3 SP:Iteration 30Q (1688.530000 sec): 3 clusters Score: Raw -4619254.343982 + Penalty 5104.635099 = -4614149.708883 nChanged 4 SP:Iteration 31Q (1688.630000 sec): 3 clusters Score: Raw -4619256.227802 + Penalty 5104.635099 = -4614151.592703 nChanged 2 SP:Iteration 32Q (1688.750000 sec): 3 clusters Score: Raw -4619258.759292 + Penalty 5104.635099 = -4614154.124193 nChanged 7 SP:Iteration 33Q (1688.850000 sec): 3 clusters Score: Raw -4619262.829837 + Penalty 5104.635099 = -4614158.194737 nChanged 5 SP:Iteration 34Q (1688.960000 sec): 3 clusters Score: Raw -4619266.055666 + Penalty 5104.635099 = -4614161.420566 nChanged 3 SP:Iteration 35Q (1689.070000 sec): 3 clusters Score: Raw -4619269.062507 + Penalty 5104.635099 = -4614164.427408 nChanged 2 SP:Iteration 36Q (1689.180000 sec): 3 clusters Score: Raw -4619270.501310 + Penalty 5104.635099 = -4614165.866211 nChanged 1 SP:Iteration 37Q (1689.290000 sec): 3 clusters Score: Raw -4619270.653372 + Penalty 5104.635099 = -4614166.018273 nChanged 0 SP:Iteration 38F (1689.430000 sec): 3 clusters Score: Raw -4619270.653372 + Penalty 5104.635099 = -4614166.018273 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 20 (15255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1689.510000 sec): 2 clusters Score: Raw -2366306.958172 + Penalty 2388.900324 = -2363918.057847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1689.590000 sec): 3 clusters Score: Raw -2357694.599128 + Penalty 4777.800648 = -2352916.798480 nChanged 6499 SP:Iteration 1F (1689.660000 sec): 3 clusters Score: Raw -2361179.063420 + Penalty 4777.800648 = -2356401.262772 nChanged 866 SP:Iteration 2F (1689.740000 sec): 3 clusters Score: Raw -2361543.380969 + Penalty 4777.800648 = -2356765.580321 nChanged 753 SP:Iteration 3Q (1689.810000 sec): 3 clusters Score: Raw -2361874.863391 + Penalty 4777.800648 = -2357097.062743 nChanged 697 SP:Iteration 4Q (1689.890000 sec): 3 clusters Score: Raw -2362221.581240 + Penalty 4777.800648 = -2357443.780592 nChanged 758 SP:Iteration 5Q (1689.970000 sec): 3 clusters Score: Raw -2362637.835363 + Penalty 4777.800648 = -2357860.034714 nChanged 785 SP:Iteration 6F (1690.050000 sec): 3 clusters Score: Raw -2363093.150035 + Penalty 4777.800648 = -2358315.349387 nChanged 808 SP:Iteration 7F (1690.120000 sec): 3 clusters Score: Raw -2363593.160691 + Penalty 4777.800648 = -2358815.360043 nChanged 816 SP:Iteration 8F (1690.190000 sec): 3 clusters Score: Raw -2364144.381536 + Penalty 4777.800648 = -2359366.580887 nChanged 805 SP:Iteration 9F (1690.270000 sec): 3 clusters Score: Raw -2364747.313547 + Penalty 4777.800648 = -2359969.512898 nChanged 734 SP:Iteration 10Q (1690.350000 sec): 3 clusters Score: Raw -2365377.661439 + Penalty 4777.800648 = -2360599.860791 nChanged 607 SP:Iteration 11Q (1690.420000 sec): 3 clusters Score: Raw -2365972.675121 + Penalty 4777.800648 = -2361194.874473 nChanged 484 SP:Iteration 12Q (1690.500000 sec): 3 clusters Score: Raw -2366489.869297 + Penalty 4777.800648 = -2361712.068649 nChanged 363 SP:Iteration 13Q (1690.570000 sec): 3 clusters Score: Raw -2366898.289702 + Penalty 4777.800648 = -2362120.489054 nChanged 245 SP:Iteration 14Q (1690.630000 sec): 3 clusters Score: Raw -2367153.505043 + Penalty 4777.800648 = -2362375.704394 nChanged 181 SP:Iteration 15Q (1690.700000 sec): 3 clusters Score: Raw -2367298.691801 + Penalty 4777.800648 = -2362520.891153 nChanged 134 SP:Iteration 16Q (1690.760000 sec): 3 clusters Score: Raw -2367377.826227 + Penalty 4777.800648 = -2362600.025579 nChanged 91 SP:Iteration 17Q (1690.820000 sec): 3 clusters Score: Raw -2367425.125862 + Penalty 4777.800648 = -2362647.325213 nChanged 61 SP:Iteration 18Q (1690.880000 sec): 3 clusters Score: Raw -2367448.342309 + Penalty 4777.800648 = -2362670.541660 nChanged 46 SP:Iteration 19Q (1690.940000 sec): 3 clusters Score: Raw -2367462.937057 + Penalty 4777.800648 = -2362685.136409 nChanged 31 SP:Iteration 20F (1691.020000 sec): 3 clusters Score: Raw -2367473.823537 + Penalty 4777.800648 = -2362696.022889 nChanged 30 SP:Iteration 21Q (1691.080000 sec): 3 clusters Score: Raw -2367483.542296 + Penalty 4777.800648 = -2362705.741648 nChanged 25 SP:Iteration 22Q (1691.130000 sec): 3 clusters Score: Raw -2367491.458467 + Penalty 4777.800648 = -2362713.657819 nChanged 22 SP:Iteration 23Q (1691.190000 sec): 3 clusters Score: Raw -2367500.136173 + Penalty 4777.800648 = -2362722.335524 nChanged 15 SP:Iteration 24Q (1691.250000 sec): 3 clusters Score: Raw -2367505.670654 + Penalty 4777.800648 = -2362727.870006 nChanged 7 SP:Iteration 25Q (1691.310000 sec): 3 clusters Score: Raw -2367507.701498 + Penalty 4777.800648 = -2362729.900850 nChanged 2 SP:Iteration 26Q (1691.370000 sec): 3 clusters Score: Raw -2367507.981987 + Penalty 4777.800648 = -2362730.181339 nChanged 0 SP:Iteration 27F (1691.450000 sec): 3 clusters Score: Raw -2367507.981987 + Penalty 4777.800648 = -2362730.181339 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 21 (7301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.480000 sec): 2 clusters Score: Raw -1131045.787896 + Penalty 2206.150118 = -1128839.637778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.520000 sec): 3 clusters Score: Raw -1127297.028799 + Penalty 4412.300236 = -1122884.728564 nChanged 2913 SP:Iteration 1F (1691.560000 sec): 3 clusters Score: Raw -1128873.089165 + Penalty 4412.300236 = -1124460.788929 nChanged 494 SP:Iteration 2F (1691.590000 sec): 3 clusters Score: Raw -1129110.951335 + Penalty 4412.300236 = -1124698.651100 nChanged 314 SP:Iteration 3Q (1691.630000 sec): 3 clusters Score: Raw -1129247.668789 + Penalty 4412.300236 = -1124835.368553 nChanged 229 SP:Iteration 4Q (1691.670000 sec): 3 clusters Score: Raw -1129368.454918 + Penalty 4412.300236 = -1124956.154682 nChanged 209 SP:Iteration 5Q (1691.700000 sec): 3 clusters Score: Raw -1129452.547806 + Penalty 4412.300236 = -1125040.247570 nChanged 167 SP:Iteration 6Q (1691.740000 sec): 3 clusters Score: Raw -1129524.419498 + Penalty 4412.300236 = -1125112.119263 nChanged 161 SP:Iteration 7Q (1691.770000 sec): 3 clusters Score: Raw -1129595.854480 + Penalty 4412.300236 = -1125183.554245 nChanged 145 SP:Iteration 8Q (1691.810000 sec): 3 clusters Score: Raw -1129663.475939 + Penalty 4412.300236 = -1125251.175703 nChanged 153 SP:Iteration 9Q (1691.850000 sec): 3 clusters Score: Raw -1129733.646143 + Penalty 4412.300236 = -1125321.345907 nChanged 157 SP:Iteration 10Q (1691.880000 sec): 3 clusters Score: Raw -1129809.518263 + Penalty 4412.300236 = -1125397.218027 nChanged 152 SP:Iteration 11Q (1691.920000 sec): 3 clusters Score: Raw -1129893.701562 + Penalty 4412.300236 = -1125481.401327 nChanged 167 SP:Iteration 12Q (1691.950000 sec): 3 clusters Score: Raw -1129981.847255 + Penalty 4412.300236 = -1125569.547019 nChanged 169 SP:Iteration 13Q (1691.990000 sec): 3 clusters Score: Raw -1130064.590940 + Penalty 4412.300236 = -1125652.290704 nChanged 161 SP:Iteration 14Q (1692.030000 sec): 3 clusters Score: Raw -1130138.269112 + Penalty 4412.300236 = -1125725.968876 nChanged 146 SP:Iteration 15Q (1692.060000 sec): 3 clusters Score: Raw -1130211.541754 + Penalty 4412.300236 = -1125799.241519 nChanged 151 SP:Iteration 16Q (1692.100000 sec): 3 clusters Score: Raw -1130284.975745 + Penalty 4412.300236 = -1125872.675509 nChanged 146 SP:Iteration 17Q (1692.130000 sec): 3 clusters Score: Raw -1130357.695158 + Penalty 4412.300236 = -1125945.394923 nChanged 135 SP:Iteration 18Q (1692.170000 sec): 3 clusters Score: Raw -1130424.054746 + Penalty 4412.300236 = -1126011.754511 nChanged 140 SP:Iteration 19Q (1692.200000 sec): 3 clusters Score: Raw -1130494.257099 + Penalty 4412.300236 = -1126081.956863 nChanged 146 SP:Iteration 20F (1692.240000 sec): 3 clusters Score: Raw -1130574.502824 + Penalty 4412.300236 = -1126162.202588 nChanged 144 SP:Iteration 21Q (1692.270000 sec): 3 clusters Score: Raw -1130663.284448 + Penalty 4412.300236 = -1126250.984212 nChanged 152 SP:Iteration 22Q (1692.300000 sec): 3 clusters Score: Raw -1130776.655838 + Penalty 4412.300236 = -1126364.355603 nChanged 126 SP:Iteration 23Q (1692.340000 sec): 3 clusters Score: Raw -1130870.639356 + Penalty 4412.300236 = -1126458.339120 nChanged 131 SP:Iteration 24Q (1692.370000 sec): 3 clusters Score: Raw -1130984.484316 + Penalty 4412.300236 = -1126572.184080 nChanged 131 SP:Iteration 25Q (1692.400000 sec): 3 clusters Score: Raw -1131119.546557 + Penalty 4412.300236 = -1126707.246321 nChanged 108 SP:Iteration 26Q (1692.430000 sec): 3 clusters Score: Raw -1131238.991487 + Penalty 4412.300236 = -1126826.691251 nChanged 110 SP:Iteration 27Q (1692.470000 sec): 3 clusters Score: Raw -1131349.127517 + Penalty 4412.300236 = -1126936.827282 nChanged 98 SP:Iteration 28Q (1692.490000 sec): 3 clusters Score: Raw -1131426.617561 + Penalty 4412.300236 = -1127014.317325 nChanged 94 SP:Iteration 29Q (1692.530000 sec): 3 clusters Score: Raw -1131489.825463 + Penalty 4412.300236 = -1127077.525228 nChanged 80 SP:Iteration 30Q (1692.550000 sec): 3 clusters Score: Raw -1131541.013509 + Penalty 4412.300236 = -1127128.713273 nChanged 69 SP:Iteration 31Q (1692.590000 sec): 3 clusters Score: Raw -1131581.499284 + Penalty 4412.300236 = -1127169.199049 nChanged 66 SP:Iteration 32Q (1692.610000 sec): 3 clusters Score: Raw -1131614.893931 + Penalty 4412.300236 = -1127202.593696 nChanged 50 SP:Iteration 33Q (1692.650000 sec): 3 clusters Score: Raw -1131638.958006 + Penalty 4412.300236 = -1127226.657771 nChanged 41 SP:Iteration 34Q (1692.670000 sec): 3 clusters Score: Raw -1131659.616344 + Penalty 4412.300236 = -1127247.316109 nChanged 43 SP:Iteration 35Q (1692.710000 sec): 3 clusters Score: Raw -1131679.984726 + Penalty 4412.300236 = -1127267.684490 nChanged 33 SP:Iteration 36Q (1692.730000 sec): 3 clusters Score: Raw -1131694.198099 + Penalty 4412.300236 = -1127281.897863 nChanged 31 SP:Iteration 37Q (1692.760000 sec): 3 clusters Score: Raw -1131707.212814 + Penalty 4412.300236 = -1127294.912578 nChanged 20 SP:Iteration 38Q (1692.790000 sec): 3 clusters Score: Raw -1131714.459634 + Penalty 4412.300236 = -1127302.159398 nChanged 19 SP:Iteration 39Q (1692.820000 sec): 3 clusters Score: Raw -1131721.880611 + Penalty 4412.300236 = -1127309.580376 nChanged 14 SP:Iteration 40F (1692.860000 sec): 3 clusters Score: Raw -1131728.146119 + Penalty 4412.300236 = -1127315.845883 nChanged 11 SP:Iteration 41Q (1692.890000 sec): 3 clusters Score: Raw -1131731.409412 + Penalty 4412.300236 = -1127319.109176 nChanged 8 SP:Iteration 42Q (1692.920000 sec): 3 clusters Score: Raw -1131734.668298 + Penalty 4412.300236 = -1127322.368063 nChanged 9 SP:Iteration 43Q (1692.950000 sec): 3 clusters Score: Raw -1131738.425954 + Penalty 4412.300236 = -1127326.125718 nChanged 6 SP:Iteration 44Q (1692.980000 sec): 3 clusters Score: Raw -1131739.818130 + Penalty 4412.300236 = -1127327.517895 nChanged 2 SP:Iteration 45Q (1693.010000 sec): 3 clusters Score: Raw -1131740.627389 + Penalty 4412.300236 = -1127328.327153 nChanged 0 SP:Iteration 46F (1693.050000 sec): 3 clusters Score: Raw -1131740.627389 + Penalty 4412.300236 = -1127328.327153 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 22 (4510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.070000 sec): 2 clusters Score: Raw -700037.812326 + Penalty 2086.685003 = -697951.127323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.090000 sec): 3 clusters Score: Raw -697890.964647 + Penalty 4173.370007 = -693717.594640 nChanged 1671 SP:Iteration 1F (1693.110000 sec): 3 clusters Score: Raw -698848.266596 + Penalty 4173.370007 = -694674.896589 nChanged 370 SP:Iteration 2F (1693.140000 sec): 3 clusters Score: Raw -699098.674240 + Penalty 4173.370007 = -694925.304234 nChanged 252 SP:Iteration 3F (1693.160000 sec): 3 clusters Score: Raw -699260.130903 + Penalty 4173.370007 = -695086.760897 nChanged 170 SP:Iteration 4Q (1693.180000 sec): 3 clusters Score: Raw -699364.640976 + Penalty 4173.370007 = -695191.270970 nChanged 154 SP:Iteration 5Q (1693.210000 sec): 3 clusters Score: Raw -699461.459269 + Penalty 4173.370007 = -695288.089262 nChanged 127 SP:Iteration 6Q (1693.230000 sec): 3 clusters Score: Raw -699537.593427 + Penalty 4173.370007 = -695364.223421 nChanged 122 SP:Iteration 7Q (1693.250000 sec): 3 clusters Score: Raw -699600.663222 + Penalty 4173.370007 = -695427.293215 nChanged 79 SP:Iteration 8Q (1693.270000 sec): 3 clusters Score: Raw -699646.934166 + Penalty 4173.370007 = -695473.564160 nChanged 84 SP:Iteration 9Q (1693.290000 sec): 3 clusters Score: Raw -699685.796852 + Penalty 4173.370007 = -695512.426846 nChanged 60 SP:Iteration 10Q (1693.320000 sec): 3 clusters Score: Raw -699714.979665 + Penalty 4173.370007 = -695541.609659 nChanged 60 SP:Iteration 11Q (1693.340000 sec): 3 clusters Score: Raw -699740.954315 + Penalty 4173.370007 = -695567.584308 nChanged 55 SP:Iteration 12Q (1693.360000 sec): 3 clusters Score: Raw -699763.032757 + Penalty 4173.370007 = -695589.662750 nChanged 62 SP:Iteration 13Q (1693.380000 sec): 3 clusters Score: Raw -699789.334671 + Penalty 4173.370007 = -695615.964665 nChanged 71 SP:Iteration 14Q (1693.410000 sec): 3 clusters Score: Raw -699824.459414 + Penalty 4173.370007 = -695651.089407 nChanged 58 SP:Iteration 15Q (1693.430000 sec): 3 clusters Score: Raw -699853.898258 + Penalty 4173.370007 = -695680.528252 nChanged 63 SP:Iteration 16Q (1693.450000 sec): 3 clusters Score: Raw -699881.134310 + Penalty 4173.370007 = -695707.764303 nChanged 52 SP:Iteration 17Q (1693.470000 sec): 3 clusters Score: Raw -699904.761583 + Penalty 4173.370007 = -695731.391576 nChanged 53 SP:Iteration 18Q (1693.490000 sec): 3 clusters Score: Raw -699927.853449 + Penalty 4173.370007 = -695754.483442 nChanged 50 SP:Iteration 19Q (1693.510000 sec): 3 clusters Score: Raw -699949.160354 + Penalty 4173.370007 = -695775.790348 nChanged 42 SP:Iteration 20F (1693.540000 sec): 3 clusters Score: Raw -699968.094150 + Penalty 4173.370007 = -695794.724143 nChanged 40 SP:Iteration 21Q (1693.560000 sec): 3 clusters Score: Raw -699984.623072 + Penalty 4173.370007 = -695811.253066 nChanged 38 SP:Iteration 22Q (1693.580000 sec): 3 clusters Score: Raw -700002.840835 + Penalty 4173.370007 = -695829.470829 nChanged 47 SP:Iteration 23Q (1693.600000 sec): 3 clusters Score: Raw -700023.584180 + Penalty 4173.370007 = -695850.214174 nChanged 44 SP:Iteration 24Q (1693.630000 sec): 3 clusters Score: Raw -700043.735852 + Penalty 4173.370007 = -695870.365846 nChanged 35 SP:Iteration 25Q (1693.650000 sec): 3 clusters Score: Raw -700058.598434 + Penalty 4173.370007 = -695885.228428 nChanged 31 SP:Iteration 26Q (1693.670000 sec): 3 clusters Score: Raw -700071.186007 + Penalty 4173.370007 = -695897.816001 nChanged 26 SP:Iteration 27Q (1693.690000 sec): 3 clusters Score: Raw -700081.884858 + Penalty 4173.370007 = -695908.514852 nChanged 21 SP:Iteration 28Q (1693.710000 sec): 3 clusters Score: Raw -700090.605007 + Penalty 4173.370007 = -695917.235001 nChanged 24 SP:Iteration 29Q (1693.740000 sec): 3 clusters Score: Raw -700099.395022 + Penalty 4173.370007 = -695926.025015 nChanged 22 SP:Iteration 30Q (1693.760000 sec): 3 clusters Score: Raw -700107.168193 + Penalty 4173.370007 = -695933.798186 nChanged 19 SP:Iteration 31Q (1693.780000 sec): 3 clusters Score: Raw -700113.548429 + Penalty 4173.370007 = -695940.178423 nChanged 11 SP:Iteration 32Q (1693.800000 sec): 3 clusters Score: Raw -700117.650869 + Penalty 4173.370007 = -695944.280863 nChanged 15 SP:Iteration 33Q (1693.830000 sec): 3 clusters Score: Raw -700123.351208 + Penalty 4173.370007 = -695949.981202 nChanged 8 SP:Iteration 34Q (1693.850000 sec): 3 clusters Score: Raw -700125.980532 + Penalty 4173.370007 = -695952.610525 nChanged 10 SP:Iteration 35Q (1693.870000 sec): 3 clusters Score: Raw -700130.409206 + Penalty 4173.370007 = -695957.039200 nChanged 11 SP:Iteration 36Q (1693.890000 sec): 3 clusters Score: Raw -700135.506640 + Penalty 4173.370007 = -695962.136633 nChanged 13 SP:Iteration 37Q (1693.910000 sec): 3 clusters Score: Raw -700140.553098 + Penalty 4173.370007 = -695967.183091 nChanged 7 SP:Iteration 38Q (1693.940000 sec): 3 clusters Score: Raw -700143.280921 + Penalty 4173.370007 = -695969.910915 nChanged 9 SP:Iteration 39Q (1693.960000 sec): 3 clusters Score: Raw -700146.521686 + Penalty 4173.370007 = -695973.151680 nChanged 6 SP:Iteration 40F (1693.980000 sec): 3 clusters Score: Raw -700148.185420 + Penalty 4173.370007 = -695974.815414 nChanged 5 SP:Iteration 41Q (1694.000000 sec): 3 clusters Score: Raw -700150.053181 + Penalty 4173.370007 = -695976.683174 nChanged 8 SP:Iteration 42Q (1694.030000 sec): 3 clusters Score: Raw -700152.982947 + Penalty 4173.370007 = -695979.612940 nChanged 9 SP:Iteration 43Q (1694.050000 sec): 3 clusters Score: Raw -700156.438626 + Penalty 4173.370007 = -695983.068619 nChanged 8 SP:Iteration 44Q (1694.070000 sec): 3 clusters Score: Raw -700159.438589 + Penalty 4173.370007 = -695986.068583 nChanged 4 SP:Iteration 45Q (1694.090000 sec): 3 clusters Score: Raw -700160.396256 + Penalty 4173.370007 = -695987.026250 nChanged 2 SP:Iteration 46Q (1694.110000 sec): 3 clusters Score: Raw -700161.604837 + Penalty 4173.370007 = -695988.234830 nChanged 3 SP:Iteration 47Q (1694.130000 sec): 3 clusters Score: Raw -700162.727447 + Penalty 4173.370007 = -695989.357440 nChanged 1 SP:Iteration 48Q (1694.160000 sec): 3 clusters Score: Raw -700162.836434 + Penalty 4173.370007 = -695989.466428 nChanged 0 SP:Iteration 49F (1694.180000 sec): 3 clusters Score: Raw -700162.836434 + Penalty 4173.370007 = -695989.466428 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 23 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.190000 sec): 2 clusters Score: Raw -121503.252420 + Penalty 1661.170477 = -119842.081942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.190000 sec): 3 clusters Score: Raw -121406.601383 + Penalty 3322.340955 = -118084.260429 nChanged 180 SP:Iteration 1F (1694.200000 sec): 3 clusters Score: Raw -121684.223790 + Penalty 3322.340955 = -118361.882835 nChanged 53 SP:Iteration 2F (1694.200000 sec): 3 clusters Score: Raw -121793.816810 + Penalty 3322.340955 = -118471.475855 nChanged 32 SP:Iteration 3Q (1694.210000 sec): 3 clusters Score: Raw -121864.700136 + Penalty 3322.340955 = -118542.359181 nChanged 23 SP:Iteration 4Q (1694.210000 sec): 3 clusters Score: Raw -121919.486266 + Penalty 3322.340955 = -118597.145311 nChanged 20 SP:Iteration 5Q (1694.210000 sec): 3 clusters Score: Raw -121973.090310 + Penalty 3322.340955 = -118650.749356 nChanged 20 SP:Iteration 6Q (1694.210000 sec): 3 clusters Score: Raw -122024.444352 + Penalty 3322.340955 = -118702.103397 nChanged 24 SP:Iteration 7Q (1694.220000 sec): 3 clusters Score: Raw -122096.964798 + Penalty 3322.340955 = -118774.623843 nChanged 28 SP:Iteration 8Q (1694.220000 sec): 3 clusters Score: Raw -122229.937353 + Penalty 3322.340955 = -118907.596398 nChanged 36 SP:Iteration 9Q (1694.230000 sec): 3 clusters Score: Raw -122634.885108 + Penalty 3322.340955 = -119312.544153 nChanged 45 SP:Iteration 10F (1694.230000 sec): 3 clusters Score: Raw -123308.459264 + Penalty 3322.340955 = -119986.118309 nChanged 52 SP:Iteration 11F (1694.230000 sec): 3 clusters Score: Raw -123621.665885 + Penalty 3322.340955 = -120299.324930 nChanged 30 SP:Iteration 12Q (1694.240000 sec): 3 clusters Score: Raw -123874.135149 + Penalty 3322.340955 = -120551.794194 nChanged 11 SP:Iteration 13Q (1694.240000 sec): 3 clusters Score: Raw -124017.703266 + Penalty 3322.340955 = -120695.362311 nChanged 1 SP:Iteration 14Q (1694.240000 sec): 3 clusters Score: Raw -124050.663577 + Penalty 3322.340955 = -120728.322622 nChanged 1 SP:Iteration 15Q (1694.250000 sec): 3 clusters Score: Raw -124116.483340 + Penalty 3322.340955 = -120794.142386 nChanged 1 SP:Iteration 16Q (1694.250000 sec): 3 clusters Score: Raw -124338.306811 + Penalty 3322.340955 = -121015.965857 nChanged 0 SP:Iteration 17F (1694.250000 sec): 3 clusters Score: Raw -124338.306811 + Penalty 3322.340955 = -121015.965857 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 24 (4332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.280000 sec): 2 clusters Score: Raw -668550.390866 + Penalty 2076.698583 = -666473.692284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.300000 sec): 3 clusters Score: Raw -666530.231660 + Penalty 4153.397166 = -662376.834494 nChanged 1598 SP:Iteration 1F (1694.330000 sec): 3 clusters Score: Raw -667426.049787 + Penalty 4153.397166 = -663272.652621 nChanged 338 SP:Iteration 2F (1694.350000 sec): 3 clusters Score: Raw -667638.193258 + Penalty 4153.397166 = -663484.796093 nChanged 225 SP:Iteration 3F (1694.370000 sec): 3 clusters Score: Raw -667764.358485 + Penalty 4153.397166 = -663610.961320 nChanged 171 SP:Iteration 4Q (1694.390000 sec): 3 clusters Score: Raw -667855.084958 + Penalty 4153.397166 = -663701.687793 nChanged 137 SP:Iteration 5Q (1694.410000 sec): 3 clusters Score: Raw -667950.473590 + Penalty 4153.397166 = -663797.076424 nChanged 140 SP:Iteration 6Q (1694.430000 sec): 3 clusters Score: Raw -668046.280528 + Penalty 4153.397166 = -663892.883363 nChanged 121 SP:Iteration 7Q (1694.450000 sec): 3 clusters Score: Raw -668128.129089 + Penalty 4153.397166 = -663974.731924 nChanged 115 SP:Iteration 8Q (1694.470000 sec): 3 clusters Score: Raw -668207.360183 + Penalty 4153.397166 = -664053.963018 nChanged 125 SP:Iteration 9Q (1694.500000 sec): 3 clusters Score: Raw -668291.811761 + Penalty 4153.397166 = -664138.414596 nChanged 123 SP:Iteration 10Q (1694.520000 sec): 3 clusters Score: Raw -668374.122965 + Penalty 4153.397166 = -664220.725800 nChanged 133 SP:Iteration 11Q (1694.540000 sec): 3 clusters Score: Raw -668474.852276 + Penalty 4153.397166 = -664321.455111 nChanged 153 SP:Iteration 12Q (1694.560000 sec): 3 clusters Score: Raw -668582.590249 + Penalty 4153.397166 = -664429.193084 nChanged 152 SP:Iteration 13Q (1694.580000 sec): 3 clusters Score: Raw -668675.908579 + Penalty 4153.397166 = -664522.511414 nChanged 126 SP:Iteration 14Q (1694.600000 sec): 3 clusters Score: Raw -668747.298491 + Penalty 4153.397166 = -664593.901325 nChanged 102 SP:Iteration 15Q (1694.620000 sec): 3 clusters Score: Raw -668802.580931 + Penalty 4153.397166 = -664649.183766 nChanged 92 SP:Iteration 16Q (1694.650000 sec): 3 clusters Score: Raw -668848.704042 + Penalty 4153.397166 = -664695.306877 nChanged 62 SP:Iteration 17Q (1694.670000 sec): 3 clusters Score: Raw -668873.737752 + Penalty 4153.397166 = -664720.340586 nChanged 50 SP:Iteration 18Q (1694.690000 sec): 3 clusters Score: Raw -668894.468501 + Penalty 4153.397166 = -664741.071335 nChanged 37 SP:Iteration 19Q (1694.710000 sec): 3 clusters Score: Raw -668908.875976 + Penalty 4153.397166 = -664755.478811 nChanged 31 SP:Iteration 20F (1694.730000 sec): 3 clusters Score: Raw -668923.223203 + Penalty 4153.397166 = -664769.826038 nChanged 36 SP:Iteration 21Q (1694.750000 sec): 3 clusters Score: Raw -668939.583599 + Penalty 4153.397166 = -664786.186434 nChanged 36 SP:Iteration 22Q (1694.770000 sec): 3 clusters Score: Raw -668957.380925 + Penalty 4153.397166 = -664803.983760 nChanged 31 SP:Iteration 23Q (1694.790000 sec): 3 clusters Score: Raw -668971.953669 + Penalty 4153.397166 = -664818.556503 nChanged 27 SP:Iteration 24Q (1694.810000 sec): 3 clusters Score: Raw -668982.401079 + Penalty 4153.397166 = -664829.003914 nChanged 24 SP:Iteration 25Q (1694.840000 sec): 3 clusters Score: Raw -668992.384055 + Penalty 4153.397166 = -664838.986890 nChanged 25 SP:Iteration 26Q (1694.860000 sec): 3 clusters Score: Raw -669004.244450 + Penalty 4153.397166 = -664850.847285 nChanged 20 SP:Iteration 27Q (1694.880000 sec): 3 clusters Score: Raw -669012.179603 + Penalty 4153.397166 = -664858.782437 nChanged 16 SP:Iteration 28Q (1694.900000 sec): 3 clusters Score: Raw -669018.704351 + Penalty 4153.397166 = -664865.307186 nChanged 11 SP:Iteration 29Q (1694.920000 sec): 3 clusters Score: Raw -669023.381346 + Penalty 4153.397166 = -664869.984181 nChanged 12 SP:Iteration 30Q (1694.940000 sec): 3 clusters Score: Raw -669027.461636 + Penalty 4153.397166 = -664874.064470 nChanged 11 SP:Iteration 31Q (1694.970000 sec): 3 clusters Score: Raw -669031.144779 + Penalty 4153.397166 = -664877.747614 nChanged 9 SP:Iteration 32Q (1694.990000 sec): 3 clusters Score: Raw -669033.681833 + Penalty 4153.397166 = -664880.284667 nChanged 5 SP:Iteration 33Q (1695.010000 sec): 3 clusters Score: Raw -669035.535911 + Penalty 4153.397166 = -664882.138746 nChanged 4 SP:Iteration 34Q (1695.030000 sec): 3 clusters Score: Raw -669036.854693 + Penalty 4153.397166 = -664883.457528 nChanged 3 SP:Iteration 35Q (1695.050000 sec): 3 clusters Score: Raw -669038.001450 + Penalty 4153.397166 = -664884.604284 nChanged 4 SP:Iteration 36Q (1695.070000 sec): 3 clusters Score: Raw -669039.474951 + Penalty 4153.397166 = -664886.077786 nChanged 4 SP:Iteration 37Q (1695.090000 sec): 3 clusters Score: Raw -669040.610746 + Penalty 4153.397166 = -664887.213580 nChanged 4 SP:Iteration 38Q (1695.110000 sec): 3 clusters Score: Raw -669042.314001 + Penalty 4153.397166 = -664888.916836 nChanged 6 SP:Iteration 39Q (1695.130000 sec): 3 clusters Score: Raw -669045.143272 + Penalty 4153.397166 = -664891.746106 nChanged 5 SP:Iteration 40F (1695.160000 sec): 3 clusters Score: Raw -669047.480139 + Penalty 4153.397166 = -664894.082974 nChanged 5 SP:Iteration 41Q (1695.180000 sec): 3 clusters Score: Raw -669049.381276 + Penalty 4153.397166 = -664895.984110 nChanged 2 SP:Iteration 42Q (1695.200000 sec): 3 clusters Score: Raw -669049.766079 + Penalty 4153.397166 = -664896.368913 nChanged 1 SP:Iteration 43Q (1695.220000 sec): 3 clusters Score: Raw -669050.145058 + Penalty 4153.397166 = -664896.747892 nChanged 2 SP:Iteration 44Q (1695.240000 sec): 3 clusters Score: Raw -669051.004788 + Penalty 4153.397166 = -664897.607622 nChanged 1 SP:Iteration 45Q (1695.260000 sec): 3 clusters Score: Raw -669051.283298 + Penalty 4153.397166 = -664897.886132 nChanged 2 SP:Iteration 46Q (1695.280000 sec): 3 clusters Score: Raw -669051.811492 + Penalty 4153.397166 = -664898.414327 nChanged 2 SP:Iteration 47Q (1695.310000 sec): 3 clusters Score: Raw -669052.254650 + Penalty 4153.397166 = -664898.857485 nChanged 1 SP:Iteration 48Q (1695.330000 sec): 3 clusters Score: Raw -669052.473810 + Penalty 4153.397166 = -664899.076644 nChanged 0 SP:Iteration 49F (1695.350000 sec): 3 clusters Score: Raw -669052.473810 + Penalty 4153.397166 = -664899.076644 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 25 (24573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.460000 sec): 2 clusters Score: Raw -3776523.453872 + Penalty 2507.132082 = -3774016.321789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.590000 sec): 3 clusters Score: Raw -3762054.252217 + Penalty 5014.264165 = -3757039.988052 nChanged 10912 SP:Iteration 1F (1695.710000 sec): 3 clusters Score: Raw -3768005.647765 + Penalty 5014.264165 = -3762991.383601 nChanged 1383 SP:Iteration 2F (1695.840000 sec): 3 clusters Score: Raw -3768573.454631 + Penalty 5014.264165 = -3763559.190466 nChanged 1301 SP:Iteration 3F (1695.970000 sec): 3 clusters Score: Raw -3769165.646785 + Penalty 5014.264165 = -3764151.382620 nChanged 1375 SP:Iteration 4F (1696.090000 sec): 3 clusters Score: Raw -3769880.296647 + Penalty 5014.264165 = -3764866.032482 nChanged 1482 SP:Iteration 5F (1696.220000 sec): 3 clusters Score: Raw -3770767.707432 + Penalty 5014.264165 = -3765753.443268 nChanged 1574 SP:Iteration 6F (1696.350000 sec): 3 clusters Score: Raw -3771903.662177 + Penalty 5014.264165 = -3766889.398012 nChanged 1675 SP:Iteration 7F (1696.470000 sec): 3 clusters Score: Raw -3773282.576764 + Penalty 5014.264165 = -3768268.312599 nChanged 1478 SP:Iteration 8F (1696.600000 sec): 3 clusters Score: Raw -3774632.748245 + Penalty 5014.264165 = -3769618.484080 nChanged 1125 SP:Iteration 9Q (1696.720000 sec): 3 clusters Score: Raw -3775630.509506 + Penalty 5014.264165 = -3770616.245341 nChanged 678 SP:Iteration 10Q (1696.850000 sec): 3 clusters Score: Raw -3776193.592879 + Penalty 5014.264165 = -3771179.328715 nChanged 366 SP:Iteration 11Q (1696.960000 sec): 3 clusters Score: Raw -3776473.752641 + Penalty 5014.264165 = -3771459.488476 nChanged 188 SP:Iteration 12Q (1697.070000 sec): 3 clusters Score: Raw -3776629.172629 + Penalty 5014.264165 = -3771614.908464 nChanged 106 SP:Iteration 13Q (1697.180000 sec): 3 clusters Score: Raw -3776710.115816 + Penalty 5014.264165 = -3771695.851652 nChanged 77 SP:Iteration 14Q (1697.290000 sec): 3 clusters Score: Raw -3776773.797034 + Penalty 5014.264165 = -3771759.532869 nChanged 64 SP:Iteration 15Q (1697.390000 sec): 3 clusters Score: Raw -3776831.186303 + Penalty 5014.264165 = -3771816.922138 nChanged 47 SP:Iteration 16Q (1697.490000 sec): 3 clusters Score: Raw -3776866.706382 + Penalty 5014.264165 = -3771852.442217 nChanged 36 SP:Iteration 17Q (1697.580000 sec): 3 clusters Score: Raw -3776893.441594 + Penalty 5014.264165 = -3771879.177429 nChanged 26 SP:Iteration 18Q (1697.680000 sec): 3 clusters Score: Raw -3776921.309050 + Penalty 5014.264165 = -3771907.044885 nChanged 26 SP:Iteration 19Q (1697.770000 sec): 3 clusters Score: Raw -3776943.713636 + Penalty 5014.264165 = -3771929.449471 nChanged 18 SP:Iteration 20F (1697.900000 sec): 3 clusters Score: Raw -3776958.899233 + Penalty 5014.264165 = -3771944.635068 nChanged 12 SP:Iteration 21Q (1697.990000 sec): 3 clusters Score: Raw -3776970.145411 + Penalty 5014.264165 = -3771955.881246 nChanged 13 SP:Iteration 22Q (1698.090000 sec): 3 clusters Score: Raw -3776981.587726 + Penalty 5014.264165 = -3771967.323561 nChanged 13 SP:Iteration 23Q (1698.180000 sec): 3 clusters Score: Raw -3776990.601441 + Penalty 5014.264165 = -3771976.337276 nChanged 6 SP:Iteration 24Q (1698.270000 sec): 3 clusters Score: Raw -3776996.555717 + Penalty 5014.264165 = -3771982.291552 nChanged 6 SP:Iteration 25Q (1698.370000 sec): 3 clusters Score: Raw -3777000.527889 + Penalty 5014.264165 = -3771986.263724 nChanged 4 SP:Iteration 26Q (1698.460000 sec): 3 clusters Score: Raw -3777004.767009 + Penalty 5014.264165 = -3771990.502844 nChanged 6 SP:Iteration 27Q (1698.550000 sec): 3 clusters Score: Raw -3777010.189571 + Penalty 5014.264165 = -3771995.925406 nChanged 5 SP:Iteration 28Q (1698.650000 sec): 3 clusters Score: Raw -3777012.944431 + Penalty 5014.264165 = -3771998.680266 nChanged 1 SP:Iteration 29Q (1698.740000 sec): 3 clusters Score: Raw -3777013.607590 + Penalty 5014.264165 = -3771999.343425 nChanged 2 SP:Iteration 30Q (1698.830000 sec): 3 clusters Score: Raw -3777015.495956 + Penalty 5014.264165 = -3772001.231791 nChanged 3 SP:Iteration 31Q (1698.920000 sec): 3 clusters Score: Raw -3777017.764425 + Penalty 5014.264165 = -3772003.500261 nChanged 1 SP:Iteration 32Q (1699.010000 sec): 3 clusters Score: Raw -3777018.451727 + Penalty 5014.264165 = -3772004.187562 nChanged 0 SP:Iteration 33F (1699.130000 sec): 3 clusters Score: Raw -3777018.451727 + Penalty 5014.264165 = -3772004.187562 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 26 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1699.160000 sec): 2 clusters Score: Raw -226332.937466 + Penalty 1838.365476 = -224494.571990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.170000 sec): 3 clusters Score: Raw -225837.492422 + Penalty 3676.730953 = -222160.761469 nChanged 499 SP:Iteration 1F (1699.170000 sec): 3 clusters Score: Raw -226427.857619 + Penalty 3676.730953 = -222751.126666 nChanged 182 SP:Iteration 2F (1699.180000 sec): 3 clusters Score: Raw -226813.852290 + Penalty 3676.730953 = -223137.121338 nChanged 145 SP:Iteration 3F (1699.190000 sec): 3 clusters Score: Raw -227166.497966 + Penalty 3676.730953 = -223489.767013 nChanged 135 SP:Iteration 4F (1699.200000 sec): 3 clusters Score: Raw -227535.494388 + Penalty 3676.730953 = -223858.763435 nChanged 104 SP:Iteration 5F (1699.210000 sec): 3 clusters Score: Raw -227783.674325 + Penalty 3676.730953 = -224106.943372 nChanged 63 SP:Iteration 6Q (1699.210000 sec): 3 clusters Score: Raw -227910.884663 + Penalty 3676.730953 = -224234.153710 nChanged 38 SP:Iteration 7Q (1699.220000 sec): 3 clusters Score: Raw -227983.176961 + Penalty 3676.730953 = -224306.446008 nChanged 27 SP:Iteration 8Q (1699.230000 sec): 3 clusters Score: Raw -228025.786350 + Penalty 3676.730953 = -224349.055398 nChanged 28 SP:Iteration 9Q (1699.230000 sec): 3 clusters Score: Raw -228080.238255 + Penalty 3676.730953 = -224403.507302 nChanged 16 SP:Iteration 10Q (1699.240000 sec): 3 clusters Score: Raw -228110.826965 + Penalty 3676.730953 = -224434.096013 nChanged 22 SP:Iteration 11Q (1699.250000 sec): 3 clusters Score: Raw -228154.985433 + Penalty 3676.730953 = -224478.254480 nChanged 21 SP:Iteration 12Q (1699.250000 sec): 3 clusters Score: Raw -228185.635433 + Penalty 3676.730953 = -224508.904481 nChanged 10 SP:Iteration 13Q (1699.260000 sec): 3 clusters Score: Raw -228199.483714 + Penalty 3676.730953 = -224522.752761 nChanged 6 SP:Iteration 14Q (1699.270000 sec): 3 clusters Score: Raw -228212.380794 + Penalty 3676.730953 = -224535.649842 nChanged 6 SP:Iteration 15Q (1699.270000 sec): 3 clusters Score: Raw -228216.829300 + Penalty 3676.730953 = -224540.098347 nChanged 4 SP:Iteration 16Q (1699.280000 sec): 3 clusters Score: Raw -228219.402285 + Penalty 3676.730953 = -224542.671332 nChanged 2 SP:Iteration 17Q (1699.290000 sec): 3 clusters Score: Raw -228220.618106 + Penalty 3676.730953 = -224543.887154 nChanged 2 SP:Iteration 18Q (1699.290000 sec): 3 clusters Score: Raw -228222.483026 + Penalty 3676.730953 = -224545.752073 nChanged 3 SP:Iteration 19Q (1699.300000 sec): 3 clusters Score: Raw -228227.979223 + Penalty 3676.730953 = -224551.248270 nChanged 5 SP:Iteration 20F (1699.310000 sec): 3 clusters Score: Raw -228234.056306 + Penalty 3676.730953 = -224557.325354 nChanged 3 SP:Iteration 21Q (1699.320000 sec): 3 clusters Score: Raw -228237.671782 + Penalty 3676.730953 = -224560.940829 nChanged 2 SP:Iteration 22Q (1699.320000 sec): 3 clusters Score: Raw -228239.820269 + Penalty 3676.730953 = -224563.089316 nChanged 0 SP:Iteration 23F (1699.330000 sec): 3 clusters Score: Raw -228239.820269 + Penalty 3676.730953 = -224563.089316 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 27 (8705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1699.380000 sec): 2 clusters Score: Raw -1257907.274194 + Penalty 2249.769907 = -1255657.504286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.420000 sec): 3 clusters Score: Raw -1253289.855027 + Penalty 4499.539815 = -1248790.315212 nChanged 3595 SP:Iteration 1F (1699.470000 sec): 3 clusters Score: Raw -1255270.466282 + Penalty 4499.539815 = -1250770.926467 nChanged 646 SP:Iteration 2F (1699.510000 sec): 3 clusters Score: Raw -1255690.527844 + Penalty 4499.539815 = -1251190.988030 nChanged 574 SP:Iteration 3F (1699.550000 sec): 3 clusters Score: Raw -1256136.572398 + Penalty 4499.539815 = -1251637.032583 nChanged 539 SP:Iteration 4F (1699.600000 sec): 3 clusters Score: Raw -1256527.046008 + Penalty 4499.539815 = -1252027.506193 nChanged 443 SP:Iteration 5F (1699.640000 sec): 3 clusters Score: Raw -1256822.542082 + Penalty 4499.539815 = -1252323.002268 nChanged 421 SP:Iteration 6Q (1699.680000 sec): 3 clusters Score: Raw -1257084.113720 + Penalty 4499.539815 = -1252584.573906 nChanged 370 SP:Iteration 7Q (1699.730000 sec): 3 clusters Score: Raw -1257312.641703 + Penalty 4499.539815 = -1252813.101888 nChanged 332 SP:Iteration 8Q (1699.770000 sec): 3 clusters Score: Raw -1257516.578344 + Penalty 4499.539815 = -1253017.038529 nChanged 314 SP:Iteration 9Q (1699.810000 sec): 3 clusters Score: Raw -1257701.520694 + Penalty 4499.539815 = -1253201.980879 nChanged 283 SP:Iteration 10Q (1699.850000 sec): 3 clusters Score: Raw -1257856.222764 + Penalty 4499.539815 = -1253356.682949 nChanged 243 SP:Iteration 11Q (1699.890000 sec): 3 clusters Score: Raw -1257983.201600 + Penalty 4499.539815 = -1253483.661786 nChanged 185 SP:Iteration 12Q (1699.940000 sec): 3 clusters Score: Raw -1258071.016797 + Penalty 4499.539815 = -1253571.476983 nChanged 154 SP:Iteration 13Q (1699.980000 sec): 3 clusters Score: Raw -1258142.517247 + Penalty 4499.539815 = -1253642.977432 nChanged 120 SP:Iteration 14Q (1700.020000 sec): 3 clusters Score: Raw -1258191.475971 + Penalty 4499.539815 = -1253691.936156 nChanged 110 SP:Iteration 15Q (1700.060000 sec): 3 clusters Score: Raw -1258228.986614 + Penalty 4499.539815 = -1253729.446800 nChanged 76 SP:Iteration 16Q (1700.100000 sec): 3 clusters Score: Raw -1258251.944602 + Penalty 4499.539815 = -1253752.404787 nChanged 67 SP:Iteration 17Q (1700.150000 sec): 3 clusters Score: Raw -1258270.759039 + Penalty 4499.539815 = -1253771.219224 nChanged 63 SP:Iteration 18Q (1700.190000 sec): 3 clusters Score: Raw -1258290.915127 + Penalty 4499.539815 = -1253791.375313 nChanged 59 SP:Iteration 19Q (1700.230000 sec): 3 clusters Score: Raw -1258309.770361 + Penalty 4499.539815 = -1253810.230546 nChanged 43 SP:Iteration 20F (1700.270000 sec): 3 clusters Score: Raw -1258325.290686 + Penalty 4499.539815 = -1253825.750872 nChanged 38 SP:Iteration 21Q (1700.310000 sec): 3 clusters Score: Raw -1258335.929056 + Penalty 4499.539815 = -1253836.389241 nChanged 35 SP:Iteration 22Q (1700.350000 sec): 3 clusters Score: Raw -1258345.955065 + Penalty 4499.539815 = -1253846.415250 nChanged 28 SP:Iteration 23Q (1700.390000 sec): 3 clusters Score: Raw -1258353.731266 + Penalty 4499.539815 = -1253854.191451 nChanged 21 SP:Iteration 24Q (1700.440000 sec): 3 clusters Score: Raw -1258358.817711 + Penalty 4499.539815 = -1253859.277896 nChanged 17 SP:Iteration 25Q (1700.480000 sec): 3 clusters Score: Raw -1258361.799037 + Penalty 4499.539815 = -1253862.259223 nChanged 19 SP:Iteration 26Q (1700.520000 sec): 3 clusters Score: Raw -1258365.642477 + Penalty 4499.539815 = -1253866.102663 nChanged 18 SP:Iteration 27Q (1700.560000 sec): 3 clusters Score: Raw -1258368.804447 + Penalty 4499.539815 = -1253869.264633 nChanged 6 SP:Iteration 28Q (1700.600000 sec): 3 clusters Score: Raw -1258369.940049 + Penalty 4499.539815 = -1253870.400235 nChanged 7 SP:Iteration 29Q (1700.640000 sec): 3 clusters Score: Raw -1258370.795525 + Penalty 4499.539815 = -1253871.255711 nChanged 4 SP:Iteration 30Q (1700.680000 sec): 3 clusters Score: Raw -1258371.554065 + Penalty 4499.539815 = -1253872.014250 nChanged 5 SP:Iteration 31Q (1700.720000 sec): 3 clusters Score: Raw -1258372.554937 + Penalty 4499.539815 = -1253873.015122 nChanged 2 SP:Iteration 32Q (1700.760000 sec): 3 clusters Score: Raw -1258373.210106 + Penalty 4499.539815 = -1253873.670291 nChanged 5 SP:Iteration 33Q (1700.800000 sec): 3 clusters Score: Raw -1258374.350158 + Penalty 4499.539815 = -1253874.810344 nChanged 7 SP:Iteration 34Q (1700.840000 sec): 3 clusters Score: Raw -1258376.022979 + Penalty 4499.539815 = -1253876.483164 nChanged 9 SP:Iteration 35Q (1700.880000 sec): 3 clusters Score: Raw -1258377.829669 + Penalty 4499.539815 = -1253878.289854 nChanged 7 SP:Iteration 36Q (1700.920000 sec): 3 clusters Score: Raw -1258378.905049 + Penalty 4499.539815 = -1253879.365234 nChanged 4 SP:Iteration 37Q (1700.960000 sec): 3 clusters Score: Raw -1258379.485190 + Penalty 4499.539815 = -1253879.945376 nChanged 2 SP:Iteration 38Q (1701.000000 sec): 3 clusters Score: Raw -1258379.867820 + Penalty 4499.539815 = -1253880.328006 nChanged 6 SP:Iteration 39Q (1701.040000 sec): 3 clusters Score: Raw -1258381.542888 + Penalty 4499.539815 = -1253882.003074 nChanged 5 SP:Iteration 40F (1701.080000 sec): 3 clusters Score: Raw -1258382.453750 + Penalty 4499.539815 = -1253882.913935 nChanged 2 SP:Iteration 41Q (1701.120000 sec): 3 clusters Score: Raw -1258382.690892 + Penalty 4499.539815 = -1253883.151077 nChanged 1 SP:Iteration 42Q (1701.160000 sec): 3 clusters Score: Raw -1258382.917676 + Penalty 4499.539815 = -1253883.377861 nChanged 3 SP:Iteration 43Q (1701.200000 sec): 3 clusters Score: Raw -1258383.599996 + Penalty 4499.539815 = -1253884.060181 nChanged 5 SP:Iteration 44Q (1701.240000 sec): 3 clusters Score: Raw -1258384.159004 + Penalty 4499.539815 = -1253884.619190 nChanged 2 SP:Iteration 45Q (1701.290000 sec): 3 clusters Score: Raw -1258384.299024 + Penalty 4499.539815 = -1253884.759209 nChanged 0 SP:Iteration 46F (1701.330000 sec): 3 clusters Score: Raw -1258384.299024 + Penalty 4499.539815 = -1253884.759209 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 28 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.340000 sec): 2 clusters Score: Raw -100173.678576 + Penalty 1655.916698 = -98517.761878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.340000 sec): 3 clusters Score: Raw -100377.869200 + Penalty 3311.833397 = -97066.035803 nChanged 202 SP:Iteration 1F (1701.350000 sec): 3 clusters Score: Raw -101887.728229 + Penalty 3311.833397 = -98575.894832 nChanged 149 SP:Iteration 2F (1701.350000 sec): 3 clusters Score: Raw -102961.476725 + Penalty 3311.833397 = -99649.643328 nChanged 91 SP:Iteration 3F (1701.360000 sec): 3 clusters Score: Raw -103583.074330 + Penalty 3311.833397 = -100271.240934 nChanged 33 SP:Iteration 4Q (1701.360000 sec): 3 clusters Score: Raw -104044.615250 + Penalty 3311.833397 = -100732.781853 nChanged 19 SP:Iteration 5Q (1701.360000 sec): 3 clusters Score: Raw -104282.308389 + Penalty 3311.833397 = -100970.474992 nChanged 16 SP:Iteration 6Q (1701.360000 sec): 3 clusters Score: Raw -104445.007955 + Penalty 3311.833397 = -101133.174558 nChanged 11 SP:Iteration 7Q (1701.370000 sec): 3 clusters Score: Raw -104508.135061 + Penalty 3311.833397 = -101196.301664 nChanged 9 SP:Iteration 8Q (1701.370000 sec): 3 clusters Score: Raw -104564.967980 + Penalty 3311.833397 = -101253.134584 nChanged 8 SP:Iteration 9Q (1701.370000 sec): 3 clusters Score: Raw -104602.973363 + Penalty 3311.833397 = -101291.139966 nChanged 5 SP:Iteration 10Q (1701.380000 sec): 3 clusters Score: Raw -104694.138058 + Penalty 3311.833397 = -101382.304662 nChanged 1 SP:Iteration 11Q (1701.380000 sec): 3 clusters Score: Raw -104697.682661 + Penalty 3311.833397 = -101385.849264 nChanged 0 SP:Iteration 12F (1701.380000 sec): 3 clusters Score: Raw -104698.798730 + Penalty 3311.833397 = -101386.965333 nChanged 3 SP:Iteration 13Q (1701.390000 sec): 3 clusters Score: Raw -104707.956330 + Penalty 3311.833397 = -101396.122933 nChanged 1 SP:Iteration 14Q (1701.390000 sec): 3 clusters Score: Raw -104710.757577 + Penalty 3311.833397 = -101398.924181 nChanged 4 SP:Iteration 15Q (1701.390000 sec): 3 clusters Score: Raw -104736.804844 + Penalty 3311.833397 = -101424.971447 nChanged 5 SP:Iteration 16Q (1701.400000 sec): 3 clusters Score: Raw -104756.474098 + Penalty 3311.833397 = -101444.640701 nChanged 2 SP:Iteration 17Q (1701.400000 sec): 3 clusters Score: Raw -104768.972647 + Penalty 3311.833397 = -101457.139250 nChanged 3 SP:Iteration 18Q (1701.400000 sec): 3 clusters Score: Raw -104783.463511 + Penalty 3311.833397 = -101471.630114 nChanged 3 SP:Iteration 19Q (1701.400000 sec): 3 clusters Score: Raw -104813.831996 + Penalty 3311.833397 = -101501.998600 nChanged 4 SP:Iteration 20F (1701.410000 sec): 3 clusters Score: Raw -104833.005224 + Penalty 3311.833397 = -101521.171827 nChanged 3 SP:Iteration 21Q (1701.410000 sec): 3 clusters Score: Raw -104847.311461 + Penalty 3311.833397 = -101535.478064 nChanged 2 SP:Iteration 22Q (1701.410000 sec): 3 clusters Score: Raw -104851.806665 + Penalty 3311.833397 = -101539.973268 nChanged 0 SP:Iteration 23F (1701.420000 sec): 3 clusters Score: Raw -104851.806665 + Penalty 3311.833397 = -101539.973268 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 29 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.430000 sec): 2 clusters Score: Raw -43283.830929 + Penalty 1440.419338 = -41843.411592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.430000 sec): 3 clusters Score: Raw -43499.127877 + Penalty 2880.838675 = -40618.289202 nChanged 66 SP:Iteration 1F (1701.430000 sec): 3 clusters Score: Raw -43897.100491 + Penalty 2880.838675 = -41016.261816 nChanged 38 SP:Iteration 2F (1701.430000 sec): 3 clusters Score: Raw -44450.107985 + Penalty 2880.838675 = -41569.269310 nChanged 18 SP:Iteration 3F (1701.440000 sec): 3 clusters Score: Raw -44627.200177 + Penalty 2880.838675 = -41746.361502 nChanged 5 SP:Iteration 4Q (1701.440000 sec): 3 clusters Score: Raw -44693.997930 + Penalty 2880.838675 = -41813.159255 nChanged 3 SP:Iteration 5Q (1701.440000 sec): 3 clusters Score: Raw -44808.124516 + Penalty 2880.838675 = -41927.285841 nChanged 3 SP:Iteration 6Q (1701.440000 sec): 3 clusters Score: Raw -44849.546586 + Penalty 2880.838675 = -41968.707911 nChanged 2 SP:Iteration 7Q (1701.440000 sec): 3 clusters Score: Raw -44884.142085 + Penalty 2880.838675 = -42003.303410 nChanged 2 SP:Iteration 8Q (1701.440000 sec): 3 clusters Score: Raw -44896.739139 + Penalty 2880.838675 = -42015.900464 nChanged 1 SP:Iteration 9Q (1701.440000 sec): 3 clusters Score: Raw -44899.597841 + Penalty 2880.838675 = -42018.759166 nChanged 1 SP:Iteration 10Q (1701.440000 sec): 3 clusters Score: Raw -44902.488109 + Penalty 2880.838675 = -42021.649434 nChanged 0 SP:Iteration 11F (1701.450000 sec): 3 clusters Score: Raw -44902.488109 + Penalty 2880.838675 = -42021.649434 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 30 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.460000 sec): 2 clusters Score: Raw -151845.639171 + Penalty 1737.884952 = -150107.754218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.460000 sec): 3 clusters Score: Raw -151614.433060 + Penalty 3475.769905 = -148138.663156 nChanged 324 SP:Iteration 1F (1701.470000 sec): 3 clusters Score: Raw -152015.595233 + Penalty 3475.769905 = -148539.825328 nChanged 81 SP:Iteration 2F (1701.480000 sec): 3 clusters Score: Raw -152132.228074 + Penalty 3475.769905 = -148656.458169 nChanged 56 SP:Iteration 3F (1701.480000 sec): 3 clusters Score: Raw -152231.872716 + Penalty 3475.769905 = -148756.102812 nChanged 40 SP:Iteration 4Q (1701.490000 sec): 3 clusters Score: Raw -152316.582685 + Penalty 3475.769905 = -148840.812780 nChanged 40 SP:Iteration 5Q (1701.490000 sec): 3 clusters Score: Raw -152430.117916 + Penalty 3475.769905 = -148954.348011 nChanged 52 SP:Iteration 6Q (1701.500000 sec): 3 clusters Score: Raw -152623.957262 + Penalty 3475.769905 = -149148.187358 nChanged 69 SP:Iteration 7F (1701.500000 sec): 3 clusters Score: Raw -152941.505921 + Penalty 3475.769905 = -149465.736017 nChanged 92 SP:Iteration 8F (1701.510000 sec): 3 clusters Score: Raw -153614.824191 + Penalty 3475.769905 = -150139.054287 nChanged 115 SP:Iteration 9F (1701.520000 sec): 3 clusters Score: Raw -154991.336822 + Penalty 3475.769905 = -151515.566917 nChanged 77 SP:Iteration 10F (1701.520000 sec): 3 clusters Score: Raw -156675.353849 + Penalty 3475.769905 = -153199.583945 nChanged 20 SP:Iteration 11Q (1701.520000 sec): 3 clusters Score: Raw -157293.624329 + Penalty 3475.769905 = -153817.854424 nChanged 1 SP:Iteration 12Q (1701.530000 sec): 3 clusters Score: Raw -157335.558783 + Penalty 3475.769905 = -153859.788879 nChanged 1 SP:Iteration 13Q (1701.530000 sec): 3 clusters Score: Raw -157395.706043 + Penalty 3475.769905 = -153919.936139 nChanged 0 SP:Iteration 14F (1701.540000 sec): 3 clusters Score: Raw -157404.231317 + Penalty 3475.769905 = -153928.461412 nChanged 2 SP:Iteration 15Q (1701.540000 sec): 3 clusters Score: Raw -157945.423130 + Penalty 3475.769905 = -154469.653226 nChanged 0 SP:Iteration 16F (1701.550000 sec): 3 clusters Score: Raw -157945.423130 + Penalty 3475.769905 = -154469.653226 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 31 (6453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1701.580000 sec): 2 clusters Score: Raw -971796.832570 + Penalty 2175.530504 = -969621.302067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1701.620000 sec): 3 clusters Score: Raw -968497.933085 + Penalty 4351.061007 = -964146.872078 nChanged 2515 SP:Iteration 1F (1701.650000 sec): 3 clusters Score: Raw -969929.400109 + Penalty 4351.061007 = -965578.339102 nChanged 473 SP:Iteration 2F (1701.680000 sec): 3 clusters Score: Raw -970194.177794 + Penalty 4351.061007 = -965843.116787 nChanged 355 SP:Iteration 3F (1701.710000 sec): 3 clusters Score: Raw -970373.374396 + Penalty 4351.061007 = -966022.313389 nChanged 269 SP:Iteration 4Q (1701.740000 sec): 3 clusters Score: Raw -970498.971012 + Penalty 4351.061007 = -966147.910005 nChanged 217 SP:Iteration 5Q (1701.780000 sec): 3 clusters Score: Raw -970601.007437 + Penalty 4351.061007 = -966249.946430 nChanged 208 SP:Iteration 6Q (1701.810000 sec): 3 clusters Score: Raw -970706.088373 + Penalty 4351.061007 = -966355.027365 nChanged 196 SP:Iteration 7Q (1701.840000 sec): 3 clusters Score: Raw -970803.060851 + Penalty 4351.061007 = -966451.999843 nChanged 170 SP:Iteration 8Q (1701.870000 sec): 3 clusters Score: Raw -970882.938191 + Penalty 4351.061007 = -966531.877184 nChanged 150 SP:Iteration 9Q (1701.900000 sec): 3 clusters Score: Raw -970951.513598 + Penalty 4351.061007 = -966600.452590 nChanged 144 SP:Iteration 10Q (1701.940000 sec): 3 clusters Score: Raw -971027.806052 + Penalty 4351.061007 = -966676.745044 nChanged 146 SP:Iteration 11Q (1701.970000 sec): 3 clusters Score: Raw -971101.195181 + Penalty 4351.061007 = -966750.134173 nChanged 135 SP:Iteration 12Q (1702.000000 sec): 3 clusters Score: Raw -971163.909162 + Penalty 4351.061007 = -966812.848154 nChanged 130 SP:Iteration 13Q (1702.030000 sec): 3 clusters Score: Raw -971225.991397 + Penalty 4351.061007 = -966874.930390 nChanged 143 SP:Iteration 14Q (1702.060000 sec): 3 clusters Score: Raw -971297.542274 + Penalty 4351.061007 = -966946.481266 nChanged 129 SP:Iteration 15Q (1702.100000 sec): 3 clusters Score: Raw -971366.814738 + Penalty 4351.061007 = -967015.753731 nChanged 112 SP:Iteration 16Q (1702.130000 sec): 3 clusters Score: Raw -971425.047138 + Penalty 4351.061007 = -967073.986131 nChanged 98 SP:Iteration 17Q (1702.160000 sec): 3 clusters Score: Raw -971469.678707 + Penalty 4351.061007 = -967118.617700 nChanged 77 SP:Iteration 18Q (1702.190000 sec): 3 clusters Score: Raw -971501.862677 + Penalty 4351.061007 = -967150.801670 nChanged 66 SP:Iteration 19Q (1702.220000 sec): 3 clusters Score: Raw -971534.137975 + Penalty 4351.061007 = -967183.076967 nChanged 69 SP:Iteration 20F (1702.260000 sec): 3 clusters Score: Raw -971566.139623 + Penalty 4351.061007 = -967215.078616 nChanged 63 SP:Iteration 21Q (1702.280000 sec): 3 clusters Score: Raw -971603.086836 + Penalty 4351.061007 = -967252.025829 nChanged 73 SP:Iteration 22Q (1702.320000 sec): 3 clusters Score: Raw -971641.120495 + Penalty 4351.061007 = -967290.059488 nChanged 68 SP:Iteration 23Q (1702.350000 sec): 3 clusters Score: Raw -971678.000653 + Penalty 4351.061007 = -967326.939646 nChanged 46 SP:Iteration 24Q (1702.380000 sec): 3 clusters Score: Raw -971703.546361 + Penalty 4351.061007 = -967352.485353 nChanged 48 SP:Iteration 25Q (1702.410000 sec): 3 clusters Score: Raw -971729.130557 + Penalty 4351.061007 = -967378.069550 nChanged 40 SP:Iteration 26Q (1702.440000 sec): 3 clusters Score: Raw -971751.304222 + Penalty 4351.061007 = -967400.243215 nChanged 40 SP:Iteration 27Q (1702.470000 sec): 3 clusters Score: Raw -971772.098614 + Penalty 4351.061007 = -967421.037606 nChanged 32 SP:Iteration 28Q (1702.500000 sec): 3 clusters Score: Raw -971787.954831 + Penalty 4351.061007 = -967436.893823 nChanged 23 SP:Iteration 29Q (1702.530000 sec): 3 clusters Score: Raw -971803.754657 + Penalty 4351.061007 = -967452.693650 nChanged 28 SP:Iteration 30Q (1702.560000 sec): 3 clusters Score: Raw -971817.134532 + Penalty 4351.061007 = -967466.073525 nChanged 18 SP:Iteration 31Q (1702.590000 sec): 3 clusters Score: Raw -971825.892657 + Penalty 4351.061007 = -967474.831650 nChanged 11 SP:Iteration 32Q (1702.620000 sec): 3 clusters Score: Raw -971831.348683 + Penalty 4351.061007 = -967480.287676 nChanged 12 SP:Iteration 33Q (1702.650000 sec): 3 clusters Score: Raw -971837.158656 + Penalty 4351.061007 = -967486.097649 nChanged 11 SP:Iteration 34Q (1702.680000 sec): 3 clusters Score: Raw -971842.071934 + Penalty 4351.061007 = -967491.010927 nChanged 7 SP:Iteration 35Q (1702.710000 sec): 3 clusters Score: Raw -971845.311618 + Penalty 4351.061007 = -967494.250611 nChanged 7 SP:Iteration 36Q (1702.740000 sec): 3 clusters Score: Raw -971849.011551 + Penalty 4351.061007 = -967497.950543 nChanged 7 SP:Iteration 37Q (1702.770000 sec): 3 clusters Score: Raw -971851.365876 + Penalty 4351.061007 = -967500.304869 nChanged 7 SP:Iteration 38Q (1702.800000 sec): 3 clusters Score: Raw -971854.705857 + Penalty 4351.061007 = -967503.644850 nChanged 2 SP:Iteration 39Q (1702.830000 sec): 3 clusters Score: Raw -971855.564181 + Penalty 4351.061007 = -967504.503174 nChanged 4 SP:Iteration 40F (1702.860000 sec): 3 clusters Score: Raw -971857.784203 + Penalty 4351.061007 = -967506.723196 nChanged 3 SP:Iteration 41Q (1702.890000 sec): 3 clusters Score: Raw -971859.400248 + Penalty 4351.061007 = -967508.339241 nChanged 1 SP:Iteration 42Q (1702.920000 sec): 3 clusters Score: Raw -971859.730431 + Penalty 4351.061007 = -967508.669423 nChanged 0 SP:Iteration 43F (1702.950000 sec): 3 clusters Score: Raw -971859.730431 + Penalty 4351.061007 = -967508.669423 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 32 (127290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.540000 sec): 2 clusters Score: Raw -19871182.690025 + Penalty 2915.047360 = -19868267.642665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.210000 sec): 3 clusters Score: Raw -19788548.873263 + Penalty 5830.094721 = -19782718.778542 nChanged 60790 SP:Iteration 1F (1704.870000 sec): 3 clusters Score: Raw -19823740.548475 + Penalty 5830.094721 = -19817910.453754 nChanged 3777 SP:Iteration 2Q (1705.540000 sec): 3 clusters Score: Raw -19824589.182778 + Penalty 5830.094721 = -19818759.088058 nChanged 3957 SP:Iteration 3Q (1706.210000 sec): 3 clusters Score: Raw -19825588.305478 + Penalty 5830.094721 = -19819758.210757 nChanged 4354 SP:Iteration 4Q (1706.870000 sec): 3 clusters Score: Raw -19826848.076973 + Penalty 5830.094721 = -19821017.982253 nChanged 5012 SP:Iteration 5Q (1707.540000 sec): 3 clusters Score: Raw -19828649.602682 + Penalty 5830.094721 = -19822819.507962 nChanged 6047 SP:Iteration 6Q (1708.220000 sec): 3 clusters Score: Raw -19831275.128349 + Penalty 5830.094721 = -19825445.033628 nChanged 7192 SP:Iteration 7F (1708.880000 sec): 3 clusters Score: Raw -19834696.971055 + Penalty 5830.094721 = -19828866.876334 nChanged 7770 SP:Iteration 8F (1709.540000 sec): 3 clusters Score: Raw -19838708.959395 + Penalty 5830.094721 = -19832878.864675 nChanged 7848 SP:Iteration 9F (1710.210000 sec): 3 clusters Score: Raw -19842996.008771 + Penalty 5830.094721 = -19837165.914051 nChanged 7632 SP:Iteration 10F (1710.870000 sec): 3 clusters Score: Raw -19847388.574941 + Penalty 5830.094721 = -19841558.480221 nChanged 6878 SP:Iteration 11F (1711.530000 sec): 3 clusters Score: Raw -19851536.174753 + Penalty 5830.094721 = -19845706.080032 nChanged 6229 SP:Iteration 12Q (1712.200000 sec): 3 clusters Score: Raw -19855705.635774 + Penalty 5830.094721 = -19849875.541054 nChanged 5439 SP:Iteration 13Q (1712.870000 sec): 3 clusters Score: Raw -19859631.305041 + Penalty 5830.094721 = -19853801.210320 nChanged 4592 SP:Iteration 14Q (1713.540000 sec): 3 clusters Score: Raw -19863044.269117 + Penalty 5830.094721 = -19857214.174396 nChanged 3469 SP:Iteration 15Q (1714.180000 sec): 3 clusters Score: Raw -19865719.242766 + Penalty 5830.094721 = -19859889.148045 nChanged 2547 SP:Iteration 16Q (1714.790000 sec): 3 clusters Score: Raw -19867706.037326 + Penalty 5830.094721 = -19861875.942605 nChanged 1622 SP:Iteration 17Q (1715.350000 sec): 3 clusters Score: Raw -19868897.510504 + Penalty 5830.094721 = -19863067.415784 nChanged 1163 SP:Iteration 18Q (1715.880000 sec): 3 clusters Score: Raw -19869674.739361 + Penalty 5830.094721 = -19863844.644641 nChanged 875 SP:Iteration 19Q (1716.400000 sec): 3 clusters Score: Raw -19870174.534626 + Penalty 5830.094721 = -19864344.439905 nChanged 700 SP:Iteration 20F (1717.060000 sec): 3 clusters Score: Raw -19870558.417767 + Penalty 5830.094721 = -19864728.323047 nChanged 553 SP:Iteration 21Q (1717.560000 sec): 3 clusters Score: Raw -19870853.857483 + Penalty 5830.094721 = -19865023.762762 nChanged 457 SP:Iteration 22Q (1718.050000 sec): 3 clusters Score: Raw -19871099.299371 + Penalty 5830.094721 = -19865269.204650 nChanged 399 SP:Iteration 23Q (1718.540000 sec): 3 clusters Score: Raw -19871298.125640 + Penalty 5830.094721 = -19865468.030920 nChanged 348 SP:Iteration 24Q (1719.020000 sec): 3 clusters Score: Raw -19871479.689086 + Penalty 5830.094721 = -19865649.594365 nChanged 301 SP:Iteration 25Q (1719.500000 sec): 3 clusters Score: Raw -19871609.647491 + Penalty 5830.094721 = -19865779.552771 nChanged 226 SP:Iteration 26Q (1719.970000 sec): 3 clusters Score: Raw -19871695.780448 + Penalty 5830.094721 = -19865865.685727 nChanged 191 SP:Iteration 27Q (1720.440000 sec): 3 clusters Score: Raw -19871764.394530 + Penalty 5830.094721 = -19865934.299809 nChanged 149 SP:Iteration 28Q (1720.910000 sec): 3 clusters Score: Raw -19871812.041274 + Penalty 5830.094721 = -19865981.946554 nChanged 120 SP:Iteration 29Q (1721.380000 sec): 3 clusters Score: Raw -19871847.600454 + Penalty 5830.094721 = -19866017.505734 nChanged 95 SP:Iteration 30Q (1721.850000 sec): 3 clusters Score: Raw -19871877.040225 + Penalty 5830.094721 = -19866046.945505 nChanged 79 SP:Iteration 31Q (1722.320000 sec): 3 clusters Score: Raw -19871895.635537 + Penalty 5830.094721 = -19866065.540817 nChanged 71 SP:Iteration 32Q (1722.790000 sec): 3 clusters Score: Raw -19871912.526054 + Penalty 5830.094721 = -19866082.431334 nChanged 61 SP:Iteration 33Q (1723.260000 sec): 3 clusters Score: Raw -19871927.775214 + Penalty 5830.094721 = -19866097.680494 nChanged 66 SP:Iteration 34Q (1723.720000 sec): 3 clusters Score: Raw -19871942.988625 + Penalty 5830.094721 = -19866112.893904 nChanged 52 SP:Iteration 35Q (1724.180000 sec): 3 clusters Score: Raw -19871953.904357 + Penalty 5830.094721 = -19866123.809636 nChanged 43 SP:Iteration 36Q (1724.650000 sec): 3 clusters Score: Raw -19871963.424459 + Penalty 5830.094721 = -19866133.329738 nChanged 46 SP:Iteration 37Q (1725.120000 sec): 3 clusters Score: Raw -19871973.935708 + Penalty 5830.094721 = -19866143.840988 nChanged 46 SP:Iteration 38Q (1725.580000 sec): 3 clusters Score: Raw -19871982.821800 + Penalty 5830.094721 = -19866152.727079 nChanged 43 SP:Iteration 39Q (1726.040000 sec): 3 clusters Score: Raw -19871991.977437 + Penalty 5830.094721 = -19866161.882716 nChanged 40 SP:Iteration 40F (1726.690000 sec): 3 clusters Score: Raw -19871998.494497 + Penalty 5830.094721 = -19866168.399776 nChanged 28 SP:Iteration 41Q (1727.160000 sec): 3 clusters Score: Raw -19872003.584283 + Penalty 5830.094721 = -19866173.489563 nChanged 26 SP:Iteration 42Q (1727.620000 sec): 3 clusters Score: Raw -19872008.178656 + Penalty 5830.094721 = -19866178.083935 nChanged 22 SP:Iteration 43Q (1728.080000 sec): 3 clusters Score: Raw -19872012.360522 + Penalty 5830.094721 = -19866182.265801 nChanged 18 SP:Iteration 44Q (1728.550000 sec): 3 clusters Score: Raw -19872015.974330 + Penalty 5830.094721 = -19866185.879610 nChanged 18 SP:Iteration 45Q (1729.020000 sec): 3 clusters Score: Raw -19872019.288283 + Penalty 5830.094721 = -19866189.193563 nChanged 11 SP:Iteration 46Q (1729.480000 sec): 3 clusters Score: Raw -19872021.174644 + Penalty 5830.094721 = -19866191.079923 nChanged 14 SP:Iteration 47Q (1729.940000 sec): 3 clusters Score: Raw -19872023.620590 + Penalty 5830.094721 = -19866193.525869 nChanged 13 SP:Iteration 48Q (1730.400000 sec): 3 clusters Score: Raw -19872025.222912 + Penalty 5830.094721 = -19866195.128191 nChanged 5 SP:Iteration 49Q (1730.870000 sec): 3 clusters Score: Raw -19872026.349212 + Penalty 5830.094721 = -19866196.254491 nChanged 11 SP:Iteration 50Q (1731.340000 sec): 3 clusters Score: Raw -19872028.538312 + Penalty 5830.094721 = -19866198.443591 nChanged 9 SP:Iteration 51Q (1731.800000 sec): 3 clusters Score: Raw -19872029.877981 + Penalty 5830.094721 = -19866199.783260 nChanged 11 SP:Iteration 52Q (1732.270000 sec): 3 clusters Score: Raw -19872031.564520 + Penalty 5830.094721 = -19866201.469799 nChanged 6 SP:Iteration 53Q (1732.730000 sec): 3 clusters Score: Raw -19872032.997424 + Penalty 5830.094721 = -19866202.902703 nChanged 11 SP:Iteration 54Q (1733.190000 sec): 3 clusters Score: Raw -19872035.156731 + Penalty 5830.094721 = -19866205.062010 nChanged 12 SP:Iteration 55Q (1733.660000 sec): 3 clusters Score: Raw -19872037.485360 + Penalty 5830.094721 = -19866207.390639 nChanged 14 SP:Iteration 56Q (1734.120000 sec): 3 clusters Score: Raw -19872040.863454 + Penalty 5830.094721 = -19866210.768734 nChanged 15 SP:Iteration 57Q (1734.590000 sec): 3 clusters Score: Raw -19872044.504562 + Penalty 5830.094721 = -19866214.409842 nChanged 12 SP:Iteration 58Q (1735.050000 sec): 3 clusters Score: Raw -19872047.433708 + Penalty 5830.094721 = -19866217.338988 nChanged 20 SP:Iteration 59Q (1735.510000 sec): 3 clusters Score: Raw -19872051.570747 + Penalty 5830.094721 = -19866221.476027 nChanged 12 SP:Iteration 60F (1736.160000 sec): 3 clusters Score: Raw -19872053.941878 + Penalty 5830.094721 = -19866223.847157 nChanged 7 SP:Iteration 61Q (1736.620000 sec): 3 clusters Score: Raw -19872055.170816 + Penalty 5830.094721 = -19866225.076096 nChanged 3 SP:Iteration 62Q (1737.090000 sec): 3 clusters Score: Raw -19872055.440316 + Penalty 5830.094721 = -19866225.345595 nChanged 1 SP:Iteration 63Q (1737.550000 sec): 3 clusters Score: Raw -19872055.591122 + Penalty 5830.094721 = -19866225.496402 nChanged 1 SP:Iteration 64Q (1738.010000 sec): 3 clusters Score: Raw -19872055.980422 + Penalty 5830.094721 = -19866225.885702 nChanged 2 SP:Iteration 65Q (1738.480000 sec): 3 clusters Score: Raw -19872056.262732 + Penalty 5830.094721 = -19866226.168011 nChanged 4 SP:Iteration 66Q (1738.940000 sec): 3 clusters Score: Raw -19872057.008411 + Penalty 5830.094721 = -19866226.913690 nChanged 9 SP:Iteration 67Q (1739.400000 sec): 3 clusters Score: Raw -19872058.941716 + Penalty 5830.094721 = -19866228.846996 nChanged 10 SP:Iteration 68Q (1739.870000 sec): 3 clusters Score: Raw -19872061.106689 + Penalty 5830.094721 = -19866231.011968 nChanged 3 SP:Iteration 69Q (1740.330000 sec): 3 clusters Score: Raw -19872061.720310 + Penalty 5830.094721 = -19866231.625589 nChanged 3 SP:Iteration 70Q (1740.790000 sec): 3 clusters Score: Raw -19872062.255717 + Penalty 5830.094721 = -19866232.160996 nChanged 4 SP:Iteration 71Q (1741.250000 sec): 3 clusters Score: Raw -19872062.999642 + Penalty 5830.094721 = -19866232.904922 nChanged 3 SP:Iteration 72Q (1741.710000 sec): 3 clusters Score: Raw -19872063.514079 + Penalty 5830.094721 = -19866233.419359 nChanged 9 SP:Iteration 73Q (1742.180000 sec): 3 clusters Score: Raw -19872065.551906 + Penalty 5830.094721 = -19866235.457186 nChanged 9 SP:Iteration 74Q (1742.640000 sec): 3 clusters Score: Raw -19872066.843820 + Penalty 5830.094721 = -19866236.749100 nChanged 3 SP:Iteration 75Q (1743.110000 sec): 3 clusters Score: Raw -19872067.237357 + Penalty 5830.094721 = -19866237.142637 nChanged 3 SP:Iteration 76Q (1743.570000 sec): 3 clusters Score: Raw -19872067.601652 + Penalty 5830.094721 = -19866237.506931 nChanged 3 SP:Iteration 77Q (1744.030000 sec): 3 clusters Score: Raw -19872067.949441 + Penalty 5830.094721 = -19866237.854720 nChanged 2 SP:Iteration 78Q (1744.490000 sec): 3 clusters Score: Raw -19872068.322994 + Penalty 5830.094721 = -19866238.228273 nChanged 1 SP:Iteration 79Q (1744.950000 sec): 3 clusters Score: Raw -19872068.520590 + Penalty 5830.094721 = -19866238.425870 nChanged 1 SP:Iteration 80F (1745.600000 sec): 3 clusters Score: Raw -19872068.641815 + Penalty 5830.094721 = -19866238.547094 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 33 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.680000 sec): 2 clusters Score: Raw -32110.960642 + Penalty 1353.977208 = -30756.983434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.680000 sec): 3 clusters Score: Raw -32381.360024 + Penalty 2707.954415 = -29673.405609 nChanged 41 SP:Iteration 1F (1745.680000 sec): 3 clusters Score: Raw -32548.085314 + Penalty 2707.954415 = -29840.130899 nChanged 17 SP:Iteration 2F (1745.680000 sec): 3 clusters Score: Raw -32637.194900 + Penalty 2707.954415 = -29929.240485 nChanged 3 SP:Iteration 3Q (1745.680000 sec): 3 clusters Score: Raw -32653.294400 + Penalty 2707.954415 = -29945.339985 nChanged 1 SP:Iteration 4Q (1745.680000 sec): 3 clusters Score: Raw -32657.463315 + Penalty 2707.954415 = -29949.508900 nChanged 1 SP:Iteration 5Q (1745.680000 sec): 3 clusters Score: Raw -32659.312924 + Penalty 2707.954415 = -29951.358509 nChanged 0 SP:Iteration 6F (1745.690000 sec): 3 clusters Score: Raw -32659.312924 + Penalty 2707.954415 = -29951.358509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 34 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.690000 sec): 2 clusters Score: Raw -28807.025194 + Penalty 1374.233359 = -27432.791834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.690000 sec): 3 clusters Score: Raw -29048.329369 + Penalty 2748.466718 = -26299.862651 nChanged 37 SP:Iteration 1F (1745.690000 sec): 3 clusters Score: Raw -29345.978584 + Penalty 2748.466718 = -26597.511866 nChanged 15 SP:Iteration 2F (1745.700000 sec): 3 clusters Score: Raw -29603.944135 + Penalty 2748.466718 = -26855.477417 nChanged 19 SP:Iteration 3F (1745.700000 sec): 3 clusters Score: Raw -29735.525704 + Penalty 2748.466718 = -26987.058985 nChanged 8 SP:Iteration 4Q (1745.700000 sec): 3 clusters Score: Raw -29867.335459 + Penalty 2748.466718 = -27118.868741 nChanged 6 SP:Iteration 5Q (1745.700000 sec): 3 clusters Score: Raw -29938.181050 + Penalty 2748.466718 = -27189.714332 nChanged 5 SP:Iteration 6Q (1745.700000 sec): 3 clusters Score: Raw -29976.198638 + Penalty 2748.466718 = -27227.731920 nChanged 1 SP:Iteration 7Q (1745.700000 sec): 3 clusters Score: Raw -29982.338625 + Penalty 2748.466718 = -27233.871907 nChanged 1 SP:Iteration 8Q (1745.700000 sec): 3 clusters Score: Raw -29986.405280 + Penalty 2748.466718 = -27237.938561 nChanged 0 SP:Iteration 9F (1745.700000 sec): 3 clusters Score: Raw -29986.405280 + Penalty 2748.466718 = -27237.938561 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 35 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.710000 sec): 2 clusters Score: Raw -231375.817802 + Penalty 1847.763877 = -229528.053925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.720000 sec): 3 clusters Score: Raw -230869.677182 + Penalty 3695.527755 = -227174.149427 nChanged 530 SP:Iteration 1F (1745.730000 sec): 3 clusters Score: Raw -231499.160975 + Penalty 3695.527755 = -227803.633220 nChanged 141 SP:Iteration 2F (1745.740000 sec): 3 clusters Score: Raw -231671.099151 + Penalty 3695.527755 = -227975.571396 nChanged 79 SP:Iteration 3Q (1745.750000 sec): 3 clusters Score: Raw -231758.112073 + Penalty 3695.527755 = -228062.584318 nChanged 52 SP:Iteration 4Q (1745.760000 sec): 3 clusters Score: Raw -231828.356783 + Penalty 3695.527755 = -228132.829028 nChanged 49 SP:Iteration 5Q (1745.760000 sec): 3 clusters Score: Raw -231882.672200 + Penalty 3695.527755 = -228187.144445 nChanged 30 SP:Iteration 6Q (1745.770000 sec): 3 clusters Score: Raw -231927.333846 + Penalty 3695.527755 = -228231.806091 nChanged 30 SP:Iteration 7Q (1745.780000 sec): 3 clusters Score: Raw -231962.484932 + Penalty 3695.527755 = -228266.957177 nChanged 21 SP:Iteration 8Q (1745.790000 sec): 3 clusters Score: Raw -231983.918934 + Penalty 3695.527755 = -228288.391179 nChanged 19 SP:Iteration 9Q (1745.800000 sec): 3 clusters Score: Raw -232007.594992 + Penalty 3695.527755 = -228312.067237 nChanged 22 SP:Iteration 10Q (1745.800000 sec): 3 clusters Score: Raw -232024.595913 + Penalty 3695.527755 = -228329.068158 nChanged 19 SP:Iteration 11Q (1745.810000 sec): 3 clusters Score: Raw -232041.465752 + Penalty 3695.527755 = -228345.937997 nChanged 12 SP:Iteration 12Q (1745.820000 sec): 3 clusters Score: Raw -232048.794920 + Penalty 3695.527755 = -228353.267165 nChanged 4 SP:Iteration 13Q (1745.830000 sec): 3 clusters Score: Raw -232051.402193 + Penalty 3695.527755 = -228355.874438 nChanged 4 SP:Iteration 14Q (1745.840000 sec): 3 clusters Score: Raw -232054.536999 + Penalty 3695.527755 = -228359.009244 nChanged 4 SP:Iteration 15Q (1745.840000 sec): 3 clusters Score: Raw -232058.388184 + Penalty 3695.527755 = -228362.860429 nChanged 3 SP:Iteration 16Q (1745.850000 sec): 3 clusters Score: Raw -232060.464233 + Penalty 3695.527755 = -228364.936478 nChanged 5 SP:Iteration 17Q (1745.860000 sec): 3 clusters Score: Raw -232064.745885 + Penalty 3695.527755 = -228369.218130 nChanged 7 SP:Iteration 18Q (1745.870000 sec): 3 clusters Score: Raw -232069.223126 + Penalty 3695.527755 = -228373.695371 nChanged 7 SP:Iteration 19Q (1745.880000 sec): 3 clusters Score: Raw -232073.687521 + Penalty 3695.527755 = -228378.159766 nChanged 3 SP:Iteration 20F (1745.880000 sec): 3 clusters Score: Raw -232076.144370 + Penalty 3695.527755 = -228380.616615 nChanged 4 SP:Iteration 21Q (1745.890000 sec): 3 clusters Score: Raw -232079.003981 + Penalty 3695.527755 = -228383.476226 nChanged 2 SP:Iteration 22Q (1745.900000 sec): 3 clusters Score: Raw -232081.664958 + Penalty 3695.527755 = -228386.137203 nChanged 4 SP:Iteration 23Q (1745.910000 sec): 3 clusters Score: Raw -232086.426357 + Penalty 3695.527755 = -228390.898602 nChanged 4 SP:Iteration 24Q (1745.920000 sec): 3 clusters Score: Raw -232090.069486 + Penalty 3695.527755 = -228394.541731 nChanged 2 SP:Iteration 25Q (1745.920000 sec): 3 clusters Score: Raw -232091.634476 + Penalty 3695.527755 = -228396.106721 nChanged 0 SP:Iteration 26F (1745.940000 sec): 3 clusters Score: Raw -232091.634476 + Penalty 3695.527755 = -228396.106721 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 36 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1745.940000 sec): 2 clusters Score: Raw -131899.298488 + Penalty 1681.138655 = -130218.159833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1745.940000 sec): 3 clusters Score: Raw -131772.339457 + Penalty 3362.277309 = -128410.062148 nChanged 214 SP:Iteration 1F (1745.950000 sec): 3 clusters Score: Raw -132045.260395 + Penalty 3362.277309 = -128682.983086 nChanged 51 SP:Iteration 2F (1745.960000 sec): 3 clusters Score: Raw -132169.185488 + Penalty 3362.277309 = -128806.908179 nChanged 43 SP:Iteration 3Q (1745.960000 sec): 3 clusters Score: Raw -132266.465585 + Penalty 3362.277309 = -128904.188276 nChanged 40 SP:Iteration 4Q (1745.960000 sec): 3 clusters Score: Raw -132387.629656 + Penalty 3362.277309 = -129025.352347 nChanged 40 SP:Iteration 5Q (1745.970000 sec): 3 clusters Score: Raw -132598.030492 + Penalty 3362.277309 = -129235.753183 nChanged 43 SP:Iteration 6Q (1745.970000 sec): 3 clusters Score: Raw -133246.951776 + Penalty 3362.277309 = -129884.674467 nChanged 69 SP:Iteration 7F (1745.980000 sec): 3 clusters Score: Raw -133694.020525 + Penalty 3362.277309 = -130331.743216 nChanged 72 SP:Iteration 8F (1745.980000 sec): 3 clusters Score: Raw -134004.648618 + Penalty 3362.277309 = -130642.371308 nChanged 37 SP:Iteration 9Q (1745.980000 sec): 3 clusters Score: Raw -134222.929067 + Penalty 3362.277309 = -130860.651758 nChanged 17 SP:Iteration 10Q (1745.990000 sec): 3 clusters Score: Raw -134292.673385 + Penalty 3362.277309 = -130930.396076 nChanged 12 SP:Iteration 11Q (1745.990000 sec): 3 clusters Score: Raw -134343.353483 + Penalty 3362.277309 = -130981.076174 nChanged 12 SP:Iteration 12Q (1745.990000 sec): 3 clusters Score: Raw -134410.350947 + Penalty 3362.277309 = -131048.073638 nChanged 12 SP:Iteration 13Q (1746.000000 sec): 3 clusters Score: Raw -134521.255253 + Penalty 3362.277309 = -131158.977944 nChanged 7 SP:Iteration 14Q (1746.000000 sec): 3 clusters Score: Raw -134611.962186 + Penalty 3362.277309 = -131249.684876 nChanged 2 SP:Iteration 15Q (1746.000000 sec): 3 clusters Score: Raw -134640.862618 + Penalty 3362.277309 = -131278.585309 nChanged 0 SP:Iteration 16F (1746.010000 sec): 3 clusters Score: Raw -134640.862618 + Penalty 3362.277309 = -131278.585309 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 37 (11145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.070000 sec): 2 clusters Score: Raw -1716215.765757 + Penalty 2311.049069 = -1713904.716688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1746.120000 sec): 3 clusters Score: Raw -1710192.336953 + Penalty 4622.098138 = -1705570.238815 nChanged 4704 SP:Iteration 1F (1746.180000 sec): 3 clusters Score: Raw -1712732.806430 + Penalty 4622.098138 = -1708110.708292 nChanged 716 SP:Iteration 2F (1746.240000 sec): 3 clusters Score: Raw -1713100.352166 + Penalty 4622.098138 = -1708478.254028 nChanged 603 SP:Iteration 3F (1746.290000 sec): 3 clusters Score: Raw -1713417.047328 + Penalty 4622.098138 = -1708794.949190 nChanged 537 SP:Iteration 4Q (1746.340000 sec): 3 clusters Score: Raw -1713729.695379 + Penalty 4622.098138 = -1709107.597241 nChanged 561 SP:Iteration 5F (1746.400000 sec): 3 clusters Score: Raw -1714064.655484 + Penalty 4622.098138 = -1709442.557346 nChanged 518 SP:Iteration 6Q (1746.460000 sec): 3 clusters Score: Raw -1714403.266182 + Penalty 4622.098138 = -1709781.168044 nChanged 558 SP:Iteration 7F (1746.510000 sec): 3 clusters Score: Raw -1714805.542102 + Penalty 4622.098138 = -1710183.443964 nChanged 576 SP:Iteration 8F (1746.560000 sec): 3 clusters Score: Raw -1715213.000723 + Penalty 4622.098138 = -1710590.902585 nChanged 520 SP:Iteration 9Q (1746.620000 sec): 3 clusters Score: Raw -1715597.133199 + Penalty 4622.098138 = -1710975.035061 nChanged 474 SP:Iteration 10Q (1746.680000 sec): 3 clusters Score: Raw -1715957.279607 + Penalty 4622.098138 = -1711335.181469 nChanged 430 SP:Iteration 11Q (1746.730000 sec): 3 clusters Score: Raw -1716325.283163 + Penalty 4622.098138 = -1711703.185025 nChanged 417 SP:Iteration 12Q (1746.780000 sec): 3 clusters Score: Raw -1716687.313832 + Penalty 4622.098138 = -1712065.215694 nChanged 360 SP:Iteration 13Q (1746.830000 sec): 3 clusters Score: Raw -1716987.952980 + Penalty 4622.098138 = -1712365.854842 nChanged 267 SP:Iteration 14Q (1746.880000 sec): 3 clusters Score: Raw -1717177.228321 + Penalty 4622.098138 = -1712555.130183 nChanged 193 SP:Iteration 15Q (1746.940000 sec): 3 clusters Score: Raw -1717282.641003 + Penalty 4622.098138 = -1712660.542865 nChanged 122 SP:Iteration 16Q (1746.980000 sec): 3 clusters Score: Raw -1717325.908771 + Penalty 4622.098138 = -1712703.810633 nChanged 91 SP:Iteration 17Q (1747.030000 sec): 3 clusters Score: Raw -1717360.202052 + Penalty 4622.098138 = -1712738.103914 nChanged 74 SP:Iteration 18Q (1747.080000 sec): 3 clusters Score: Raw -1717388.943300 + Penalty 4622.098138 = -1712766.845162 nChanged 57 SP:Iteration 19Q (1747.130000 sec): 3 clusters Score: Raw -1717406.477782 + Penalty 4622.098138 = -1712784.379644 nChanged 42 SP:Iteration 20F (1747.180000 sec): 3 clusters Score: Raw -1717418.066724 + Penalty 4622.098138 = -1712795.968587 nChanged 35 SP:Iteration 21Q (1747.230000 sec): 3 clusters Score: Raw -1717426.848377 + Penalty 4622.098138 = -1712804.750239 nChanged 35 SP:Iteration 22Q (1747.280000 sec): 3 clusters Score: Raw -1717435.457343 + Penalty 4622.098138 = -1712813.359205 nChanged 33 SP:Iteration 23Q (1747.330000 sec): 3 clusters Score: Raw -1717443.213318 + Penalty 4622.098138 = -1712821.115180 nChanged 29 SP:Iteration 24Q (1747.380000 sec): 3 clusters Score: Raw -1717450.385431 + Penalty 4622.098138 = -1712828.287293 nChanged 25 SP:Iteration 25Q (1747.420000 sec): 3 clusters Score: Raw -1717455.776429 + Penalty 4622.098138 = -1712833.678291 nChanged 23 SP:Iteration 26Q (1747.470000 sec): 3 clusters Score: Raw -1717460.640562 + Penalty 4622.098138 = -1712838.542424 nChanged 20 SP:Iteration 27Q (1747.520000 sec): 3 clusters Score: Raw -1717465.092844 + Penalty 4622.098138 = -1712842.994706 nChanged 19 SP:Iteration 28Q (1747.560000 sec): 3 clusters Score: Raw -1717468.931332 + Penalty 4622.098138 = -1712846.833194 nChanged 22 SP:Iteration 29Q (1747.610000 sec): 3 clusters Score: Raw -1717474.053243 + Penalty 4622.098138 = -1712851.955105 nChanged 23 SP:Iteration 30Q (1747.660000 sec): 3 clusters Score: Raw -1717479.107122 + Penalty 4622.098138 = -1712857.008984 nChanged 12 SP:Iteration 31Q (1747.700000 sec): 3 clusters Score: Raw -1717480.746726 + Penalty 4622.098138 = -1712858.648588 nChanged 3 SP:Iteration 32Q (1747.750000 sec): 3 clusters Score: Raw -1717481.131063 + Penalty 4622.098138 = -1712859.032926 nChanged 0 SP:Iteration 33F (1747.810000 sec): 3 clusters Score: Raw -1717481.131063 + Penalty 4622.098138 = -1712859.032926 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 38 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1747.820000 sec): 2 clusters Score: Raw -97951.712710 + Penalty 1632.685487 = -96319.027223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.820000 sec): 3 clusters Score: Raw -97953.182655 + Penalty 3265.370974 = -94687.811681 nChanged 178 SP:Iteration 1F (1747.820000 sec): 3 clusters Score: Raw -98521.541996 + Penalty 3265.370974 = -95256.171022 nChanged 89 SP:Iteration 2F (1747.830000 sec): 3 clusters Score: Raw -99122.687455 + Penalty 3265.370974 = -95857.316481 nChanged 69 SP:Iteration 3F (1747.830000 sec): 3 clusters Score: Raw -99415.109407 + Penalty 3265.370974 = -96149.738433 nChanged 54 SP:Iteration 4F (1747.840000 sec): 3 clusters Score: Raw -99607.683129 + Penalty 3265.370974 = -96342.312155 nChanged 47 SP:Iteration 5F (1747.840000 sec): 3 clusters Score: Raw -99773.226670 + Penalty 3265.370974 = -96507.855696 nChanged 23 SP:Iteration 6Q (1747.840000 sec): 3 clusters Score: Raw -99873.328135 + Penalty 3265.370974 = -96607.957161 nChanged 17 SP:Iteration 7Q (1747.850000 sec): 3 clusters Score: Raw -99948.602406 + Penalty 3265.370974 = -96683.231432 nChanged 11 SP:Iteration 8Q (1747.850000 sec): 3 clusters Score: Raw -99993.011726 + Penalty 3265.370974 = -96727.640752 nChanged 4 SP:Iteration 9Q (1747.850000 sec): 3 clusters Score: Raw -100007.322408 + Penalty 3265.370974 = -96741.951434 nChanged 6 SP:Iteration 10Q (1747.860000 sec): 3 clusters Score: Raw -100047.946433 + Penalty 3265.370974 = -96782.575459 nChanged 3 SP:Iteration 11Q (1747.860000 sec): 3 clusters Score: Raw -100071.109147 + Penalty 3265.370974 = -96805.738172 nChanged 4 SP:Iteration 12Q (1747.860000 sec): 3 clusters Score: Raw -100140.504651 + Penalty 3265.370974 = -96875.133677 nChanged 1 SP:Iteration 13Q (1747.860000 sec): 3 clusters Score: Raw -100183.355650 + Penalty 3265.370974 = -96917.984675 nChanged 0 SP:Iteration 14F (1747.860000 sec): 3 clusters Score: Raw -100183.355650 + Penalty 3265.370974 = -96917.984675 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Deleting Class 48 (100 points): Lose 2144.443912 but Gain 3309.445538 Iteration 99Q (1759.680000 sec): 48 clusters Score: Raw -94986277.704425 + Penalty 155543.940289 = -94830733.764136 nChanged 817 Deleting Class 47 (240 points): Lose 2229.488762 but Gain 3309.445538 Iteration 100F (1813.020000 sec): 47 clusters Score: Raw -94988429.429186 + Penalty 152234.494751 = -94836194.934435 nChanged 1127 Iteration 101Q (1824.350000 sec): 47 clusters Score: Raw -94991415.235191 + Penalty 152234.494751 = -94839180.740441 nChanged 794 Iteration 102Q (1835.660000 sec): 47 clusters Score: Raw -94991852.065558 + Penalty 152234.494751 = -94839617.570807 nChanged 688 Iteration 103Q (1846.920000 sec): 47 clusters Score: Raw -94992121.888124 + Penalty 152234.494751 = -94839887.393374 nChanged 667 Iteration 104Q (1858.190000 sec): 47 clusters Score: Raw -94992298.154886 + Penalty 152234.494751 = -94840063.660135 nChanged 580 Iteration 105Q (1869.470000 sec): 47 clusters Score: Raw -94992422.084366 + Penalty 152234.494751 = -94840187.589615 nChanged 511 Iteration 106Q (1880.740000 sec): 47 clusters Score: Raw -94992540.766636 + Penalty 152234.494751 = -94840306.271885 nChanged 443 Iteration 107Q (1891.980000 sec): 47 clusters Score: Raw -94992626.180948 + Penalty 152234.494751 = -94840391.686197 nChanged 430 Iteration 108Q (1903.320000 sec): 47 clusters Score: Raw -94992707.575680 + Penalty 152234.494751 = -94840473.080930 nChanged 423 Iteration 109Q (1914.580000 sec): 47 clusters Score: Raw -94992778.564425 + Penalty 152234.494751 = -94840544.069674 nChanged 394 Iteration 110Q (1925.840000 sec): 47 clusters Score: Raw -94992841.084047 + Penalty 152234.494751 = -94840606.589296 nChanged 370 Iteration 111Q (1937.080000 sec): 47 clusters Score: Raw -94992905.363750 + Penalty 152234.494751 = -94840670.868999 nChanged 390 Iteration 112Q (1948.320000 sec): 47 clusters Score: Raw -94992977.749758 + Penalty 152234.494751 = -94840743.255007 nChanged 382 Iteration 113Q (1959.550000 sec): 47 clusters Score: Raw -94993035.554195 + Penalty 152234.494751 = -94840801.059444 nChanged 394 Iteration 114Q (1970.770000 sec): 47 clusters Score: Raw -94993090.453841 + Penalty 152234.494751 = -94840855.959090 nChanged 376 Iteration 115Q (1982.000000 sec): 47 clusters Score: Raw -94993145.049329 + Penalty 152234.494751 = -94840910.554578 nChanged 350 Iteration 116Q (1993.190000 sec): 47 clusters Score: Raw -94993190.205832 + Penalty 152234.494751 = -94840955.711081 nChanged 278 Iteration 117Q (2004.390000 sec): 47 clusters Score: Raw -94993219.781024 + Penalty 152234.494751 = -94840985.286273 nChanged 283 Iteration 118Q (2015.610000 sec): 47 clusters Score: Raw -94993249.445672 + Penalty 152234.494751 = -94841014.950921 nChanged 254 Iteration 119Q (2026.810000 sec): 47 clusters Score: Raw -94993274.314743 + Penalty 152234.494751 = -94841039.819993 nChanged 232 Iteration 120F (2078.980000 sec): 47 clusters Score: Raw -94994515.987406 + Penalty 152234.494751 = -94842281.492655 nChanged 268 Iteration 121Q (2090.310000 sec): 47 clusters Score: Raw -94996054.519997 + Penalty 152234.494751 = -94843820.025246 nChanged 243 Iteration 122Q (2101.640000 sec): 47 clusters Score: Raw -94996116.396342 + Penalty 152234.494751 = -94843881.901591 nChanged 222 Iteration 123Q (2113.040000 sec): 47 clusters Score: Raw -94996178.818400 + Penalty 152234.494751 = -94843944.323650 nChanged 218 Iteration 124Q (2124.460000 sec): 47 clusters Score: Raw -94996225.144155 + Penalty 152234.494751 = -94843990.649404 nChanged 202 Iteration 125Q (2135.720000 sec): 47 clusters Score: Raw -94996262.240144 + Penalty 152234.494751 = -94844027.745393 nChanged 177 Iteration 126Q (2146.840000 sec): 47 clusters Score: Raw -94996288.033168 + Penalty 152234.494751 = -94844053.538418 nChanged 161 Iteration 127Q (2157.950000 sec): 47 clusters Score: Raw -94996311.210255 + Penalty 152234.494751 = -94844076.715504 nChanged 161 Iteration 128Q (2169.210000 sec): 47 clusters Score: Raw -94996334.277698 + Penalty 152234.494751 = -94844099.782947 nChanged 146 Iteration 129Q (2180.580000 sec): 47 clusters Score: Raw -94996439.246159 + Penalty 152234.494751 = -94844204.751409 nChanged 135 Iteration 130Q (2191.880000 sec): 47 clusters Score: Raw -94996838.254262 + Penalty 152234.494751 = -94844603.759512 nChanged 113 Iteration 131Q (2203.170000 sec): 47 clusters Score: Raw -94996887.588948 + Penalty 152234.494751 = -94844653.094198 nChanged 93 Iteration 132Q (2214.470000 sec): 47 clusters Score: Raw -94996910.107014 + Penalty 152234.494751 = -94844675.612263 nChanged 83 Iteration 133Q (2225.840000 sec): 47 clusters Score: Raw -94996922.128495 + Penalty 152234.494751 = -94844687.633744 nChanged 82 Iteration 134Q (2237.210000 sec): 47 clusters Score: Raw -94996928.507591 + Penalty 152234.494751 = -94844694.012841 nChanged 67 Iteration 135Q (2248.560000 sec): 47 clusters Score: Raw -94996932.339257 + Penalty 152234.494751 = -94844697.844506 nChanged 53 Iteration 136Q (2259.870000 sec): 47 clusters Score: Raw -94996935.646531 + Penalty 152234.494751 = -94844701.151780 nChanged 51 Iteration 137Q (2271.280000 sec): 47 clusters Score: Raw -94996938.940281 + Penalty 152234.494751 = -94844704.445530 nChanged 56 Iteration 138Q (2282.660000 sec): 47 clusters Score: Raw -94996942.157160 + Penalty 152234.494751 = -94844707.662409 nChanged 49 Writing temp clu file Because OldScore, -94844704.445530, is greater than current (better) Score,-94844707.662409 Compute initial score before splitting: Score: Raw -94996942.157160 + Penalty 152234.494751 = -94844707.662409 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 1 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2282.800000 sec): 2 clusters Score: Raw -61890.894616 + Penalty 1514.541676 = -60376.352940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2282.810000 sec): 3 clusters Score: Raw -61928.874331 + Penalty 3029.083352 = -58899.790979 nChanged 73 SP:Iteration 1F (2282.810000 sec): 3 clusters Score: Raw -62137.480657 + Penalty 3029.083352 = -59108.397305 nChanged 22 SP:Iteration 2Q (2282.810000 sec): 3 clusters Score: Raw -62253.180182 + Penalty 3029.083352 = -59224.096830 nChanged 17 SP:Iteration 3Q (2282.810000 sec): 3 clusters Score: Raw -62414.454038 + Penalty 3029.083352 = -59385.370685 nChanged 11 SP:Iteration 4Q (2282.810000 sec): 3 clusters Score: Raw -62483.255341 + Penalty 3029.083352 = -59454.171989 nChanged 11 SP:Iteration 5Q (2282.820000 sec): 3 clusters Score: Raw -62520.447679 + Penalty 3029.083352 = -59491.364326 nChanged 8 SP:Iteration 6Q (2282.820000 sec): 3 clusters Score: Raw -62551.310546 + Penalty 3029.083352 = -59522.227194 nChanged 5 SP:Iteration 7Q (2282.820000 sec): 3 clusters Score: Raw -62583.169801 + Penalty 3029.083352 = -59554.086449 nChanged 4 SP:Iteration 8Q (2282.820000 sec): 3 clusters Score: Raw -62596.747312 + Penalty 3029.083352 = -59567.663960 nChanged 1 SP:Iteration 9Q (2282.820000 sec): 3 clusters Score: Raw -62601.124835 + Penalty 3029.083352 = -59572.041483 nChanged 1 SP:Iteration 10Q (2282.820000 sec): 3 clusters Score: Raw -62602.252918 + Penalty 3029.083352 = -59573.169566 nChanged 1 SP:Iteration 11Q (2282.830000 sec): 3 clusters Score: Raw -62604.880084 + Penalty 3029.083352 = -59575.796732 nChanged 0 SP:Iteration 12F (2282.830000 sec): 3 clusters Score: Raw -62604.880084 + Penalty 3029.083352 = -59575.796732 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (41581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2283.030000 sec): 2 clusters Score: Raw -6392027.701302 + Penalty 2637.578856 = -6389390.122446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2283.250000 sec): 3 clusters Score: Raw -6366428.385770 + Penalty 5275.157711 = -6361153.228059 nChanged 19071 SP:Iteration 1F (2283.470000 sec): 3 clusters Score: Raw -6377111.221056 + Penalty 5275.157711 = -6371836.063345 nChanged 2042 SP:Iteration 2Q (2283.680000 sec): 3 clusters Score: Raw -6377901.927788 + Penalty 5275.157711 = -6372626.770077 nChanged 1997 SP:Iteration 3Q (2283.900000 sec): 3 clusters Score: Raw -6378712.716678 + Penalty 5275.157711 = -6373437.558967 nChanged 2014 SP:Iteration 4Q (2284.120000 sec): 3 clusters Score: Raw -6379577.472835 + Penalty 5275.157711 = -6374302.315123 nChanged 2100 SP:Iteration 5F (2284.340000 sec): 3 clusters Score: Raw -6380539.893280 + Penalty 5275.157711 = -6375264.735569 nChanged 2318 SP:Iteration 6F (2284.550000 sec): 3 clusters Score: Raw -6381761.342755 + Penalty 5275.157711 = -6376486.185044 nChanged 2505 SP:Iteration 7F (2284.770000 sec): 3 clusters Score: Raw -6383252.467868 + Penalty 5275.157711 = -6377977.310157 nChanged 2630 SP:Iteration 8F (2284.980000 sec): 3 clusters Score: Raw -6384939.807223 + Penalty 5275.157711 = -6379664.649512 nChanged 2525 SP:Iteration 9F (2285.200000 sec): 3 clusters Score: Raw -6386622.519442 + Penalty 5275.157711 = -6381347.361731 nChanged 2229 SP:Iteration 10F (2285.410000 sec): 3 clusters Score: Raw -6388189.779096 + Penalty 5275.157711 = -6382914.621385 nChanged 1931 SP:Iteration 11Q (2285.630000 sec): 3 clusters Score: Raw -6389560.453910 + Penalty 5275.157711 = -6384285.296199 nChanged 1490 SP:Iteration 12Q (2285.840000 sec): 3 clusters Score: Raw -6390597.518092 + Penalty 5275.157711 = -6385322.360381 nChanged 1140 SP:Iteration 13Q (2286.060000 sec): 3 clusters Score: Raw -6391388.168407 + Penalty 5275.157711 = -6386113.010696 nChanged 811 SP:Iteration 14Q (2286.260000 sec): 3 clusters Score: Raw -6391918.801881 + Penalty 5275.157711 = -6386643.644170 nChanged 563 SP:Iteration 15Q (2286.470000 sec): 3 clusters Score: Raw -6392280.919192 + Penalty 5275.157711 = -6387005.761481 nChanged 360 SP:Iteration 16Q (2286.660000 sec): 3 clusters Score: Raw -6392501.907031 + Penalty 5275.157711 = -6387226.749320 nChanged 247 SP:Iteration 17Q (2286.860000 sec): 3 clusters Score: Raw -6392643.072266 + Penalty 5275.157711 = -6387367.914554 nChanged 149 SP:Iteration 18Q (2287.050000 sec): 3 clusters Score: Raw -6392727.244246 + Penalty 5275.157711 = -6387452.086535 nChanged 105 SP:Iteration 19Q (2287.240000 sec): 3 clusters Score: Raw -6392772.633707 + Penalty 5275.157711 = -6387497.475996 nChanged 70 SP:Iteration 20F (2287.450000 sec): 3 clusters Score: Raw -6392805.131238 + Penalty 5275.157711 = -6387529.973527 nChanged 56 SP:Iteration 21Q (2287.630000 sec): 3 clusters Score: Raw -6392827.159604 + Penalty 5275.157711 = -6387552.001893 nChanged 44 SP:Iteration 22Q (2287.810000 sec): 3 clusters Score: Raw -6392841.199279 + Penalty 5275.157711 = -6387566.041568 nChanged 28 SP:Iteration 23Q (2287.990000 sec): 3 clusters Score: Raw -6392850.348813 + Penalty 5275.157711 = -6387575.191102 nChanged 22 SP:Iteration 24Q (2288.170000 sec): 3 clusters Score: Raw -6392856.122113 + Penalty 5275.157711 = -6387580.964402 nChanged 18 SP:Iteration 25Q (2288.360000 sec): 3 clusters Score: Raw -6392861.506887 + Penalty 5275.157711 = -6387586.349176 nChanged 7 SP:Iteration 26Q (2288.540000 sec): 3 clusters Score: Raw -6392863.863106 + Penalty 5275.157711 = -6387588.705395 nChanged 13 SP:Iteration 27Q (2288.710000 sec): 3 clusters Score: Raw -6392867.625481 + Penalty 5275.157711 = -6387592.467770 nChanged 7 SP:Iteration 28Q (2288.890000 sec): 3 clusters Score: Raw -6392870.330587 + Penalty 5275.157711 = -6387595.172876 nChanged 8 SP:Iteration 29Q (2289.070000 sec): 3 clusters Score: Raw -6392873.618281 + Penalty 5275.157711 = -6387598.460570 nChanged 8 SP:Iteration 30Q (2289.250000 sec): 3 clusters Score: Raw -6392875.934401 + Penalty 5275.157711 = -6387600.776690 nChanged 3 SP:Iteration 31Q (2289.430000 sec): 3 clusters Score: Raw -6392876.858302 + Penalty 5275.157711 = -6387601.700591 nChanged 0 SP:Iteration 32F (2289.640000 sec): 3 clusters Score: Raw -6392876.858302 + Penalty 5275.157711 = -6387601.700591 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (5287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2289.680000 sec): 2 clusters Score: Raw -779369.903596 + Penalty 2126.105552 = -777243.798044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2289.710000 sec): 3 clusters Score: Raw -776827.240379 + Penalty 4252.211103 = -772575.029276 nChanged 1998 SP:Iteration 1F (2289.740000 sec): 3 clusters Score: Raw -778208.296911 + Penalty 4252.211103 = -773956.085808 nChanged 476 SP:Iteration 2F (2289.760000 sec): 3 clusters Score: Raw -778805.641810 + Penalty 4252.211103 = -774553.430707 nChanged 365 SP:Iteration 3F (2289.790000 sec): 3 clusters Score: Raw -779165.787785 + Penalty 4252.211103 = -774913.576682 nChanged 290 SP:Iteration 4F (2289.820000 sec): 3 clusters Score: Raw -779376.435610 + Penalty 4252.211103 = -775124.224507 nChanged 225 SP:Iteration 5Q (2289.840000 sec): 3 clusters Score: Raw -779543.856472 + Penalty 4252.211103 = -775291.645368 nChanged 190 SP:Iteration 6Q (2289.870000 sec): 3 clusters Score: Raw -779670.248561 + Penalty 4252.211103 = -775418.037458 nChanged 173 SP:Iteration 7Q (2289.890000 sec): 3 clusters Score: Raw -779779.775216 + Penalty 4252.211103 = -775527.564113 nChanged 167 SP:Iteration 8Q (2289.920000 sec): 3 clusters Score: Raw -779893.848893 + Penalty 4252.211103 = -775641.637789 nChanged 161 SP:Iteration 9Q (2289.940000 sec): 3 clusters Score: Raw -780015.227641 + Penalty 4252.211103 = -775763.016538 nChanged 165 SP:Iteration 10Q (2289.970000 sec): 3 clusters Score: Raw -780139.723673 + Penalty 4252.211103 = -775887.512570 nChanged 148 SP:Iteration 11Q (2290.000000 sec): 3 clusters Score: Raw -780254.426469 + Penalty 4252.211103 = -776002.215366 nChanged 129 SP:Iteration 12Q (2290.020000 sec): 3 clusters Score: Raw -780352.035394 + Penalty 4252.211103 = -776099.824291 nChanged 149 SP:Iteration 13Q (2290.040000 sec): 3 clusters Score: Raw -780445.908977 + Penalty 4252.211103 = -776193.697874 nChanged 118 SP:Iteration 14Q (2290.070000 sec): 3 clusters Score: Raw -780515.679865 + Penalty 4252.211103 = -776263.468762 nChanged 103 SP:Iteration 15Q (2290.090000 sec): 3 clusters Score: Raw -780577.006499 + Penalty 4252.211103 = -776324.795396 nChanged 92 SP:Iteration 16Q (2290.120000 sec): 3 clusters Score: Raw -780628.923032 + Penalty 4252.211103 = -776376.711929 nChanged 83 SP:Iteration 17Q (2290.140000 sec): 3 clusters Score: Raw -780674.561699 + Penalty 4252.211103 = -776422.350596 nChanged 61 SP:Iteration 18Q (2290.170000 sec): 3 clusters Score: Raw -780713.069280 + Penalty 4252.211103 = -776460.858177 nChanged 68 SP:Iteration 19Q (2290.190000 sec): 3 clusters Score: Raw -780757.295039 + Penalty 4252.211103 = -776505.083936 nChanged 57 SP:Iteration 20F (2290.220000 sec): 3 clusters Score: Raw -780791.590865 + Penalty 4252.211103 = -776539.379762 nChanged 48 SP:Iteration 21Q (2290.240000 sec): 3 clusters Score: Raw -780828.141641 + Penalty 4252.211103 = -776575.930538 nChanged 60 SP:Iteration 22Q (2290.260000 sec): 3 clusters Score: Raw -780870.923916 + Penalty 4252.211103 = -776618.712813 nChanged 44 SP:Iteration 23Q (2290.290000 sec): 3 clusters Score: Raw -780890.299859 + Penalty 4252.211103 = -776638.088755 nChanged 20 SP:Iteration 24Q (2290.310000 sec): 3 clusters Score: Raw -780899.581726 + Penalty 4252.211103 = -776647.370623 nChanged 20 SP:Iteration 25Q (2290.340000 sec): 3 clusters Score: Raw -780909.447880 + Penalty 4252.211103 = -776657.236777 nChanged 27 SP:Iteration 26Q (2290.360000 sec): 3 clusters Score: Raw -780923.209826 + Penalty 4252.211103 = -776670.998723 nChanged 25 SP:Iteration 27Q (2290.380000 sec): 3 clusters Score: Raw -780932.628758 + Penalty 4252.211103 = -776680.417655 nChanged 13 SP:Iteration 28Q (2290.410000 sec): 3 clusters Score: Raw -780937.737921 + Penalty 4252.211103 = -776685.526818 nChanged 15 SP:Iteration 29Q (2290.430000 sec): 3 clusters Score: Raw -780943.152676 + Penalty 4252.211103 = -776690.941573 nChanged 8 SP:Iteration 30Q (2290.460000 sec): 3 clusters Score: Raw -780945.355570 + Penalty 4252.211103 = -776693.144467 nChanged 4 SP:Iteration 31Q (2290.480000 sec): 3 clusters Score: Raw -780947.086544 + Penalty 4252.211103 = -776694.875440 nChanged 0 SP:Iteration 32F (2290.500000 sec): 3 clusters Score: Raw -780947.086544 + Penalty 4252.211103 = -776694.875440 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (19485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2290.600000 sec): 2 clusters Score: Raw -3018948.772744 + Penalty 2449.595254 = -3016499.177490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2290.700000 sec): 3 clusters Score: Raw -3007549.861826 + Penalty 4899.190508 = -3002650.671318 nChanged 8645 SP:Iteration 1F (2290.800000 sec): 3 clusters Score: Raw -3012301.015363 + Penalty 4899.190508 = -3007401.824855 nChanged 1202 SP:Iteration 2F (2290.890000 sec): 3 clusters Score: Raw -3012944.938913 + Penalty 4899.190508 = -3008045.748405 nChanged 1199 SP:Iteration 3F (2290.990000 sec): 3 clusters Score: Raw -3013654.920230 + Penalty 4899.190508 = -3008755.729722 nChanged 1216 SP:Iteration 4F (2291.090000 sec): 3 clusters Score: Raw -3014428.112874 + Penalty 4899.190508 = -3009528.922366 nChanged 1156 SP:Iteration 5F (2291.190000 sec): 3 clusters Score: Raw -3015255.297874 + Penalty 4899.190508 = -3010356.107366 nChanged 1197 SP:Iteration 6F (2291.290000 sec): 3 clusters Score: Raw -3016178.627659 + Penalty 4899.190508 = -3011279.437151 nChanged 1194 SP:Iteration 7F (2291.380000 sec): 3 clusters Score: Raw -3017100.465361 + Penalty 4899.190508 = -3012201.274853 nChanged 1150 SP:Iteration 8F (2291.480000 sec): 3 clusters Score: Raw -3017990.400455 + Penalty 4899.190508 = -3013091.209947 nChanged 986 SP:Iteration 9F (2291.580000 sec): 3 clusters Score: Raw -3018789.405884 + Penalty 4899.190508 = -3013890.215376 nChanged 879 SP:Iteration 10Q (2291.680000 sec): 3 clusters Score: Raw -3019539.744075 + Penalty 4899.190508 = -3014640.553567 nChanged 726 SP:Iteration 11Q (2291.770000 sec): 3 clusters Score: Raw -3020120.940635 + Penalty 4899.190508 = -3015221.750127 nChanged 517 SP:Iteration 12Q (2291.860000 sec): 3 clusters Score: Raw -3020486.995102 + Penalty 4899.190508 = -3015587.804594 nChanged 386 SP:Iteration 13Q (2291.950000 sec): 3 clusters Score: Raw -3020720.869071 + Penalty 4899.190508 = -3015821.678563 nChanged 258 SP:Iteration 14Q (2292.040000 sec): 3 clusters Score: Raw -3020832.416157 + Penalty 4899.190508 = -3015933.225649 nChanged 163 SP:Iteration 15Q (2292.120000 sec): 3 clusters Score: Raw -3020885.209489 + Penalty 4899.190508 = -3015986.018981 nChanged 102 SP:Iteration 16Q (2292.210000 sec): 3 clusters Score: Raw -3020909.716214 + Penalty 4899.190508 = -3016010.525706 nChanged 66 SP:Iteration 17Q (2292.290000 sec): 3 clusters Score: Raw -3020924.991082 + Penalty 4899.190508 = -3016025.800574 nChanged 62 SP:Iteration 18Q (2292.380000 sec): 3 clusters Score: Raw -3020937.306026 + Penalty 4899.190508 = -3016038.115518 nChanged 56 SP:Iteration 19Q (2292.460000 sec): 3 clusters Score: Raw -3020947.078897 + Penalty 4899.190508 = -3016047.888389 nChanged 56 SP:Iteration 20F (2292.560000 sec): 3 clusters Score: Raw -3020956.141030 + Penalty 4899.190508 = -3016056.950522 nChanged 40 SP:Iteration 21Q (2292.650000 sec): 3 clusters Score: Raw -3020961.214989 + Penalty 4899.190508 = -3016062.024481 nChanged 28 SP:Iteration 22Q (2292.740000 sec): 3 clusters Score: Raw -3020965.086686 + Penalty 4899.190508 = -3016065.896178 nChanged 26 SP:Iteration 23Q (2292.820000 sec): 3 clusters Score: Raw -3020968.230042 + Penalty 4899.190508 = -3016069.039534 nChanged 17 SP:Iteration 24Q (2292.910000 sec): 3 clusters Score: Raw -3020969.607744 + Penalty 4899.190508 = -3016070.417236 nChanged 6 SP:Iteration 25Q (2292.990000 sec): 3 clusters Score: Raw -3020970.140277 + Penalty 4899.190508 = -3016070.949769 nChanged 3 SP:Iteration 26Q (2293.080000 sec): 3 clusters Score: Raw -3020970.348211 + Penalty 4899.190508 = -3016071.157703 nChanged 0 SP:Iteration 27F (2293.170000 sec): 3 clusters Score: Raw -3020970.348211 + Penalty 4899.190508 = -3016071.157703 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (13087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.240000 sec): 2 clusters Score: Raw -2051651.331571 + Penalty 2350.884913 = -2049300.446658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.300000 sec): 3 clusters Score: Raw -2044301.594129 + Penalty 4701.769826 = -2039599.824303 nChanged 5573 SP:Iteration 1F (2293.370000 sec): 3 clusters Score: Raw -2047281.401446 + Penalty 4701.769826 = -2042579.631620 nChanged 806 SP:Iteration 2F (2293.430000 sec): 3 clusters Score: Raw -2047626.454769 + Penalty 4701.769826 = -2042924.684942 nChanged 654 SP:Iteration 3Q (2293.500000 sec): 3 clusters Score: Raw -2047891.579030 + Penalty 4701.769826 = -2043189.809204 nChanged 557 SP:Iteration 4Q (2293.560000 sec): 3 clusters Score: Raw -2048096.729971 + Penalty 4701.769826 = -2043394.960144 nChanged 472 SP:Iteration 5Q (2293.630000 sec): 3 clusters Score: Raw -2048268.607392 + Penalty 4701.769826 = -2043566.837566 nChanged 448 SP:Iteration 6Q (2293.690000 sec): 3 clusters Score: Raw -2048458.571895 + Penalty 4701.769826 = -2043756.802069 nChanged 488 SP:Iteration 7Q (2293.760000 sec): 3 clusters Score: Raw -2048695.077429 + Penalty 4701.769826 = -2043993.307603 nChanged 566 SP:Iteration 8Q (2293.820000 sec): 3 clusters Score: Raw -2048986.855346 + Penalty 4701.769826 = -2044285.085520 nChanged 582 SP:Iteration 9Q (2293.890000 sec): 3 clusters Score: Raw -2049323.585529 + Penalty 4701.769826 = -2044621.815703 nChanged 619 SP:Iteration 10Q (2293.950000 sec): 3 clusters Score: Raw -2049732.767148 + Penalty 4701.769826 = -2045030.997322 nChanged 609 SP:Iteration 11Q (2294.020000 sec): 3 clusters Score: Raw -2050173.061582 + Penalty 4701.769826 = -2045471.291756 nChanged 530 SP:Iteration 12Q (2294.080000 sec): 3 clusters Score: Raw -2050564.632652 + Penalty 4701.769826 = -2045862.862826 nChanged 444 SP:Iteration 13Q (2294.140000 sec): 3 clusters Score: Raw -2050906.147219 + Penalty 4701.769826 = -2046204.377393 nChanged 329 SP:Iteration 14Q (2294.210000 sec): 3 clusters Score: Raw -2051178.733169 + Penalty 4701.769826 = -2046476.963342 nChanged 263 SP:Iteration 15Q (2294.270000 sec): 3 clusters Score: Raw -2051407.670266 + Penalty 4701.769826 = -2046705.900440 nChanged 200 SP:Iteration 16Q (2294.330000 sec): 3 clusters Score: Raw -2051577.253259 + Penalty 4701.769826 = -2046875.483432 nChanged 103 SP:Iteration 17Q (2294.380000 sec): 3 clusters Score: Raw -2051668.290715 + Penalty 4701.769826 = -2046966.520889 nChanged 75 SP:Iteration 18Q (2294.440000 sec): 3 clusters Score: Raw -2051747.843520 + Penalty 4701.769826 = -2047046.073693 nChanged 43 SP:Iteration 19Q (2294.490000 sec): 3 clusters Score: Raw -2051792.501172 + Penalty 4701.769826 = -2047090.731346 nChanged 29 SP:Iteration 20F (2294.560000 sec): 3 clusters Score: Raw -2051822.705740 + Penalty 4701.769826 = -2047120.935914 nChanged 25 SP:Iteration 21Q (2294.610000 sec): 3 clusters Score: Raw -2051853.236900 + Penalty 4701.769826 = -2047151.467074 nChanged 27 SP:Iteration 22Q (2294.660000 sec): 3 clusters Score: Raw -2051881.574676 + Penalty 4701.769826 = -2047179.804850 nChanged 11 SP:Iteration 23Q (2294.710000 sec): 3 clusters Score: Raw -2051897.837831 + Penalty 4701.769826 = -2047196.068005 nChanged 14 SP:Iteration 24Q (2294.760000 sec): 3 clusters Score: Raw -2051913.395867 + Penalty 4701.769826 = -2047211.626040 nChanged 8 SP:Iteration 25Q (2294.800000 sec): 3 clusters Score: Raw -2051926.009930 + Penalty 4701.769826 = -2047224.240103 nChanged 11 SP:Iteration 26Q (2294.860000 sec): 3 clusters Score: Raw -2051937.517734 + Penalty 4701.769826 = -2047235.747908 nChanged 6 SP:Iteration 27Q (2294.900000 sec): 3 clusters Score: Raw -2051944.205869 + Penalty 4701.769826 = -2047242.436043 nChanged 3 SP:Iteration 28Q (2294.950000 sec): 3 clusters Score: Raw -2051946.786828 + Penalty 4701.769826 = -2047245.017001 nChanged 1 SP:Iteration 29Q (2295.000000 sec): 3 clusters Score: Raw -2051948.627820 + Penalty 4701.769826 = -2047246.857993 nChanged 3 SP:Iteration 30Q (2295.050000 sec): 3 clusters Score: Raw -2051954.312522 + Penalty 4701.769826 = -2047252.542695 nChanged 5 SP:Iteration 31Q (2295.100000 sec): 3 clusters Score: Raw -2051958.391897 + Penalty 4701.769826 = -2047256.622071 nChanged 3 SP:Iteration 32Q (2295.140000 sec): 3 clusters Score: Raw -2051963.736312 + Penalty 4701.769826 = -2047261.966486 nChanged 2 SP:Iteration 33Q (2295.190000 sec): 3 clusters Score: Raw -2051966.086769 + Penalty 4701.769826 = -2047264.316943 nChanged 3 SP:Iteration 34Q (2295.240000 sec): 3 clusters Score: Raw -2051970.980002 + Penalty 4701.769826 = -2047269.210176 nChanged 2 SP:Iteration 35Q (2295.290000 sec): 3 clusters Score: Raw -2051973.286037 + Penalty 4701.769826 = -2047271.516210 nChanged 1 SP:Iteration 36Q (2295.340000 sec): 3 clusters Score: Raw -2051975.144310 + Penalty 4701.769826 = -2047273.374484 nChanged 3 SP:Iteration 37Q (2295.380000 sec): 3 clusters Score: Raw -2051977.806578 + Penalty 4701.769826 = -2047276.036751 nChanged 0 SP:Iteration 38F (2295.450000 sec): 3 clusters Score: Raw -2051977.806578 + Penalty 4701.769826 = -2047276.036751 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (21935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.540000 sec): 2 clusters Score: Raw -3214520.796989 + Penalty 2478.968026 = -3212041.828963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.660000 sec): 3 clusters Score: Raw -3201779.183883 + Penalty 4957.936052 = -3196821.247832 nChanged 9676 SP:Iteration 1F (2295.770000 sec): 3 clusters Score: Raw -3207108.443394 + Penalty 4957.936052 = -3202150.507343 nChanged 1256 SP:Iteration 2F (2295.880000 sec): 3 clusters Score: Raw -3207659.587033 + Penalty 4957.936052 = -3202701.650982 nChanged 1156 SP:Iteration 3F (2295.990000 sec): 3 clusters Score: Raw -3208174.464278 + Penalty 4957.936052 = -3203216.528226 nChanged 1093 SP:Iteration 4Q (2296.100000 sec): 3 clusters Score: Raw -3208650.165684 + Penalty 4957.936052 = -3203692.229632 nChanged 1028 SP:Iteration 5Q (2296.210000 sec): 3 clusters Score: Raw -3209101.229909 + Penalty 4957.936052 = -3204143.293857 nChanged 940 SP:Iteration 6Q (2296.320000 sec): 3 clusters Score: Raw -3209539.402848 + Penalty 4957.936052 = -3204581.466797 nChanged 901 SP:Iteration 7Q (2296.430000 sec): 3 clusters Score: Raw -3209967.745866 + Penalty 4957.936052 = -3205009.809814 nChanged 861 SP:Iteration 8Q (2296.540000 sec): 3 clusters Score: Raw -3210393.353447 + Penalty 4957.936052 = -3205435.417395 nChanged 853 SP:Iteration 9Q (2296.650000 sec): 3 clusters Score: Raw -3210804.860129 + Penalty 4957.936052 = -3205846.924078 nChanged 789 SP:Iteration 10Q (2296.760000 sec): 3 clusters Score: Raw -3211173.490794 + Penalty 4957.936052 = -3206215.554742 nChanged 681 SP:Iteration 11Q (2296.880000 sec): 3 clusters Score: Raw -3211467.634957 + Penalty 4957.936052 = -3206509.698905 nChanged 609 SP:Iteration 12Q (2296.980000 sec): 3 clusters Score: Raw -3211716.745990 + Penalty 4957.936052 = -3206758.809938 nChanged 556 SP:Iteration 13Q (2297.100000 sec): 3 clusters Score: Raw -3211949.980638 + Penalty 4957.936052 = -3206992.044587 nChanged 531 SP:Iteration 14Q (2297.210000 sec): 3 clusters Score: Raw -3212187.594495 + Penalty 4957.936052 = -3207229.658444 nChanged 504 SP:Iteration 15Q (2297.320000 sec): 3 clusters Score: Raw -3212422.774055 + Penalty 4957.936052 = -3207464.838003 nChanged 520 SP:Iteration 16Q (2297.420000 sec): 3 clusters Score: Raw -3212661.552720 + Penalty 4957.936052 = -3207703.616669 nChanged 471 SP:Iteration 17Q (2297.530000 sec): 3 clusters Score: Raw -3212854.436631 + Penalty 4957.936052 = -3207896.500580 nChanged 407 SP:Iteration 18Q (2297.640000 sec): 3 clusters Score: Raw -3213009.614579 + Penalty 4957.936052 = -3208051.678528 nChanged 389 SP:Iteration 19Q (2297.750000 sec): 3 clusters Score: Raw -3213161.356440 + Penalty 4957.936052 = -3208203.420388 nChanged 361 SP:Iteration 20F (2297.860000 sec): 3 clusters Score: Raw -3213309.309452 + Penalty 4957.936052 = -3208351.373400 nChanged 362 SP:Iteration 21Q (2297.960000 sec): 3 clusters Score: Raw -3213472.353091 + Penalty 4957.936052 = -3208514.417040 nChanged 363 SP:Iteration 22Q (2298.070000 sec): 3 clusters Score: Raw -3213641.911312 + Penalty 4957.936052 = -3208683.975260 nChanged 364 SP:Iteration 23Q (2298.170000 sec): 3 clusters Score: Raw -3213805.176270 + Penalty 4957.936052 = -3208847.240218 nChanged 339 SP:Iteration 24Q (2298.270000 sec): 3 clusters Score: Raw -3213961.417937 + Penalty 4957.936052 = -3209003.481886 nChanged 342 SP:Iteration 25Q (2298.360000 sec): 3 clusters Score: Raw -3214130.228223 + Penalty 4957.936052 = -3209172.292172 nChanged 326 SP:Iteration 26Q (2298.460000 sec): 3 clusters Score: Raw -3214286.389803 + Penalty 4957.936052 = -3209328.453751 nChanged 285 SP:Iteration 27Q (2298.560000 sec): 3 clusters Score: Raw -3214422.603382 + Penalty 4957.936052 = -3209464.667331 nChanged 261 SP:Iteration 28Q (2298.660000 sec): 3 clusters Score: Raw -3214547.622482 + Penalty 4957.936052 = -3209589.686430 nChanged 233 SP:Iteration 29Q (2298.750000 sec): 3 clusters Score: Raw -3214657.118361 + Penalty 4957.936052 = -3209699.182310 nChanged 215 SP:Iteration 30Q (2298.840000 sec): 3 clusters Score: Raw -3214750.796246 + Penalty 4957.936052 = -3209792.860194 nChanged 184 SP:Iteration 31Q (2298.940000 sec): 3 clusters Score: Raw -3214831.998798 + Penalty 4957.936052 = -3209874.062746 nChanged 173 SP:Iteration 32Q (2299.020000 sec): 3 clusters Score: Raw -3214918.426486 + Penalty 4957.936052 = -3209960.490434 nChanged 153 SP:Iteration 33Q (2299.120000 sec): 3 clusters Score: Raw -3214995.915144 + Penalty 4957.936052 = -3210037.979092 nChanged 147 SP:Iteration 34Q (2299.200000 sec): 3 clusters Score: Raw -3215059.866971 + Penalty 4957.936052 = -3210101.930920 nChanged 102 SP:Iteration 35Q (2299.290000 sec): 3 clusters Score: Raw -3215097.556079 + Penalty 4957.936052 = -3210139.620028 nChanged 79 SP:Iteration 36Q (2299.380000 sec): 3 clusters Score: Raw -3215130.423815 + Penalty 4957.936052 = -3210172.487763 nChanged 66 SP:Iteration 37Q (2299.470000 sec): 3 clusters Score: Raw -3215158.226438 + Penalty 4957.936052 = -3210200.290386 nChanged 57 SP:Iteration 38Q (2299.560000 sec): 3 clusters Score: Raw -3215179.880507 + Penalty 4957.936052 = -3210221.944456 nChanged 47 SP:Iteration 39Q (2299.650000 sec): 3 clusters Score: Raw -3215195.734464 + Penalty 4957.936052 = -3210237.798412 nChanged 40 SP:Iteration 40F (2299.760000 sec): 3 clusters Score: Raw -3215212.545432 + Penalty 4957.936052 = -3210254.609381 nChanged 41 SP:Iteration 41Q (2299.850000 sec): 3 clusters Score: Raw -3215227.940949 + Penalty 4957.936052 = -3210270.004897 nChanged 35 SP:Iteration 42Q (2299.940000 sec): 3 clusters Score: Raw -3215240.901210 + Penalty 4957.936052 = -3210282.965158 nChanged 26 SP:Iteration 43Q (2300.020000 sec): 3 clusters Score: Raw -3215250.698408 + Penalty 4957.936052 = -3210292.762356 nChanged 27 SP:Iteration 44Q (2300.110000 sec): 3 clusters Score: Raw -3215261.004518 + Penalty 4957.936052 = -3210303.068466 nChanged 32 SP:Iteration 45Q (2300.200000 sec): 3 clusters Score: Raw -3215274.538484 + Penalty 4957.936052 = -3210316.602432 nChanged 31 SP:Iteration 46Q (2300.280000 sec): 3 clusters Score: Raw -3215285.406125 + Penalty 4957.936052 = -3210327.470073 nChanged 25 SP:Iteration 47Q (2300.370000 sec): 3 clusters Score: Raw -3215295.476854 + Penalty 4957.936052 = -3210337.540802 nChanged 22 SP:Iteration 48Q (2300.460000 sec): 3 clusters Score: Raw -3215302.958158 + Penalty 4957.936052 = -3210345.022107 nChanged 20 SP:Iteration 49Q (2300.540000 sec): 3 clusters Score: Raw -3215310.543020 + Penalty 4957.936052 = -3210352.606968 nChanged 25 SP:Iteration 50Q (2300.630000 sec): 3 clusters Score: Raw -3215322.153817 + Penalty 4957.936052 = -3210364.217765 nChanged 28 SP:Iteration 51Q (2300.710000 sec): 3 clusters Score: Raw -3215333.602014 + Penalty 4957.936052 = -3210375.665963 nChanged 25 SP:Iteration 52Q (2300.800000 sec): 3 clusters Score: Raw -3215342.868264 + Penalty 4957.936052 = -3210384.932213 nChanged 17 SP:Iteration 53Q (2300.880000 sec): 3 clusters Score: Raw -3215349.206481 + Penalty 4957.936052 = -3210391.270430 nChanged 16 SP:Iteration 54Q (2300.970000 sec): 3 clusters Score: Raw -3215354.474980 + Penalty 4957.936052 = -3210396.538928 nChanged 11 SP:Iteration 55Q (2301.060000 sec): 3 clusters Score: Raw -3215358.319938 + Penalty 4957.936052 = -3210400.383886 nChanged 14 SP:Iteration 56Q (2301.140000 sec): 3 clusters Score: Raw -3215362.455705 + Penalty 4957.936052 = -3210404.519653 nChanged 10 SP:Iteration 57Q (2301.220000 sec): 3 clusters Score: Raw -3215365.344673 + Penalty 4957.936052 = -3210407.408621 nChanged 5 SP:Iteration 58Q (2301.310000 sec): 3 clusters Score: Raw -3215366.718155 + Penalty 4957.936052 = -3210408.782104 nChanged 3 SP:Iteration 59Q (2301.400000 sec): 3 clusters Score: Raw -3215367.204250 + Penalty 4957.936052 = -3210409.268198 nChanged 1 SP:Iteration 60F (2301.500000 sec): 3 clusters Score: Raw -3215367.564032 + Penalty 4957.936052 = -3210409.627980 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.520000 sec): 2 clusters Score: Raw -72475.948267 + Penalty 1553.794701 = -70922.153566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.520000 sec): 3 clusters Score: Raw -72493.210240 + Penalty 3107.589402 = -69385.620839 nChanged 107 SP:Iteration 1F (2301.530000 sec): 3 clusters Score: Raw -72719.049841 + Penalty 3107.589402 = -69611.460439 nChanged 21 SP:Iteration 2Q (2301.530000 sec): 3 clusters Score: Raw -72758.339367 + Penalty 3107.589402 = -69650.749965 nChanged 6 SP:Iteration 3Q (2301.530000 sec): 3 clusters Score: Raw -72775.226016 + Penalty 3107.589402 = -69667.636615 nChanged 7 SP:Iteration 4Q (2301.540000 sec): 3 clusters Score: Raw -72798.947549 + Penalty 3107.589402 = -69691.358147 nChanged 9 SP:Iteration 5Q (2301.540000 sec): 3 clusters Score: Raw -72825.179600 + Penalty 3107.589402 = -69717.590199 nChanged 4 SP:Iteration 6Q (2301.540000 sec): 3 clusters Score: Raw -72839.122556 + Penalty 3107.589402 = -69731.533154 nChanged 5 SP:Iteration 7Q (2301.540000 sec): 3 clusters Score: Raw -72852.132521 + Penalty 3107.589402 = -69744.543119 nChanged 5 SP:Iteration 8Q (2301.540000 sec): 3 clusters Score: Raw -72871.276370 + Penalty 3107.589402 = -69763.686968 nChanged 4 SP:Iteration 9Q (2301.550000 sec): 3 clusters Score: Raw -72883.446829 + Penalty 3107.589402 = -69775.857428 nChanged 4 SP:Iteration 10Q (2301.550000 sec): 3 clusters Score: Raw -72890.517597 + Penalty 3107.589402 = -69782.928196 nChanged 4 SP:Iteration 11Q (2301.550000 sec): 3 clusters Score: Raw -72900.421907 + Penalty 3107.589402 = -69792.832505 nChanged 1 SP:Iteration 12Q (2301.550000 sec): 3 clusters Score: Raw -72901.568257 + Penalty 3107.589402 = -69793.978856 nChanged 1 SP:Iteration 13Q (2301.560000 sec): 3 clusters Score: Raw -72903.687959 + Penalty 3107.589402 = -69796.098558 nChanged 1 SP:Iteration 14Q (2301.560000 sec): 3 clusters Score: Raw -72908.077729 + Penalty 3107.589402 = -69800.488327 nChanged 0 SP:Iteration 15F (2301.560000 sec): 3 clusters Score: Raw -72908.077729 + Penalty 3107.589402 = -69800.488327 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.560000 sec): 2 clusters Score: Raw -21304.547348 + Penalty 1245.922369 = -20058.624979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.560000 sec): 3 clusters Score: Raw -21560.290329 + Penalty 2491.844738 = -19068.445591 nChanged 5 SP:Iteration 1Q (2301.570000 sec): 3 clusters Score: Raw -21585.159671 + Penalty 2491.844738 = -19093.314932 nChanged 1 SP:Iteration 2Q (2301.570000 sec): 3 clusters Score: Raw -21590.653000 + Penalty 2491.844738 = -19098.808261 nChanged 0 SP:Iteration 3F (2301.570000 sec): 3 clusters Score: Raw -21590.653000 + Penalty 2491.844738 = -19098.808261 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 9 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.570000 sec): 2 clusters Score: Raw -75652.687488 + Penalty 1557.073313 = -74095.614175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.580000 sec): 3 clusters Score: Raw -75668.798021 + Penalty 3114.146626 = -72554.651394 nChanged 87 SP:Iteration 1F (2301.580000 sec): 3 clusters Score: Raw -75864.396816 + Penalty 3114.146626 = -72750.250190 nChanged 36 SP:Iteration 2F (2301.580000 sec): 3 clusters Score: Raw -76049.964202 + Penalty 3114.146626 = -72935.817576 nChanged 29 SP:Iteration 3F (2301.580000 sec): 3 clusters Score: Raw -76208.672923 + Penalty 3114.146626 = -73094.526297 nChanged 18 SP:Iteration 4Q (2301.590000 sec): 3 clusters Score: Raw -76268.653318 + Penalty 3114.146626 = -73154.506692 nChanged 18 SP:Iteration 5Q (2301.590000 sec): 3 clusters Score: Raw -76321.966242 + Penalty 3114.146626 = -73207.819615 nChanged 7 SP:Iteration 6Q (2301.590000 sec): 3 clusters Score: Raw -76343.332656 + Penalty 3114.146626 = -73229.186030 nChanged 10 SP:Iteration 7Q (2301.590000 sec): 3 clusters Score: Raw -76390.053022 + Penalty 3114.146626 = -73275.906396 nChanged 16 SP:Iteration 8Q (2301.600000 sec): 3 clusters Score: Raw -76494.336170 + Penalty 3114.146626 = -73380.189543 nChanged 17 SP:Iteration 9Q (2301.600000 sec): 3 clusters Score: Raw -76550.310046 + Penalty 3114.146626 = -73436.163420 nChanged 9 SP:Iteration 10Q (2301.600000 sec): 3 clusters Score: Raw -76583.856045 + Penalty 3114.146626 = -73469.709419 nChanged 8 SP:Iteration 11Q (2301.600000 sec): 3 clusters Score: Raw -76630.100904 + Penalty 3114.146626 = -73515.954278 nChanged 10 SP:Iteration 12Q (2301.600000 sec): 3 clusters Score: Raw -76684.061243 + Penalty 3114.146626 = -73569.914616 nChanged 9 SP:Iteration 13Q (2301.610000 sec): 3 clusters Score: Raw -76723.009895 + Penalty 3114.146626 = -73608.863269 nChanged 7 SP:Iteration 14Q (2301.610000 sec): 3 clusters Score: Raw -76761.487274 + Penalty 3114.146626 = -73647.340648 nChanged 3 SP:Iteration 15Q (2301.610000 sec): 3 clusters Score: Raw -76785.946888 + Penalty 3114.146626 = -73671.800262 nChanged 5 SP:Iteration 16Q (2301.610000 sec): 3 clusters Score: Raw -76825.304117 + Penalty 3114.146626 = -73711.157491 nChanged 7 SP:Iteration 17Q (2301.620000 sec): 3 clusters Score: Raw -76882.866668 + Penalty 3114.146626 = -73768.720041 nChanged 6 SP:Iteration 18Q (2301.620000 sec): 3 clusters Score: Raw -76908.768913 + Penalty 3114.146626 = -73794.622287 nChanged 4 SP:Iteration 19Q (2301.620000 sec): 3 clusters Score: Raw -76927.794302 + Penalty 3114.146626 = -73813.647676 nChanged 3 SP:Iteration 20F (2301.620000 sec): 3 clusters Score: Raw -76938.921086 + Penalty 3114.146626 = -73824.774460 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2301.640000 sec): 2 clusters Score: Raw -453257.868730 + Penalty 2005.810994 = -451252.057736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2301.660000 sec): 3 clusters Score: Raw -451776.120974 + Penalty 4011.621987 = -447764.498987 nChanged 1175 SP:Iteration 1F (2301.670000 sec): 3 clusters Score: Raw -452576.848101 + Penalty 4011.621987 = -448565.226114 nChanged 314 SP:Iteration 2F (2301.690000 sec): 3 clusters Score: Raw -452849.822864 + Penalty 4011.621987 = -448838.200877 nChanged 218 SP:Iteration 3F (2301.700000 sec): 3 clusters Score: Raw -453055.812208 + Penalty 4011.621987 = -449044.190221 nChanged 176 SP:Iteration 4F (2301.720000 sec): 3 clusters Score: Raw -453247.978396 + Penalty 4011.621987 = -449236.356409 nChanged 168 SP:Iteration 5F (2301.740000 sec): 3 clusters Score: Raw -453429.542125 + Penalty 4011.621987 = -449417.920138 nChanged 163 SP:Iteration 6F (2301.750000 sec): 3 clusters Score: Raw -453598.045435 + Penalty 4011.621987 = -449586.423448 nChanged 119 SP:Iteration 7Q (2301.770000 sec): 3 clusters Score: Raw -453705.804543 + Penalty 4011.621987 = -449694.182556 nChanged 89 SP:Iteration 8Q (2301.780000 sec): 3 clusters Score: Raw -453786.645168 + Penalty 4011.621987 = -449775.023181 nChanged 58 SP:Iteration 9Q (2301.800000 sec): 3 clusters Score: Raw -453828.699363 + Penalty 4011.621987 = -449817.077375 nChanged 45 SP:Iteration 10Q (2301.820000 sec): 3 clusters Score: Raw -453867.025710 + Penalty 4011.621987 = -449855.403723 nChanged 38 SP:Iteration 11Q (2301.830000 sec): 3 clusters Score: Raw -453896.769155 + Penalty 4011.621987 = -449885.147168 nChanged 33 SP:Iteration 12Q (2301.840000 sec): 3 clusters Score: Raw -453920.303358 + Penalty 4011.621987 = -449908.681371 nChanged 18 SP:Iteration 13Q (2301.860000 sec): 3 clusters Score: Raw -453934.026687 + Penalty 4011.621987 = -449922.404700 nChanged 15 SP:Iteration 14Q (2301.880000 sec): 3 clusters Score: Raw -453943.941876 + Penalty 4011.621987 = -449932.319889 nChanged 10 SP:Iteration 15Q (2301.890000 sec): 3 clusters Score: Raw -453952.801305 + Penalty 4011.621987 = -449941.179318 nChanged 8 SP:Iteration 16Q (2301.910000 sec): 3 clusters Score: Raw -453959.092525 + Penalty 4011.621987 = -449947.470538 nChanged 7 SP:Iteration 17Q (2301.920000 sec): 3 clusters Score: Raw -453964.134378 + Penalty 4011.621987 = -449952.512391 nChanged 7 SP:Iteration 18Q (2301.940000 sec): 3 clusters Score: Raw -453967.649909 + Penalty 4011.621987 = -449956.027922 nChanged 3 SP:Iteration 19Q (2301.950000 sec): 3 clusters Score: Raw -453969.011297 + Penalty 4011.621987 = -449957.389310 nChanged 3 SP:Iteration 20F (2301.970000 sec): 3 clusters Score: Raw -453970.226401 + Penalty 4011.621987 = -449958.604414 nChanged 2 SP:Iteration 21Q (2301.990000 sec): 3 clusters Score: Raw -453970.938372 + Penalty 4011.621987 = -449959.316385 nChanged 0 SP:Iteration 22F (2302.010000 sec): 3 clusters Score: Raw -453970.938372 + Penalty 4011.621987 = -449959.316385 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (8750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2302.050000 sec): 2 clusters Score: Raw -1284881.594416 + Penalty 2251.048627 = -1282630.545789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2302.090000 sec): 3 clusters Score: Raw -1280284.939902 + Penalty 4502.097254 = -1275782.842648 nChanged 3530 SP:Iteration 1F (2302.130000 sec): 3 clusters Score: Raw -1282162.120481 + Penalty 4502.097254 = -1277660.023227 nChanged 578 SP:Iteration 2F (2302.180000 sec): 3 clusters Score: Raw -1282479.514246 + Penalty 4502.097254 = -1277977.416992 nChanged 512 SP:Iteration 3F (2302.220000 sec): 3 clusters Score: Raw -1282773.401446 + Penalty 4502.097254 = -1278271.304192 nChanged 452 SP:Iteration 4F (2302.270000 sec): 3 clusters Score: Raw -1283039.669570 + Penalty 4502.097254 = -1278537.572316 nChanged 409 SP:Iteration 5Q (2302.310000 sec): 3 clusters Score: Raw -1283296.666341 + Penalty 4502.097254 = -1278794.569087 nChanged 407 SP:Iteration 6Q (2302.350000 sec): 3 clusters Score: Raw -1283617.219022 + Penalty 4502.097254 = -1279115.121769 nChanged 436 SP:Iteration 7Q (2302.390000 sec): 3 clusters Score: Raw -1284000.067041 + Penalty 4502.097254 = -1279497.969787 nChanged 438 SP:Iteration 8F (2302.440000 sec): 3 clusters Score: Raw -1284317.993430 + Penalty 4502.097254 = -1279815.896176 nChanged 345 SP:Iteration 9Q (2302.480000 sec): 3 clusters Score: Raw -1284559.886848 + Penalty 4502.097254 = -1280057.789594 nChanged 327 SP:Iteration 10Q (2302.520000 sec): 3 clusters Score: Raw -1284767.958220 + Penalty 4502.097254 = -1280265.860967 nChanged 263 SP:Iteration 11Q (2302.570000 sec): 3 clusters Score: Raw -1284932.002057 + Penalty 4502.097254 = -1280429.904803 nChanged 225 SP:Iteration 12Q (2302.610000 sec): 3 clusters Score: Raw -1285073.586092 + Penalty 4502.097254 = -1280571.488838 nChanged 192 SP:Iteration 13Q (2302.650000 sec): 3 clusters Score: Raw -1285185.116907 + Penalty 4502.097254 = -1280683.019653 nChanged 148 SP:Iteration 14Q (2302.690000 sec): 3 clusters Score: Raw -1285260.668300 + Penalty 4502.097254 = -1280758.571047 nChanged 128 SP:Iteration 15Q (2302.730000 sec): 3 clusters Score: Raw -1285332.803367 + Penalty 4502.097254 = -1280830.706113 nChanged 125 SP:Iteration 16Q (2302.770000 sec): 3 clusters Score: Raw -1285390.286814 + Penalty 4502.097254 = -1280888.189561 nChanged 90 SP:Iteration 17Q (2302.810000 sec): 3 clusters Score: Raw -1285425.366293 + Penalty 4502.097254 = -1280923.269039 nChanged 71 SP:Iteration 18Q (2302.850000 sec): 3 clusters Score: Raw -1285452.966296 + Penalty 4502.097254 = -1280950.869042 nChanged 72 SP:Iteration 19Q (2302.890000 sec): 3 clusters Score: Raw -1285479.056825 + Penalty 4502.097254 = -1280976.959571 nChanged 46 SP:Iteration 20F (2302.930000 sec): 3 clusters Score: Raw -1285492.926682 + Penalty 4502.097254 = -1280990.829429 nChanged 33 SP:Iteration 21Q (2302.970000 sec): 3 clusters Score: Raw -1285503.616280 + Penalty 4502.097254 = -1281001.519026 nChanged 33 SP:Iteration 22Q (2303.010000 sec): 3 clusters Score: Raw -1285512.653802 + Penalty 4502.097254 = -1281010.556548 nChanged 34 SP:Iteration 23Q (2303.050000 sec): 3 clusters Score: Raw -1285520.895513 + Penalty 4502.097254 = -1281018.798260 nChanged 27 SP:Iteration 24Q (2303.090000 sec): 3 clusters Score: Raw -1285526.874110 + Penalty 4502.097254 = -1281024.776856 nChanged 21 SP:Iteration 25Q (2303.130000 sec): 3 clusters Score: Raw -1285531.219762 + Penalty 4502.097254 = -1281029.122508 nChanged 14 SP:Iteration 26Q (2303.170000 sec): 3 clusters Score: Raw -1285533.667850 + Penalty 4502.097254 = -1281031.570596 nChanged 12 SP:Iteration 27Q (2303.210000 sec): 3 clusters Score: Raw -1285535.803385 + Penalty 4502.097254 = -1281033.706131 nChanged 7 SP:Iteration 28Q (2303.250000 sec): 3 clusters Score: Raw -1285537.101560 + Penalty 4502.097254 = -1281035.004306 nChanged 8 SP:Iteration 29Q (2303.290000 sec): 3 clusters Score: Raw -1285538.852294 + Penalty 4502.097254 = -1281036.755040 nChanged 8 SP:Iteration 30Q (2303.330000 sec): 3 clusters Score: Raw -1285540.202770 + Penalty 4502.097254 = -1281038.105516 nChanged 4 SP:Iteration 31Q (2303.370000 sec): 3 clusters Score: Raw -1285541.058659 + Penalty 4502.097254 = -1281038.961405 nChanged 5 SP:Iteration 32Q (2303.410000 sec): 3 clusters Score: Raw -1285541.794028 + Penalty 4502.097254 = -1281039.696774 nChanged 3 SP:Iteration 33Q (2303.450000 sec): 3 clusters Score: Raw -1285542.739398 + Penalty 4502.097254 = -1281040.642145 nChanged 4 SP:Iteration 34Q (2303.490000 sec): 3 clusters Score: Raw -1285543.301028 + Penalty 4502.097254 = -1281041.203774 nChanged 5 SP:Iteration 35Q (2303.530000 sec): 3 clusters Score: Raw -1285544.233793 + Penalty 4502.097254 = -1281042.136539 nChanged 6 SP:Iteration 36Q (2303.570000 sec): 3 clusters Score: Raw -1285545.565893 + Penalty 4502.097254 = -1281043.468639 nChanged 4 SP:Iteration 37Q (2303.610000 sec): 3 clusters Score: Raw -1285546.197479 + Penalty 4502.097254 = -1281044.100226 nChanged 6 SP:Iteration 38Q (2303.640000 sec): 3 clusters Score: Raw -1285547.209077 + Penalty 4502.097254 = -1281045.111823 nChanged 3 SP:Iteration 39Q (2303.680000 sec): 3 clusters Score: Raw -1285548.229295 + Penalty 4502.097254 = -1281046.132041 nChanged 1 SP:Iteration 40F (2303.730000 sec): 3 clusters Score: Raw -1285548.350861 + Penalty 4502.097254 = -1281046.253607 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (4863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.750000 sec): 2 clusters Score: Raw -767293.711984 + Penalty 2105.373881 = -765188.338103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.780000 sec): 3 clusters Score: Raw -764936.109531 + Penalty 4210.747762 = -760725.361769 nChanged 1869 SP:Iteration 1F (2303.800000 sec): 3 clusters Score: Raw -765976.540048 + Penalty 4210.747762 = -761765.792286 nChanged 361 SP:Iteration 2F (2303.820000 sec): 3 clusters Score: Raw -766156.041944 + Penalty 4210.747762 = -761945.294182 nChanged 213 SP:Iteration 3Q (2303.850000 sec): 3 clusters Score: Raw -766264.439327 + Penalty 4210.747762 = -762053.691565 nChanged 168 SP:Iteration 4Q (2303.870000 sec): 3 clusters Score: Raw -766338.933104 + Penalty 4210.747762 = -762128.185342 nChanged 128 SP:Iteration 5Q (2303.890000 sec): 3 clusters Score: Raw -766402.387528 + Penalty 4210.747762 = -762191.639766 nChanged 108 SP:Iteration 6Q (2303.920000 sec): 3 clusters Score: Raw -766452.471459 + Penalty 4210.747762 = -762241.723697 nChanged 87 SP:Iteration 7Q (2303.950000 sec): 3 clusters Score: Raw -766492.618361 + Penalty 4210.747762 = -762281.870599 nChanged 71 SP:Iteration 8Q (2303.970000 sec): 3 clusters Score: Raw -766524.691204 + Penalty 4210.747762 = -762313.943442 nChanged 75 SP:Iteration 9Q (2303.990000 sec): 3 clusters Score: Raw -766554.976288 + Penalty 4210.747762 = -762344.228526 nChanged 66 SP:Iteration 10Q (2304.020000 sec): 3 clusters Score: Raw -766580.829604 + Penalty 4210.747762 = -762370.081842 nChanged 54 SP:Iteration 11Q (2304.040000 sec): 3 clusters Score: Raw -766601.033431 + Penalty 4210.747762 = -762390.285669 nChanged 59 SP:Iteration 12Q (2304.070000 sec): 3 clusters Score: Raw -766621.914238 + Penalty 4210.747762 = -762411.166476 nChanged 50 SP:Iteration 13Q (2304.090000 sec): 3 clusters Score: Raw -766640.879755 + Penalty 4210.747762 = -762430.131993 nChanged 59 SP:Iteration 14Q (2304.110000 sec): 3 clusters Score: Raw -766663.390440 + Penalty 4210.747762 = -762452.642678 nChanged 68 SP:Iteration 15Q (2304.140000 sec): 3 clusters Score: Raw -766688.846138 + Penalty 4210.747762 = -762478.098376 nChanged 61 SP:Iteration 16Q (2304.160000 sec): 3 clusters Score: Raw -766709.497432 + Penalty 4210.747762 = -762498.749670 nChanged 52 SP:Iteration 17Q (2304.180000 sec): 3 clusters Score: Raw -766729.294798 + Penalty 4210.747762 = -762518.547036 nChanged 55 SP:Iteration 18Q (2304.210000 sec): 3 clusters Score: Raw -766750.588802 + Penalty 4210.747762 = -762539.841040 nChanged 55 SP:Iteration 19Q (2304.230000 sec): 3 clusters Score: Raw -766769.227869 + Penalty 4210.747762 = -762558.480107 nChanged 56 SP:Iteration 20F (2304.250000 sec): 3 clusters Score: Raw -766795.750802 + Penalty 4210.747762 = -762585.003040 nChanged 65 SP:Iteration 21Q (2304.280000 sec): 3 clusters Score: Raw -766828.276280 + Penalty 4210.747762 = -762617.528518 nChanged 71 SP:Iteration 22Q (2304.300000 sec): 3 clusters Score: Raw -766865.135166 + Penalty 4210.747762 = -762654.387404 nChanged 79 SP:Iteration 23Q (2304.330000 sec): 3 clusters Score: Raw -766904.916615 + Penalty 4210.747762 = -762694.168853 nChanged 68 SP:Iteration 24Q (2304.350000 sec): 3 clusters Score: Raw -766937.465849 + Penalty 4210.747762 = -762726.718087 nChanged 72 SP:Iteration 25Q (2304.370000 sec): 3 clusters Score: Raw -766981.195485 + Penalty 4210.747762 = -762770.447723 nChanged 82 SP:Iteration 26Q (2304.400000 sec): 3 clusters Score: Raw -767023.742285 + Penalty 4210.747762 = -762812.994524 nChanged 73 SP:Iteration 27Q (2304.420000 sec): 3 clusters Score: Raw -767066.262257 + Penalty 4210.747762 = -762855.514495 nChanged 69 SP:Iteration 28Q (2304.450000 sec): 3 clusters Score: Raw -767109.602191 + Penalty 4210.747762 = -762898.854429 nChanged 63 SP:Iteration 29Q (2304.470000 sec): 3 clusters Score: Raw -767149.570274 + Penalty 4210.747762 = -762938.822512 nChanged 64 SP:Iteration 30Q (2304.490000 sec): 3 clusters Score: Raw -767185.985624 + Penalty 4210.747762 = -762975.237862 nChanged 46 SP:Iteration 31Q (2304.510000 sec): 3 clusters Score: Raw -767216.506415 + Penalty 4210.747762 = -763005.758653 nChanged 42 SP:Iteration 32Q (2304.540000 sec): 3 clusters Score: Raw -767245.765872 + Penalty 4210.747762 = -763035.018110 nChanged 36 SP:Iteration 33Q (2304.560000 sec): 3 clusters Score: Raw -767266.865229 + Penalty 4210.747762 = -763056.117467 nChanged 33 SP:Iteration 34Q (2304.580000 sec): 3 clusters Score: Raw -767291.446233 + Penalty 4210.747762 = -763080.698471 nChanged 33 SP:Iteration 35Q (2304.610000 sec): 3 clusters Score: Raw -767320.070109 + Penalty 4210.747762 = -763109.322347 nChanged 32 SP:Iteration 36Q (2304.630000 sec): 3 clusters Score: Raw -767345.308783 + Penalty 4210.747762 = -763134.561021 nChanged 25 SP:Iteration 37Q (2304.650000 sec): 3 clusters Score: Raw -767365.215377 + Penalty 4210.747762 = -763154.467615 nChanged 20 SP:Iteration 38Q (2304.670000 sec): 3 clusters Score: Raw -767379.768884 + Penalty 4210.747762 = -763169.021122 nChanged 19 SP:Iteration 39Q (2304.690000 sec): 3 clusters Score: Raw -767396.604533 + Penalty 4210.747762 = -763185.856771 nChanged 21 SP:Iteration 40F (2304.720000 sec): 3 clusters Score: Raw -767416.463809 + Penalty 4210.747762 = -763205.716047 nChanged 27 SP:Iteration 41Q (2304.740000 sec): 3 clusters Score: Raw -767440.765286 + Penalty 4210.747762 = -763230.017524 nChanged 19 SP:Iteration 42Q (2304.760000 sec): 3 clusters Score: Raw -767458.534350 + Penalty 4210.747762 = -763247.786588 nChanged 15 SP:Iteration 43Q (2304.780000 sec): 3 clusters Score: Raw -767470.004438 + Penalty 4210.747762 = -763259.256676 nChanged 12 SP:Iteration 44Q (2304.800000 sec): 3 clusters Score: Raw -767481.052061 + Penalty 4210.747762 = -763270.304299 nChanged 7 SP:Iteration 45Q (2304.830000 sec): 3 clusters Score: Raw -767486.157635 + Penalty 4210.747762 = -763275.409873 nChanged 7 SP:Iteration 46Q (2304.850000 sec): 3 clusters Score: Raw -767492.397507 + Penalty 4210.747762 = -763281.649745 nChanged 11 SP:Iteration 47Q (2304.870000 sec): 3 clusters Score: Raw -767502.411571 + Penalty 4210.747762 = -763291.663809 nChanged 8 SP:Iteration 48Q (2304.890000 sec): 3 clusters Score: Raw -767507.637619 + Penalty 4210.747762 = -763296.889857 nChanged 3 SP:Iteration 49Q (2304.910000 sec): 3 clusters Score: Raw -767509.370628 + Penalty 4210.747762 = -763298.622867 nChanged 2 SP:Iteration 50Q (2304.930000 sec): 3 clusters Score: Raw -767510.811624 + Penalty 4210.747762 = -763300.063863 nChanged 2 SP:Iteration 51Q (2304.950000 sec): 3 clusters Score: Raw -767512.915645 + Penalty 4210.747762 = -763302.167883 nChanged 0 SP:Iteration 52F (2304.970000 sec): 3 clusters Score: Raw -767512.915645 + Penalty 4210.747762 = -763302.167883 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (5239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.000000 sec): 2 clusters Score: Raw -819822.023431 + Penalty 2123.843708 = -817698.179723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.030000 sec): 3 clusters Score: Raw -817232.209638 + Penalty 4247.687416 = -812984.522222 nChanged 2029 SP:Iteration 1F (2305.050000 sec): 3 clusters Score: Raw -818350.408518 + Penalty 4247.687416 = -814102.721102 nChanged 366 SP:Iteration 2F (2305.080000 sec): 3 clusters Score: Raw -818551.258121 + Penalty 4247.687416 = -814303.570705 nChanged 243 SP:Iteration 3Q (2305.100000 sec): 3 clusters Score: Raw -818699.714382 + Penalty 4247.687416 = -814452.026966 nChanged 205 SP:Iteration 4Q (2305.130000 sec): 3 clusters Score: Raw -818819.418899 + Penalty 4247.687416 = -814571.731483 nChanged 169 SP:Iteration 5Q (2305.150000 sec): 3 clusters Score: Raw -818912.454149 + Penalty 4247.687416 = -814664.766733 nChanged 145 SP:Iteration 6Q (2305.180000 sec): 3 clusters Score: Raw -818988.095600 + Penalty 4247.687416 = -814740.408184 nChanged 129 SP:Iteration 7Q (2305.210000 sec): 3 clusters Score: Raw -819056.467065 + Penalty 4247.687416 = -814808.779649 nChanged 116 SP:Iteration 8Q (2305.230000 sec): 3 clusters Score: Raw -819110.385403 + Penalty 4247.687416 = -814862.697987 nChanged 113 SP:Iteration 9Q (2305.260000 sec): 3 clusters Score: Raw -819176.166856 + Penalty 4247.687416 = -814928.479440 nChanged 119 SP:Iteration 10Q (2305.290000 sec): 3 clusters Score: Raw -819247.263806 + Penalty 4247.687416 = -814999.576390 nChanged 111 SP:Iteration 11Q (2305.310000 sec): 3 clusters Score: Raw -819312.162645 + Penalty 4247.687416 = -815064.475229 nChanged 98 SP:Iteration 12Q (2305.330000 sec): 3 clusters Score: Raw -819377.915650 + Penalty 4247.687416 = -815130.228234 nChanged 101 SP:Iteration 13Q (2305.360000 sec): 3 clusters Score: Raw -819447.110812 + Penalty 4247.687416 = -815199.423396 nChanged 108 SP:Iteration 14Q (2305.390000 sec): 3 clusters Score: Raw -819519.457688 + Penalty 4247.687416 = -815271.770272 nChanged 100 SP:Iteration 15Q (2305.410000 sec): 3 clusters Score: Raw -819583.382927 + Penalty 4247.687416 = -815335.695511 nChanged 80 SP:Iteration 16Q (2305.430000 sec): 3 clusters Score: Raw -819639.676748 + Penalty 4247.687416 = -815391.989332 nChanged 79 SP:Iteration 17Q (2305.460000 sec): 3 clusters Score: Raw -819695.145495 + Penalty 4247.687416 = -815447.458079 nChanged 68 SP:Iteration 18Q (2305.480000 sec): 3 clusters Score: Raw -819749.199609 + Penalty 4247.687416 = -815501.512193 nChanged 50 SP:Iteration 19Q (2305.510000 sec): 3 clusters Score: Raw -819790.439143 + Penalty 4247.687416 = -815542.751727 nChanged 47 SP:Iteration 20F (2305.530000 sec): 3 clusters Score: Raw -819822.330043 + Penalty 4247.687416 = -815574.642627 nChanged 36 SP:Iteration 21Q (2305.560000 sec): 3 clusters Score: Raw -819843.990133 + Penalty 4247.687416 = -815596.302717 nChanged 34 SP:Iteration 22Q (2305.580000 sec): 3 clusters Score: Raw -819871.362869 + Penalty 4247.687416 = -815623.675453 nChanged 31 SP:Iteration 23Q (2305.600000 sec): 3 clusters Score: Raw -819893.986922 + Penalty 4247.687416 = -815646.299506 nChanged 27 SP:Iteration 24Q (2305.630000 sec): 3 clusters Score: Raw -819910.512140 + Penalty 4247.687416 = -815662.824724 nChanged 27 SP:Iteration 25Q (2305.650000 sec): 3 clusters Score: Raw -819930.985065 + Penalty 4247.687416 = -815683.297649 nChanged 13 SP:Iteration 26Q (2305.670000 sec): 3 clusters Score: Raw -819941.832784 + Penalty 4247.687416 = -815694.145368 nChanged 10 SP:Iteration 27Q (2305.690000 sec): 3 clusters Score: Raw -819951.920634 + Penalty 4247.687416 = -815704.233218 nChanged 14 SP:Iteration 28Q (2305.710000 sec): 3 clusters Score: Raw -819964.596014 + Penalty 4247.687416 = -815716.908598 nChanged 10 SP:Iteration 29Q (2305.730000 sec): 3 clusters Score: Raw -819972.569563 + Penalty 4247.687416 = -815724.882147 nChanged 8 SP:Iteration 30Q (2305.760000 sec): 3 clusters Score: Raw -819978.310741 + Penalty 4247.687416 = -815730.623325 nChanged 5 SP:Iteration 31Q (2305.780000 sec): 3 clusters Score: Raw -819982.611857 + Penalty 4247.687416 = -815734.924441 nChanged 4 SP:Iteration 32Q (2305.800000 sec): 3 clusters Score: Raw -819984.921057 + Penalty 4247.687416 = -815737.233641 nChanged 4 SP:Iteration 33Q (2305.820000 sec): 3 clusters Score: Raw -819988.242146 + Penalty 4247.687416 = -815740.554730 nChanged 3 SP:Iteration 34Q (2305.840000 sec): 3 clusters Score: Raw -819991.868919 + Penalty 4247.687416 = -815744.181503 nChanged 3 SP:Iteration 35Q (2305.870000 sec): 3 clusters Score: Raw -819993.858975 + Penalty 4247.687416 = -815746.171559 nChanged 0 SP:Iteration 36F (2305.890000 sec): 3 clusters Score: Raw -819993.858975 + Penalty 4247.687416 = -815746.171559 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.900000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.900000 sec): 3 clusters Score: Raw -86045.280620 + Penalty 3175.350930 = -82869.929690 nChanged 122 SP:Iteration 1F (2305.910000 sec): 3 clusters Score: Raw -86314.615766 + Penalty 3175.350930 = -83139.264836 nChanged 37 SP:Iteration 2F (2305.910000 sec): 3 clusters Score: Raw -86436.228962 + Penalty 3175.350930 = -83260.878033 nChanged 20 SP:Iteration 3Q (2305.910000 sec): 3 clusters Score: Raw -86472.380999 + Penalty 3175.350930 = -83297.030069 nChanged 15 SP:Iteration 4Q (2305.910000 sec): 3 clusters Score: Raw -86505.731399 + Penalty 3175.350930 = -83330.380470 nChanged 12 SP:Iteration 5Q (2305.920000 sec): 3 clusters Score: Raw -86543.210859 + Penalty 3175.350930 = -83367.859929 nChanged 19 SP:Iteration 6Q (2305.920000 sec): 3 clusters Score: Raw -86606.863546 + Penalty 3175.350930 = -83431.512616 nChanged 22 SP:Iteration 7Q (2305.920000 sec): 3 clusters Score: Raw -86679.375453 + Penalty 3175.350930 = -83504.024523 nChanged 20 SP:Iteration 8Q (2305.930000 sec): 3 clusters Score: Raw -86735.014015 + Penalty 3175.350930 = -83559.663086 nChanged 18 SP:Iteration 9Q (2305.930000 sec): 3 clusters Score: Raw -86777.060325 + Penalty 3175.350930 = -83601.709395 nChanged 9 SP:Iteration 10Q (2305.930000 sec): 3 clusters Score: Raw -86800.912056 + Penalty 3175.350930 = -83625.561127 nChanged 14 SP:Iteration 11Q (2305.930000 sec): 3 clusters Score: Raw -86846.790698 + Penalty 3175.350930 = -83671.439768 nChanged 8 SP:Iteration 12Q (2305.930000 sec): 3 clusters Score: Raw -86867.917055 + Penalty 3175.350930 = -83692.566125 nChanged 4 SP:Iteration 13Q (2305.940000 sec): 3 clusters Score: Raw -86876.409817 + Penalty 3175.350930 = -83701.058887 nChanged 4 SP:Iteration 14Q (2305.940000 sec): 3 clusters Score: Raw -86902.600032 + Penalty 3175.350930 = -83727.249102 nChanged 6 SP:Iteration 15Q (2305.940000 sec): 3 clusters Score: Raw -86931.668961 + Penalty 3175.350930 = -83756.318031 nChanged 9 SP:Iteration 16Q (2305.950000 sec): 3 clusters Score: Raw -86970.248525 + Penalty 3175.350930 = -83794.897596 nChanged 12 SP:Iteration 17Q (2305.950000 sec): 3 clusters Score: Raw -87019.781184 + Penalty 3175.350930 = -83844.430255 nChanged 12 SP:Iteration 18Q (2305.950000 sec): 3 clusters Score: Raw -87125.123392 + Penalty 3175.350930 = -83949.772463 nChanged 6 SP:Iteration 19Q (2305.950000 sec): 3 clusters Score: Raw -87182.290372 + Penalty 3175.350930 = -84006.939443 nChanged 4 SP:Iteration 20F (2305.950000 sec): 3 clusters Score: Raw -87229.824961 + Penalty 3175.350930 = -84054.474032 nChanged 7 SP:Iteration 21Q (2305.960000 sec): 3 clusters Score: Raw -87282.424902 + Penalty 3175.350930 = -84107.073973 nChanged 5 SP:Iteration 22Q (2305.960000 sec): 3 clusters Score: Raw -87306.422490 + Penalty 3175.350930 = -84131.071560 nChanged 1 SP:Iteration 23Q (2305.960000 sec): 3 clusters Score: Raw -87310.247019 + Penalty 3175.350930 = -84134.896090 nChanged 1 SP:Iteration 24Q (2305.970000 sec): 3 clusters Score: Raw -87312.126508 + Penalty 3175.350930 = -84136.775578 nChanged 0 SP:Iteration 25F (2305.970000 sec): 3 clusters Score: Raw -87312.126508 + Penalty 3175.350930 = -84136.775578 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (2878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.980000 sec): 2 clusters Score: Raw -430186.321307 + Penalty 1975.283020 = -428211.038287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.000000 sec): 3 clusters Score: Raw -428982.798563 + Penalty 3950.566040 = -425032.232523 nChanged 992 SP:Iteration 1F (2306.010000 sec): 3 clusters Score: Raw -429659.098450 + Penalty 3950.566040 = -425708.532410 nChanged 259 SP:Iteration 2F (2306.030000 sec): 3 clusters Score: Raw -429897.386187 + Penalty 3950.566040 = -425946.820147 nChanged 169 SP:Iteration 3F (2306.040000 sec): 3 clusters Score: Raw -430051.987964 + Penalty 3950.566040 = -426101.421924 nChanged 119 SP:Iteration 4Q (2306.050000 sec): 3 clusters Score: Raw -430152.369315 + Penalty 3950.566040 = -426201.803274 nChanged 102 SP:Iteration 5Q (2306.070000 sec): 3 clusters Score: Raw -430236.237470 + Penalty 3950.566040 = -426285.671430 nChanged 87 SP:Iteration 6Q (2306.080000 sec): 3 clusters Score: Raw -430313.952026 + Penalty 3950.566040 = -426363.385985 nChanged 80 SP:Iteration 7Q (2306.100000 sec): 3 clusters Score: Raw -430378.030095 + Penalty 3950.566040 = -426427.464054 nChanged 61 SP:Iteration 8Q (2306.110000 sec): 3 clusters Score: Raw -430415.402293 + Penalty 3950.566040 = -426464.836252 nChanged 41 SP:Iteration 9Q (2306.130000 sec): 3 clusters Score: Raw -430444.161090 + Penalty 3950.566040 = -426493.595050 nChanged 35 SP:Iteration 10Q (2306.140000 sec): 3 clusters Score: Raw -430473.994412 + Penalty 3950.566040 = -426523.428372 nChanged 32 SP:Iteration 11Q (2306.150000 sec): 3 clusters Score: Raw -430494.761863 + Penalty 3950.566040 = -426544.195823 nChanged 25 SP:Iteration 12Q (2306.170000 sec): 3 clusters Score: Raw -430509.342207 + Penalty 3950.566040 = -426558.776167 nChanged 18 SP:Iteration 13Q (2306.180000 sec): 3 clusters Score: Raw -430519.896860 + Penalty 3950.566040 = -426569.330820 nChanged 14 SP:Iteration 14Q (2306.190000 sec): 3 clusters Score: Raw -430526.832123 + Penalty 3950.566040 = -426576.266083 nChanged 14 SP:Iteration 15Q (2306.210000 sec): 3 clusters Score: Raw -430535.378009 + Penalty 3950.566040 = -426584.811969 nChanged 9 SP:Iteration 16Q (2306.220000 sec): 3 clusters Score: Raw -430542.588100 + Penalty 3950.566040 = -426592.022060 nChanged 10 SP:Iteration 17Q (2306.230000 sec): 3 clusters Score: Raw -430549.129809 + Penalty 3950.566040 = -426598.563768 nChanged 13 SP:Iteration 18Q (2306.250000 sec): 3 clusters Score: Raw -430554.930873 + Penalty 3950.566040 = -426604.364833 nChanged 7 SP:Iteration 19Q (2306.260000 sec): 3 clusters Score: Raw -430558.506099 + Penalty 3950.566040 = -426607.940058 nChanged 10 SP:Iteration 20F (2306.280000 sec): 3 clusters Score: Raw -430563.551592 + Penalty 3950.566040 = -426612.985552 nChanged 6 SP:Iteration 21Q (2306.290000 sec): 3 clusters Score: Raw -430567.635593 + Penalty 3950.566040 = -426617.069553 nChanged 7 SP:Iteration 22Q (2306.310000 sec): 3 clusters Score: Raw -430572.482729 + Penalty 3950.566040 = -426621.916689 nChanged 8 SP:Iteration 23Q (2306.320000 sec): 3 clusters Score: Raw -430576.824872 + Penalty 3950.566040 = -426626.258832 nChanged 7 SP:Iteration 24Q (2306.330000 sec): 3 clusters Score: Raw -430580.249596 + Penalty 3950.566040 = -426629.683556 nChanged 10 SP:Iteration 25Q (2306.350000 sec): 3 clusters Score: Raw -430587.340917 + Penalty 3950.566040 = -426636.774877 nChanged 15 SP:Iteration 26Q (2306.360000 sec): 3 clusters Score: Raw -430594.334645 + Penalty 3950.566040 = -426643.768605 nChanged 9 SP:Iteration 27Q (2306.370000 sec): 3 clusters Score: Raw -430599.198002 + Penalty 3950.566040 = -426648.631961 nChanged 4 SP:Iteration 28Q (2306.390000 sec): 3 clusters Score: Raw -430601.248489 + Penalty 3950.566040 = -426650.682448 nChanged 10 SP:Iteration 29Q (2306.400000 sec): 3 clusters Score: Raw -430605.022524 + Penalty 3950.566040 = -426654.456484 nChanged 3 SP:Iteration 30Q (2306.410000 sec): 3 clusters Score: Raw -430606.384084 + Penalty 3950.566040 = -426655.818044 nChanged 1 SP:Iteration 31Q (2306.430000 sec): 3 clusters Score: Raw -430607.060554 + Penalty 3950.566040 = -426656.494514 nChanged 2 SP:Iteration 32Q (2306.440000 sec): 3 clusters Score: Raw -430608.183148 + Penalty 3950.566040 = -426657.617108 nChanged 4 SP:Iteration 33Q (2306.450000 sec): 3 clusters Score: Raw -430609.306895 + Penalty 3950.566040 = -426658.740854 nChanged 1 SP:Iteration 34Q (2306.470000 sec): 3 clusters Score: Raw -430609.365143 + Penalty 3950.566040 = -426658.799103 nChanged 0 SP:Iteration 35F (2306.480000 sec): 3 clusters Score: Raw -430609.365143 + Penalty 3950.566040 = -426658.799103 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.490000 sec): 2 clusters Score: Raw -83481.016787 + Penalty 1598.931854 = -81882.084933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.490000 sec): 3 clusters Score: Raw -83458.899813 + Penalty 3197.863708 = -80261.036105 nChanged 164 SP:Iteration 1F (2306.490000 sec): 3 clusters Score: Raw -83748.481517 + Penalty 3197.863708 = -80550.617809 nChanged 42 SP:Iteration 2F (2306.500000 sec): 3 clusters Score: Raw -83864.506074 + Penalty 3197.863708 = -80666.642366 nChanged 18 SP:Iteration 3Q (2306.500000 sec): 3 clusters Score: Raw -83959.223299 + Penalty 3197.863708 = -80761.359591 nChanged 21 SP:Iteration 4Q (2306.510000 sec): 3 clusters Score: Raw -84042.738069 + Penalty 3197.863708 = -80844.874361 nChanged 12 SP:Iteration 5Q (2306.510000 sec): 3 clusters Score: Raw -84071.570409 + Penalty 3197.863708 = -80873.706701 nChanged 10 SP:Iteration 6Q (2306.510000 sec): 3 clusters Score: Raw -84116.911613 + Penalty 3197.863708 = -80919.047906 nChanged 12 SP:Iteration 7Q (2306.510000 sec): 3 clusters Score: Raw -84145.201177 + Penalty 3197.863708 = -80947.337470 nChanged 6 SP:Iteration 8Q (2306.520000 sec): 3 clusters Score: Raw -84160.934860 + Penalty 3197.863708 = -80963.071152 nChanged 5 SP:Iteration 9Q (2306.520000 sec): 3 clusters Score: Raw -84169.238375 + Penalty 3197.863708 = -80971.374667 nChanged 3 SP:Iteration 10Q (2306.520000 sec): 3 clusters Score: Raw -84174.640226 + Penalty 3197.863708 = -80976.776518 nChanged 4 SP:Iteration 11Q (2306.530000 sec): 3 clusters Score: Raw -84190.043141 + Penalty 3197.863708 = -80992.179433 nChanged 6 SP:Iteration 12Q (2306.530000 sec): 3 clusters Score: Raw -84205.349350 + Penalty 3197.863708 = -81007.485642 nChanged 6 SP:Iteration 13Q (2306.530000 sec): 3 clusters Score: Raw -84217.182965 + Penalty 3197.863708 = -81019.319257 nChanged 8 SP:Iteration 14Q (2306.530000 sec): 3 clusters Score: Raw -84234.032013 + Penalty 3197.863708 = -81036.168305 nChanged 6 SP:Iteration 15Q (2306.530000 sec): 3 clusters Score: Raw -84242.628482 + Penalty 3197.863708 = -81044.764774 nChanged 3 SP:Iteration 16Q (2306.540000 sec): 3 clusters Score: Raw -84246.774670 + Penalty 3197.863708 = -81048.910962 nChanged 2 SP:Iteration 17Q (2306.540000 sec): 3 clusters Score: Raw -84250.015085 + Penalty 3197.863708 = -81052.151377 nChanged 1 SP:Iteration 18Q (2306.540000 sec): 3 clusters Score: Raw -84251.871450 + Penalty 3197.863708 = -81054.007742 nChanged 1 SP:Iteration 19Q (2306.550000 sec): 3 clusters Score: Raw -84254.226988 + Penalty 3197.863708 = -81056.363280 nChanged 1 SP:Iteration 20F (2306.550000 sec): 3 clusters Score: Raw -84265.876560 + Penalty 3197.863708 = -81068.012852 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (243150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.670000 sec): 2 clusters Score: Raw -37877366.918786 + Penalty 3075.555586 = -37874291.363199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.940000 sec): 3 clusters Score: Raw -37717274.235402 + Penalty 6151.111173 = -37711123.124229 nChanged 117294 SP:Iteration 1F (2310.210000 sec): 3 clusters Score: Raw -37786023.400197 + Penalty 6151.111173 = -37779872.289025 nChanged 6941 SP:Iteration 2Q (2311.480000 sec): 3 clusters Score: Raw -37787788.525389 + Penalty 6151.111173 = -37781637.414216 nChanged 8098 SP:Iteration 3Q (2312.760000 sec): 3 clusters Score: Raw -37790553.512302 + Penalty 6151.111173 = -37784402.401130 nChanged 9872 SP:Iteration 4Q (2314.030000 sec): 3 clusters Score: Raw -37794946.571841 + Penalty 6151.111173 = -37788795.460668 nChanged 12289 SP:Iteration 5F (2315.300000 sec): 3 clusters Score: Raw -37802017.948242 + Penalty 6151.111173 = -37795866.837069 nChanged 15049 SP:Iteration 6F (2316.560000 sec): 3 clusters Score: Raw -37812755.749282 + Penalty 6151.111173 = -37806604.638109 nChanged 17264 SP:Iteration 7F (2317.630000 sec): 3 clusters Score: Raw -37827073.685125 + Penalty 6151.111173 = -37820922.573953 nChanged 17793 SP:Iteration 8F (2318.680000 sec): 3 clusters Score: Raw -37842701.233773 + Penalty 6151.111173 = -37836550.122601 nChanged 15677 SP:Iteration 9F (2319.730000 sec): 3 clusters Score: Raw -37856582.056666 + Penalty 6151.111173 = -37850430.945493 nChanged 11619 SP:Iteration 10Q (2320.670000 sec): 3 clusters Score: Raw -37866651.044072 + Penalty 6151.111173 = -37860499.932899 nChanged 7103 SP:Iteration 11Q (2321.580000 sec): 3 clusters Score: Raw -37872548.956772 + Penalty 6151.111173 = -37866397.845599 nChanged 3819 SP:Iteration 12Q (2322.440000 sec): 3 clusters Score: Raw -37875610.142252 + Penalty 6151.111173 = -37869459.031080 nChanged 2006 SP:Iteration 13Q (2323.270000 sec): 3 clusters Score: Raw -37877146.881556 + Penalty 6151.111173 = -37870995.770383 nChanged 1130 SP:Iteration 14Q (2324.080000 sec): 3 clusters Score: Raw -37877948.736427 + Penalty 6151.111173 = -37871797.625255 nChanged 747 SP:Iteration 15Q (2324.870000 sec): 3 clusters Score: Raw -37878369.167647 + Penalty 6151.111173 = -37872218.056475 nChanged 518 SP:Iteration 16Q (2325.660000 sec): 3 clusters Score: Raw -37878611.090012 + Penalty 6151.111173 = -37872459.978839 nChanged 378 SP:Iteration 17Q (2326.440000 sec): 3 clusters Score: Raw -37878764.097670 + Penalty 6151.111173 = -37872612.986497 nChanged 282 SP:Iteration 18Q (2327.220000 sec): 3 clusters Score: Raw -37878861.027606 + Penalty 6151.111173 = -37872709.916433 nChanged 249 SP:Iteration 19Q (2328.000000 sec): 3 clusters Score: Raw -37878940.766172 + Penalty 6151.111173 = -37872789.654999 nChanged 196 SP:Iteration 20F (2329.080000 sec): 3 clusters Score: Raw -37878999.292920 + Penalty 6151.111173 = -37872848.181747 nChanged 165 SP:Iteration 21Q (2329.860000 sec): 3 clusters Score: Raw -37879047.530545 + Penalty 6151.111173 = -37872896.419372 nChanged 151 SP:Iteration 22Q (2330.640000 sec): 3 clusters Score: Raw -37879090.772709 + Penalty 6151.111173 = -37872939.661536 nChanged 131 SP:Iteration 23Q (2331.420000 sec): 3 clusters Score: Raw -37879123.039005 + Penalty 6151.111173 = -37872971.927832 nChanged 110 SP:Iteration 24Q (2332.200000 sec): 3 clusters Score: Raw -37879149.429878 + Penalty 6151.111173 = -37872998.318706 nChanged 99 SP:Iteration 25Q (2332.980000 sec): 3 clusters Score: Raw -37879174.394791 + Penalty 6151.111173 = -37873023.283618 nChanged 84 SP:Iteration 26Q (2333.760000 sec): 3 clusters Score: Raw -37879192.858226 + Penalty 6151.111173 = -37873041.747054 nChanged 78 SP:Iteration 27Q (2334.520000 sec): 3 clusters Score: Raw -37879207.812068 + Penalty 6151.111173 = -37873056.700895 nChanged 59 SP:Iteration 28Q (2335.300000 sec): 3 clusters Score: Raw -37879219.984569 + Penalty 6151.111173 = -37873068.873397 nChanged 62 SP:Iteration 29Q (2336.080000 sec): 3 clusters Score: Raw -37879233.871142 + Penalty 6151.111173 = -37873082.759969 nChanged 47 SP:Iteration 30Q (2336.860000 sec): 3 clusters Score: Raw -37879242.949043 + Penalty 6151.111173 = -37873091.837870 nChanged 36 SP:Iteration 31Q (2337.650000 sec): 3 clusters Score: Raw -37879249.579759 + Penalty 6151.111173 = -37873098.468587 nChanged 39 SP:Iteration 32Q (2338.520000 sec): 3 clusters Score: Raw -37879256.380863 + Penalty 6151.111173 = -37873105.269690 nChanged 33 SP:Iteration 33Q (2339.400000 sec): 3 clusters Score: Raw -37879261.194803 + Penalty 6151.111173 = -37873110.083630 nChanged 28 SP:Iteration 34Q (2340.280000 sec): 3 clusters Score: Raw -37879265.673195 + Penalty 6151.111173 = -37873114.562022 nChanged 23 SP:Iteration 35Q (2341.150000 sec): 3 clusters Score: Raw -37879269.352913 + Penalty 6151.111173 = -37873118.241740 nChanged 19 SP:Iteration 36Q (2342.030000 sec): 3 clusters Score: Raw -37879272.257430 + Penalty 6151.111173 = -37873121.146257 nChanged 22 SP:Iteration 37Q (2342.900000 sec): 3 clusters Score: Raw -37879275.788907 + Penalty 6151.111173 = -37873124.677734 nChanged 17 SP:Iteration 38Q (2343.770000 sec): 3 clusters Score: Raw -37879278.659486 + Penalty 6151.111173 = -37873127.548313 nChanged 15 SP:Iteration 39Q (2344.630000 sec): 3 clusters Score: Raw -37879281.044239 + Penalty 6151.111173 = -37873129.933067 nChanged 25 SP:Iteration 40F (2345.870000 sec): 3 clusters Score: Raw -37879284.816173 + Penalty 6151.111173 = -37873133.705000 nChanged 15 SP:Iteration 41Q (2346.770000 sec): 3 clusters Score: Raw -37879286.856865 + Penalty 6151.111173 = -37873135.745692 nChanged 8 SP:Iteration 42Q (2347.650000 sec): 3 clusters Score: Raw -37879287.875665 + Penalty 6151.111173 = -37873136.764492 nChanged 3 SP:Iteration 43Q (2348.530000 sec): 3 clusters Score: Raw -37879288.254538 + Penalty 6151.111173 = -37873137.143366 nChanged 4 SP:Iteration 44Q (2349.420000 sec): 3 clusters Score: Raw -37879288.744969 + Penalty 6151.111173 = -37873137.633796 nChanged 2 SP:Iteration 45Q (2350.300000 sec): 3 clusters Score: Raw -37879288.952051 + Penalty 6151.111173 = -37873137.840879 nChanged 2 SP:Iteration 46Q (2351.190000 sec): 3 clusters Score: Raw -37879289.189806 + Penalty 6151.111173 = -37873138.078634 nChanged 2 SP:Iteration 47Q (2352.080000 sec): 3 clusters Score: Raw -37879289.321687 + Penalty 6151.111173 = -37873138.210514 nChanged 0 SP:Iteration 48F (2353.310000 sec): 3 clusters Score: Raw -37879289.321687 + Penalty 6151.111173 = -37873138.210514 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.440000 sec): 2 clusters Score: Raw -239795.337242 + Penalty 1845.447457 = -237949.889785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.450000 sec): 3 clusters Score: Raw -239236.024378 + Penalty 3690.894913 = -235545.129465 nChanged 539 SP:Iteration 1F (2353.460000 sec): 3 clusters Score: Raw -239709.538916 + Penalty 3690.894913 = -236018.644003 nChanged 134 SP:Iteration 2F (2353.470000 sec): 3 clusters Score: Raw -239868.346278 + Penalty 3690.894913 = -236177.451364 nChanged 85 SP:Iteration 3Q (2353.470000 sec): 3 clusters Score: Raw -239983.835497 + Penalty 3690.894913 = -236292.940584 nChanged 71 SP:Iteration 4Q (2353.480000 sec): 3 clusters Score: Raw -240073.182718 + Penalty 3690.894913 = -236382.287805 nChanged 63 SP:Iteration 5Q (2353.490000 sec): 3 clusters Score: Raw -240162.461411 + Penalty 3690.894913 = -236471.566498 nChanged 56 SP:Iteration 6Q (2353.500000 sec): 3 clusters Score: Raw -240237.878624 + Penalty 3690.894913 = -236546.983711 nChanged 58 SP:Iteration 7Q (2353.510000 sec): 3 clusters Score: Raw -240326.506673 + Penalty 3690.894913 = -236635.611759 nChanged 61 SP:Iteration 8Q (2353.510000 sec): 3 clusters Score: Raw -240425.962109 + Penalty 3690.894913 = -236735.067196 nChanged 53 SP:Iteration 9Q (2353.520000 sec): 3 clusters Score: Raw -240504.012002 + Penalty 3690.894913 = -236813.117088 nChanged 46 SP:Iteration 10Q (2353.530000 sec): 3 clusters Score: Raw -240606.833650 + Penalty 3690.894913 = -236915.938736 nChanged 50 SP:Iteration 11Q (2353.540000 sec): 3 clusters Score: Raw -240708.010900 + Penalty 3690.894913 = -237017.115986 nChanged 46 SP:Iteration 12Q (2353.550000 sec): 3 clusters Score: Raw -240799.563740 + Penalty 3690.894913 = -237108.668826 nChanged 37 SP:Iteration 13Q (2353.550000 sec): 3 clusters Score: Raw -240878.646854 + Penalty 3690.894913 = -237187.751941 nChanged 36 SP:Iteration 14Q (2353.560000 sec): 3 clusters Score: Raw -240949.990939 + Penalty 3690.894913 = -237259.096026 nChanged 21 SP:Iteration 15Q (2353.570000 sec): 3 clusters Score: Raw -240985.497843 + Penalty 3690.894913 = -237294.602930 nChanged 13 SP:Iteration 16Q (2353.570000 sec): 3 clusters Score: Raw -241007.972442 + Penalty 3690.894913 = -237317.077529 nChanged 8 SP:Iteration 17Q (2353.580000 sec): 3 clusters Score: Raw -241025.588200 + Penalty 3690.894913 = -237334.693286 nChanged 9 SP:Iteration 18Q (2353.590000 sec): 3 clusters Score: Raw -241038.533526 + Penalty 3690.894913 = -237347.638613 nChanged 5 SP:Iteration 19Q (2353.590000 sec): 3 clusters Score: Raw -241047.254535 + Penalty 3690.894913 = -237356.359622 nChanged 3 SP:Iteration 20F (2353.610000 sec): 3 clusters Score: Raw -241056.331634 + Penalty 3690.894913 = -237365.436721 nChanged 6 SP:Iteration 21Q (2353.610000 sec): 3 clusters Score: Raw -241064.101722 + Penalty 3690.894913 = -237373.206809 nChanged 4 SP:Iteration 22Q (2353.620000 sec): 3 clusters Score: Raw -241074.938344 + Penalty 3690.894913 = -237384.043430 nChanged 8 SP:Iteration 23Q (2353.630000 sec): 3 clusters Score: Raw -241087.197667 + Penalty 3690.894913 = -237396.302754 nChanged 3 SP:Iteration 24Q (2353.630000 sec): 3 clusters Score: Raw -241093.904063 + Penalty 3690.894913 = -237403.009150 nChanged 2 SP:Iteration 25Q (2353.640000 sec): 3 clusters Score: Raw -241096.933030 + Penalty 3690.894913 = -237406.038116 nChanged 4 SP:Iteration 26Q (2353.640000 sec): 3 clusters Score: Raw -241102.702443 + Penalty 3690.894913 = -237411.807530 nChanged 1 SP:Iteration 27Q (2353.650000 sec): 3 clusters Score: Raw -241104.649977 + Penalty 3690.894913 = -237413.755063 nChanged 0 SP:Iteration 28F (2353.660000 sec): 3 clusters Score: Raw -241104.649977 + Penalty 3690.894913 = -237413.755063 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (28893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.790000 sec): 2 clusters Score: Raw -4528777.086410 + Penalty 2547.295948 = -4526229.790462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.940000 sec): 3 clusters Score: Raw -4511549.045172 + Penalty 5094.591897 = -4506454.453276 nChanged 13009 SP:Iteration 1F (2354.090000 sec): 3 clusters Score: Raw -4518604.878122 + Penalty 5094.591897 = -4513510.286225 nChanged 1491 SP:Iteration 2F (2354.230000 sec): 3 clusters Score: Raw -4519225.989296 + Penalty 5094.591897 = -4514131.397400 nChanged 1435 SP:Iteration 3Q (2354.390000 sec): 3 clusters Score: Raw -4519889.541449 + Penalty 5094.591897 = -4514794.949553 nChanged 1470 SP:Iteration 4F (2354.530000 sec): 3 clusters Score: Raw -4520651.648125 + Penalty 5094.591897 = -4515557.056228 nChanged 1517 SP:Iteration 5F (2354.670000 sec): 3 clusters Score: Raw -4521540.826009 + Penalty 5094.591897 = -4516446.234112 nChanged 1631 SP:Iteration 6F (2354.820000 sec): 3 clusters Score: Raw -4522564.804645 + Penalty 5094.591897 = -4517470.212748 nChanged 1663 SP:Iteration 7F (2354.970000 sec): 3 clusters Score: Raw -4523670.668729 + Penalty 5094.591897 = -4518576.076832 nChanged 1637 SP:Iteration 8F (2355.110000 sec): 3 clusters Score: Raw -4524782.416021 + Penalty 5094.591897 = -4519687.824124 nChanged 1483 SP:Iteration 9F (2355.250000 sec): 3 clusters Score: Raw -4525676.780164 + Penalty 5094.591897 = -4520582.188268 nChanged 1223 SP:Iteration 10Q (2355.400000 sec): 3 clusters Score: Raw -4526346.398069 + Penalty 5094.591897 = -4521251.806172 nChanged 1019 SP:Iteration 11Q (2355.540000 sec): 3 clusters Score: Raw -4526837.577186 + Penalty 5094.591897 = -4521742.985290 nChanged 809 SP:Iteration 12Q (2355.670000 sec): 3 clusters Score: Raw -4527182.856185 + Penalty 5094.591897 = -4522088.264288 nChanged 682 SP:Iteration 13Q (2355.810000 sec): 3 clusters Score: Raw -4527437.838666 + Penalty 5094.591897 = -4522343.246770 nChanged 555 SP:Iteration 14Q (2355.950000 sec): 3 clusters Score: Raw -4527626.810865 + Penalty 5094.591897 = -4522532.218969 nChanged 511 SP:Iteration 15Q (2356.090000 sec): 3 clusters Score: Raw -4527785.836587 + Penalty 5094.591897 = -4522691.244690 nChanged 447 SP:Iteration 16Q (2356.220000 sec): 3 clusters Score: Raw -4527913.010865 + Penalty 5094.591897 = -4522818.418968 nChanged 434 SP:Iteration 17Q (2356.350000 sec): 3 clusters Score: Raw -4528024.619019 + Penalty 5094.591897 = -4522930.027122 nChanged 392 SP:Iteration 18Q (2356.490000 sec): 3 clusters Score: Raw -4528122.001126 + Penalty 5094.591897 = -4523027.409229 nChanged 363 SP:Iteration 19Q (2356.620000 sec): 3 clusters Score: Raw -4528210.747552 + Penalty 5094.591897 = -4523116.155656 nChanged 369 SP:Iteration 20F (2356.760000 sec): 3 clusters Score: Raw -4528303.062512 + Penalty 5094.591897 = -4523208.470616 nChanged 341 SP:Iteration 21Q (2356.890000 sec): 3 clusters Score: Raw -4528390.842071 + Penalty 5094.591897 = -4523296.250175 nChanged 339 SP:Iteration 22Q (2357.020000 sec): 3 clusters Score: Raw -4528479.730865 + Penalty 5094.591897 = -4523385.138968 nChanged 325 SP:Iteration 23Q (2357.150000 sec): 3 clusters Score: Raw -4528563.592867 + Penalty 5094.591897 = -4523469.000970 nChanged 323 SP:Iteration 24Q (2357.280000 sec): 3 clusters Score: Raw -4528647.092979 + Penalty 5094.591897 = -4523552.501083 nChanged 293 SP:Iteration 25Q (2357.410000 sec): 3 clusters Score: Raw -4528727.728285 + Penalty 5094.591897 = -4523633.136389 nChanged 302 SP:Iteration 26Q (2357.530000 sec): 3 clusters Score: Raw -4528808.998474 + Penalty 5094.591897 = -4523714.406578 nChanged 279 SP:Iteration 27Q (2357.660000 sec): 3 clusters Score: Raw -4528883.082346 + Penalty 5094.591897 = -4523788.490450 nChanged 268 SP:Iteration 28Q (2357.780000 sec): 3 clusters Score: Raw -4528947.792626 + Penalty 5094.591897 = -4523853.200730 nChanged 237 SP:Iteration 29Q (2357.910000 sec): 3 clusters Score: Raw -4529001.963533 + Penalty 5094.591897 = -4523907.371636 nChanged 216 SP:Iteration 30Q (2358.030000 sec): 3 clusters Score: Raw -4529052.840186 + Penalty 5094.591897 = -4523958.248290 nChanged 208 SP:Iteration 31Q (2358.150000 sec): 3 clusters Score: Raw -4529102.234944 + Penalty 5094.591897 = -4524007.643047 nChanged 176 SP:Iteration 32Q (2358.280000 sec): 3 clusters Score: Raw -4529145.089930 + Penalty 5094.591897 = -4524050.498034 nChanged 183 SP:Iteration 33Q (2358.400000 sec): 3 clusters Score: Raw -4529189.839866 + Penalty 5094.591897 = -4524095.247969 nChanged 159 SP:Iteration 34Q (2358.520000 sec): 3 clusters Score: Raw -4529227.496980 + Penalty 5094.591897 = -4524132.905083 nChanged 147 SP:Iteration 35Q (2358.640000 sec): 3 clusters Score: Raw -4529259.616992 + Penalty 5094.591897 = -4524165.025095 nChanged 132 SP:Iteration 36Q (2358.760000 sec): 3 clusters Score: Raw -4529290.437443 + Penalty 5094.591897 = -4524195.845546 nChanged 141 SP:Iteration 37Q (2358.880000 sec): 3 clusters Score: Raw -4529324.425607 + Penalty 5094.591897 = -4524229.833711 nChanged 131 SP:Iteration 38Q (2359.000000 sec): 3 clusters Score: Raw -4529353.081222 + Penalty 5094.591897 = -4524258.489325 nChanged 118 SP:Iteration 39Q (2359.120000 sec): 3 clusters Score: Raw -4529378.766163 + Penalty 5094.591897 = -4524284.174266 nChanged 111 SP:Iteration 40F (2359.260000 sec): 3 clusters Score: Raw -4529404.896736 + Penalty 5094.591897 = -4524310.304840 nChanged 110 SP:Iteration 41Q (2359.380000 sec): 3 clusters Score: Raw -4529430.497949 + Penalty 5094.591897 = -4524335.906052 nChanged 89 SP:Iteration 42Q (2359.500000 sec): 3 clusters Score: Raw -4529450.013758 + Penalty 5094.591897 = -4524355.421861 nChanged 79 SP:Iteration 43Q (2359.620000 sec): 3 clusters Score: Raw -4529468.213874 + Penalty 5094.591897 = -4524373.621977 nChanged 69 SP:Iteration 44Q (2359.730000 sec): 3 clusters Score: Raw -4529483.435242 + Penalty 5094.591897 = -4524388.843345 nChanged 66 SP:Iteration 45Q (2359.850000 sec): 3 clusters Score: Raw -4529496.752121 + Penalty 5094.591897 = -4524402.160224 nChanged 59 SP:Iteration 46Q (2359.970000 sec): 3 clusters Score: Raw -4529509.105521 + Penalty 5094.591897 = -4524414.513625 nChanged 56 SP:Iteration 47Q (2360.090000 sec): 3 clusters Score: Raw -4529520.182293 + Penalty 5094.591897 = -4524425.590397 nChanged 47 SP:Iteration 48Q (2360.210000 sec): 3 clusters Score: Raw -4529528.378218 + Penalty 5094.591897 = -4524433.786322 nChanged 40 SP:Iteration 49Q (2360.330000 sec): 3 clusters Score: Raw -4529536.492992 + Penalty 5094.591897 = -4524441.901095 nChanged 41 SP:Iteration 50Q (2360.450000 sec): 3 clusters Score: Raw -4529544.320194 + Penalty 5094.591897 = -4524449.728298 nChanged 47 SP:Iteration 51Q (2360.570000 sec): 3 clusters Score: Raw -4529554.101070 + Penalty 5094.591897 = -4524459.509173 nChanged 39 SP:Iteration 52Q (2360.690000 sec): 3 clusters Score: Raw -4529561.879492 + Penalty 5094.591897 = -4524467.287595 nChanged 34 SP:Iteration 53Q (2360.810000 sec): 3 clusters Score: Raw -4529567.003943 + Penalty 5094.591897 = -4524472.412047 nChanged 23 SP:Iteration 54Q (2360.920000 sec): 3 clusters Score: Raw -4529571.081171 + Penalty 5094.591897 = -4524476.489274 nChanged 17 SP:Iteration 55Q (2361.040000 sec): 3 clusters Score: Raw -4529573.837323 + Penalty 5094.591897 = -4524479.245427 nChanged 20 SP:Iteration 56Q (2361.160000 sec): 3 clusters Score: Raw -4529577.121103 + Penalty 5094.591897 = -4524482.529206 nChanged 15 SP:Iteration 57Q (2361.270000 sec): 3 clusters Score: Raw -4529579.988741 + Penalty 5094.591897 = -4524485.396844 nChanged 11 SP:Iteration 58Q (2361.390000 sec): 3 clusters Score: Raw -4529581.718616 + Penalty 5094.591897 = -4524487.126719 nChanged 8 SP:Iteration 59Q (2361.510000 sec): 3 clusters Score: Raw -4529582.730101 + Penalty 5094.591897 = -4524488.138204 nChanged 3 SP:Iteration 60F (2361.650000 sec): 3 clusters Score: Raw -4529583.123157 + Penalty 5094.591897 = -4524488.531260 nChanged 3 SP:Iteration 61Q (2361.770000 sec): 3 clusters Score: Raw -4529583.521464 + Penalty 5094.591897 = -4524488.929567 nChanged 3 SP:Iteration 62Q (2361.890000 sec): 3 clusters Score: Raw -4529584.151185 + Penalty 5094.591897 = -4524489.559288 nChanged 0 SP:Iteration 63F (2362.030000 sec): 3 clusters Score: Raw -4529584.151185 + Penalty 5094.591897 = -4524489.559288 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 20 (15116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.110000 sec): 2 clusters Score: Raw -2345274.017656 + Penalty 2386.630248 = -2342887.387408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.180000 sec): 3 clusters Score: Raw -2336778.523758 + Penalty 4773.260496 = -2332005.263262 nChanged 6538 SP:Iteration 1F (2362.260000 sec): 3 clusters Score: Raw -2340199.945943 + Penalty 4773.260496 = -2335426.685447 nChanged 844 SP:Iteration 2F (2362.330000 sec): 3 clusters Score: Raw -2340551.505179 + Penalty 4773.260496 = -2335778.244683 nChanged 677 SP:Iteration 3Q (2362.410000 sec): 3 clusters Score: Raw -2340859.622652 + Penalty 4773.260496 = -2336086.362156 nChanged 646 SP:Iteration 4Q (2362.480000 sec): 3 clusters Score: Raw -2341159.015712 + Penalty 4773.260496 = -2336385.755216 nChanged 599 SP:Iteration 5Q (2362.560000 sec): 3 clusters Score: Raw -2341488.487816 + Penalty 4773.260496 = -2336715.227320 nChanged 623 SP:Iteration 6Q (2362.630000 sec): 3 clusters Score: Raw -2341811.988140 + Penalty 4773.260496 = -2337038.727644 nChanged 575 SP:Iteration 7Q (2362.710000 sec): 3 clusters Score: Raw -2342087.676758 + Penalty 4773.260496 = -2337314.416262 nChanged 540 SP:Iteration 8Q (2362.780000 sec): 3 clusters Score: Raw -2342341.115468 + Penalty 4773.260496 = -2337567.854972 nChanged 500 SP:Iteration 9Q (2362.860000 sec): 3 clusters Score: Raw -2342583.015687 + Penalty 4773.260496 = -2337809.755191 nChanged 504 SP:Iteration 10Q (2362.930000 sec): 3 clusters Score: Raw -2342843.400013 + Penalty 4773.260496 = -2338070.139517 nChanged 513 SP:Iteration 11Q (2363.000000 sec): 3 clusters Score: Raw -2343093.480343 + Penalty 4773.260496 = -2338320.219847 nChanged 473 SP:Iteration 12Q (2363.080000 sec): 3 clusters Score: Raw -2343329.749322 + Penalty 4773.260496 = -2338556.488826 nChanged 478 SP:Iteration 13Q (2363.150000 sec): 3 clusters Score: Raw -2343564.964776 + Penalty 4773.260496 = -2338791.704280 nChanged 427 SP:Iteration 14Q (2363.220000 sec): 3 clusters Score: Raw -2343768.897975 + Penalty 4773.260496 = -2338995.637479 nChanged 403 SP:Iteration 15Q (2363.290000 sec): 3 clusters Score: Raw -2343976.330990 + Penalty 4773.260496 = -2339203.070494 nChanged 366 SP:Iteration 16Q (2363.360000 sec): 3 clusters Score: Raw -2344175.838032 + Penalty 4773.260496 = -2339402.577536 nChanged 354 SP:Iteration 17Q (2363.430000 sec): 3 clusters Score: Raw -2344359.932986 + Penalty 4773.260496 = -2339586.672490 nChanged 301 SP:Iteration 18Q (2363.500000 sec): 3 clusters Score: Raw -2344522.663361 + Penalty 4773.260496 = -2339749.402865 nChanged 296 SP:Iteration 19Q (2363.570000 sec): 3 clusters Score: Raw -2344683.040202 + Penalty 4773.260496 = -2339909.779706 nChanged 261 SP:Iteration 20F (2363.640000 sec): 3 clusters Score: Raw -2344823.915371 + Penalty 4773.260496 = -2340050.654875 nChanged 210 SP:Iteration 21Q (2363.710000 sec): 3 clusters Score: Raw -2344944.801899 + Penalty 4773.260496 = -2340171.541403 nChanged 185 SP:Iteration 22Q (2363.770000 sec): 3 clusters Score: Raw -2345041.673383 + Penalty 4773.260496 = -2340268.412887 nChanged 134 SP:Iteration 23Q (2363.830000 sec): 3 clusters Score: Raw -2345108.487283 + Penalty 4773.260496 = -2340335.226787 nChanged 108 SP:Iteration 24Q (2363.890000 sec): 3 clusters Score: Raw -2345157.167194 + Penalty 4773.260496 = -2340383.906698 nChanged 96 SP:Iteration 25Q (2363.950000 sec): 3 clusters Score: Raw -2345211.831753 + Penalty 4773.260496 = -2340438.571257 nChanged 97 SP:Iteration 26Q (2364.010000 sec): 3 clusters Score: Raw -2345268.740818 + Penalty 4773.260496 = -2340495.480322 nChanged 88 SP:Iteration 27Q (2364.070000 sec): 3 clusters Score: Raw -2345319.284713 + Penalty 4773.260496 = -2340546.024217 nChanged 76 SP:Iteration 28Q (2364.130000 sec): 3 clusters Score: Raw -2345362.819380 + Penalty 4773.260496 = -2340589.558884 nChanged 54 SP:Iteration 29Q (2364.190000 sec): 3 clusters Score: Raw -2345397.865020 + Penalty 4773.260496 = -2340624.604524 nChanged 50 SP:Iteration 30Q (2364.250000 sec): 3 clusters Score: Raw -2345424.041999 + Penalty 4773.260496 = -2340650.781503 nChanged 38 SP:Iteration 31Q (2364.310000 sec): 3 clusters Score: Raw -2345446.126971 + Penalty 4773.260496 = -2340672.866475 nChanged 38 SP:Iteration 32Q (2364.370000 sec): 3 clusters Score: Raw -2345465.630968 + Penalty 4773.260496 = -2340692.370472 nChanged 24 SP:Iteration 33Q (2364.430000 sec): 3 clusters Score: Raw -2345480.310858 + Penalty 4773.260496 = -2340707.050362 nChanged 20 SP:Iteration 34Q (2364.480000 sec): 3 clusters Score: Raw -2345492.317900 + Penalty 4773.260496 = -2340719.057404 nChanged 19 SP:Iteration 35Q (2364.540000 sec): 3 clusters Score: Raw -2345503.137562 + Penalty 4773.260496 = -2340729.877066 nChanged 13 SP:Iteration 36Q (2364.600000 sec): 3 clusters Score: Raw -2345510.316894 + Penalty 4773.260496 = -2340737.056398 nChanged 21 SP:Iteration 37Q (2364.650000 sec): 3 clusters Score: Raw -2345525.598328 + Penalty 4773.260496 = -2340752.337832 nChanged 27 SP:Iteration 38Q (2364.710000 sec): 3 clusters Score: Raw -2345543.481947 + Penalty 4773.260496 = -2340770.221451 nChanged 21 SP:Iteration 39Q (2364.770000 sec): 3 clusters Score: Raw -2345558.829733 + Penalty 4773.260496 = -2340785.569237 nChanged 21 SP:Iteration 40F (2364.840000 sec): 3 clusters Score: Raw -2345572.133340 + Penalty 4773.260496 = -2340798.872844 nChanged 25 SP:Iteration 41Q (2364.900000 sec): 3 clusters Score: Raw -2345588.689762 + Penalty 4773.260496 = -2340815.429266 nChanged 15 SP:Iteration 42Q (2364.950000 sec): 3 clusters Score: Raw -2345596.169488 + Penalty 4773.260496 = -2340822.908992 nChanged 7 SP:Iteration 43Q (2365.010000 sec): 3 clusters Score: Raw -2345601.419562 + Penalty 4773.260496 = -2340828.159066 nChanged 6 SP:Iteration 44Q (2365.070000 sec): 3 clusters Score: Raw -2345605.710471 + Penalty 4773.260496 = -2340832.449975 nChanged 3 SP:Iteration 45Q (2365.120000 sec): 3 clusters Score: Raw -2345607.391693 + Penalty 4773.260496 = -2340834.131197 nChanged 0 SP:Iteration 46F (2365.200000 sec): 3 clusters Score: Raw -2345607.391693 + Penalty 4773.260496 = -2340834.131197 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 21 (7283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2365.230000 sec): 2 clusters Score: Raw -1128339.381906 + Penalty 2205.537940 = -1126133.843967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.270000 sec): 3 clusters Score: Raw -1124543.809246 + Penalty 4411.075880 = -1120132.733366 nChanged 2978 SP:Iteration 1F (2365.310000 sec): 3 clusters Score: Raw -1126120.706558 + Penalty 4411.075880 = -1121709.630679 nChanged 506 SP:Iteration 2F (2365.340000 sec): 3 clusters Score: Raw -1126345.613240 + Penalty 4411.075880 = -1121934.537360 nChanged 293 SP:Iteration 3Q (2365.380000 sec): 3 clusters Score: Raw -1126469.327353 + Penalty 4411.075880 = -1122058.251474 nChanged 242 SP:Iteration 4Q (2365.410000 sec): 3 clusters Score: Raw -1126570.353989 + Penalty 4411.075880 = -1122159.278109 nChanged 221 SP:Iteration 5Q (2365.450000 sec): 3 clusters Score: Raw -1126669.794026 + Penalty 4411.075880 = -1122258.718147 nChanged 223 SP:Iteration 6Q (2365.490000 sec): 3 clusters Score: Raw -1126769.069327 + Penalty 4411.075880 = -1122357.993447 nChanged 198 SP:Iteration 7Q (2365.520000 sec): 3 clusters Score: Raw -1126851.591537 + Penalty 4411.075880 = -1122440.515657 nChanged 182 SP:Iteration 8Q (2365.560000 sec): 3 clusters Score: Raw -1126927.728259 + Penalty 4411.075880 = -1122516.652379 nChanged 159 SP:Iteration 9Q (2365.590000 sec): 3 clusters Score: Raw -1127001.075513 + Penalty 4411.075880 = -1122589.999634 nChanged 150 SP:Iteration 10Q (2365.630000 sec): 3 clusters Score: Raw -1127069.171133 + Penalty 4411.075880 = -1122658.095254 nChanged 161 SP:Iteration 11Q (2365.670000 sec): 3 clusters Score: Raw -1127129.281115 + Penalty 4411.075880 = -1122718.205235 nChanged 132 SP:Iteration 12Q (2365.700000 sec): 3 clusters Score: Raw -1127190.775360 + Penalty 4411.075880 = -1122779.699481 nChanged 157 SP:Iteration 13Q (2365.740000 sec): 3 clusters Score: Raw -1127259.884033 + Penalty 4411.075880 = -1122848.808154 nChanged 133 SP:Iteration 14Q (2365.770000 sec): 3 clusters Score: Raw -1127314.757459 + Penalty 4411.075880 = -1122903.681579 nChanged 131 SP:Iteration 15Q (2365.810000 sec): 3 clusters Score: Raw -1127368.311343 + Penalty 4411.075880 = -1122957.235464 nChanged 134 SP:Iteration 16Q (2365.840000 sec): 3 clusters Score: Raw -1127425.789949 + Penalty 4411.075880 = -1123014.714069 nChanged 131 SP:Iteration 17Q (2365.880000 sec): 3 clusters Score: Raw -1127477.705064 + Penalty 4411.075880 = -1123066.629184 nChanged 125 SP:Iteration 18Q (2365.910000 sec): 3 clusters Score: Raw -1127524.597818 + Penalty 4411.075880 = -1123113.521938 nChanged 126 SP:Iteration 19Q (2365.950000 sec): 3 clusters Score: Raw -1127573.692766 + Penalty 4411.075880 = -1123162.616887 nChanged 117 SP:Iteration 20F (2365.990000 sec): 3 clusters Score: Raw -1127622.372547 + Penalty 4411.075880 = -1123211.296667 nChanged 106 SP:Iteration 21Q (2366.020000 sec): 3 clusters Score: Raw -1127673.907002 + Penalty 4411.075880 = -1123262.831123 nChanged 115 SP:Iteration 22Q (2366.050000 sec): 3 clusters Score: Raw -1127725.017893 + Penalty 4411.075880 = -1123313.942014 nChanged 132 SP:Iteration 23Q (2366.090000 sec): 3 clusters Score: Raw -1127788.357847 + Penalty 4411.075880 = -1123377.281967 nChanged 131 SP:Iteration 24Q (2366.130000 sec): 3 clusters Score: Raw -1127854.846644 + Penalty 4411.075880 = -1123443.770764 nChanged 128 SP:Iteration 25Q (2366.160000 sec): 3 clusters Score: Raw -1127921.376980 + Penalty 4411.075880 = -1123510.301100 nChanged 132 SP:Iteration 26Q (2366.190000 sec): 3 clusters Score: Raw -1127994.382154 + Penalty 4411.075880 = -1123583.306275 nChanged 123 SP:Iteration 27Q (2366.230000 sec): 3 clusters Score: Raw -1128057.647550 + Penalty 4411.075880 = -1123646.571671 nChanged 111 SP:Iteration 28Q (2366.270000 sec): 3 clusters Score: Raw -1128107.044578 + Penalty 4411.075880 = -1123695.968698 nChanged 110 SP:Iteration 29Q (2366.300000 sec): 3 clusters Score: Raw -1128155.110985 + Penalty 4411.075880 = -1123744.035105 nChanged 98 SP:Iteration 30Q (2366.330000 sec): 3 clusters Score: Raw -1128196.653402 + Penalty 4411.075880 = -1123785.577523 nChanged 87 SP:Iteration 31Q (2366.370000 sec): 3 clusters Score: Raw -1128233.802253 + Penalty 4411.075880 = -1123822.726373 nChanged 79 SP:Iteration 32Q (2366.400000 sec): 3 clusters Score: Raw -1128264.624034 + Penalty 4411.075880 = -1123853.548154 nChanged 64 SP:Iteration 33Q (2366.440000 sec): 3 clusters Score: Raw -1128285.169399 + Penalty 4411.075880 = -1123874.093520 nChanged 52 SP:Iteration 34Q (2366.470000 sec): 3 clusters Score: Raw -1128304.190869 + Penalty 4411.075880 = -1123893.114990 nChanged 46 SP:Iteration 35Q (2366.510000 sec): 3 clusters Score: Raw -1128323.520038 + Penalty 4411.075880 = -1123912.444158 nChanged 47 SP:Iteration 36Q (2366.540000 sec): 3 clusters Score: Raw -1128339.991079 + Penalty 4411.075880 = -1123928.915200 nChanged 36 SP:Iteration 37Q (2366.570000 sec): 3 clusters Score: Raw -1128351.135808 + Penalty 4411.075880 = -1123940.059928 nChanged 31 SP:Iteration 38Q (2366.610000 sec): 3 clusters Score: Raw -1128358.806824 + Penalty 4411.075880 = -1123947.730944 nChanged 26 SP:Iteration 39Q (2366.640000 sec): 3 clusters Score: Raw -1128364.835790 + Penalty 4411.075880 = -1123953.759910 nChanged 19 SP:Iteration 40F (2366.680000 sec): 3 clusters Score: Raw -1128369.329338 + Penalty 4411.075880 = -1123958.253458 nChanged 16 SP:Iteration 41Q (2366.710000 sec): 3 clusters Score: Raw -1128372.310220 + Penalty 4411.075880 = -1123961.234340 nChanged 7 SP:Iteration 42Q (2366.750000 sec): 3 clusters Score: Raw -1128373.574907 + Penalty 4411.075880 = -1123962.499027 nChanged 6 SP:Iteration 43Q (2366.780000 sec): 3 clusters Score: Raw -1128375.099295 + Penalty 4411.075880 = -1123964.023415 nChanged 6 SP:Iteration 44Q (2366.810000 sec): 3 clusters Score: Raw -1128376.529055 + Penalty 4411.075880 = -1123965.453175 nChanged 10 SP:Iteration 45Q (2366.850000 sec): 3 clusters Score: Raw -1128378.910454 + Penalty 4411.075880 = -1123967.834574 nChanged 5 SP:Iteration 46Q (2366.880000 sec): 3 clusters Score: Raw -1128379.929736 + Penalty 4411.075880 = -1123968.853857 nChanged 5 SP:Iteration 47Q (2366.920000 sec): 3 clusters Score: Raw -1128381.398662 + Penalty 4411.075880 = -1123970.322783 nChanged 4 SP:Iteration 48Q (2366.950000 sec): 3 clusters Score: Raw -1128382.306290 + Penalty 4411.075880 = -1123971.230410 nChanged 2 SP:Iteration 49Q (2366.990000 sec): 3 clusters Score: Raw -1128382.759291 + Penalty 4411.075880 = -1123971.683411 nChanged 8 SP:Iteration 50Q (2367.020000 sec): 3 clusters Score: Raw -1128384.003230 + Penalty 4411.075880 = -1123972.927351 nChanged 3 SP:Iteration 51Q (2367.050000 sec): 3 clusters Score: Raw -1128384.634862 + Penalty 4411.075880 = -1123973.558983 nChanged 3 SP:Iteration 52Q (2367.090000 sec): 3 clusters Score: Raw -1128385.466053 + Penalty 4411.075880 = -1123974.390173 nChanged 5 SP:Iteration 53Q (2367.120000 sec): 3 clusters Score: Raw -1128386.976391 + Penalty 4411.075880 = -1123975.900512 nChanged 4 SP:Iteration 54Q (2367.150000 sec): 3 clusters Score: Raw -1128387.605811 + Penalty 4411.075880 = -1123976.529931 nChanged 3 SP:Iteration 55Q (2367.190000 sec): 3 clusters Score: Raw -1128388.167392 + Penalty 4411.075880 = -1123977.091512 nChanged 5 SP:Iteration 56Q (2367.220000 sec): 3 clusters Score: Raw -1128389.059662 + Penalty 4411.075880 = -1123977.983782 nChanged 6 SP:Iteration 57Q (2367.260000 sec): 3 clusters Score: Raw -1128390.041164 + Penalty 4411.075880 = -1123978.965285 nChanged 4 SP:Iteration 58Q (2367.290000 sec): 3 clusters Score: Raw -1128390.797687 + Penalty 4411.075880 = -1123979.721808 nChanged 6 SP:Iteration 59Q (2367.330000 sec): 3 clusters Score: Raw -1128391.866918 + Penalty 4411.075880 = -1123980.791038 nChanged 3 SP:Iteration 60F (2367.360000 sec): 3 clusters Score: Raw -1128393.209625 + Penalty 4411.075880 = -1123982.133745 nChanged 3 SP:Iteration 61Q (2367.390000 sec): 3 clusters Score: Raw -1128394.091967 + Penalty 4411.075880 = -1123983.016088 nChanged 1 SP:Iteration 62Q (2367.430000 sec): 3 clusters Score: Raw -1128394.344169 + Penalty 4411.075880 = -1123983.268289 nChanged 4 SP:Iteration 63Q (2367.460000 sec): 3 clusters Score: Raw -1128395.282900 + Penalty 4411.075880 = -1123984.207021 nChanged 2 SP:Iteration 64Q (2367.490000 sec): 3 clusters Score: Raw -1128395.777760 + Penalty 4411.075880 = -1123984.701880 nChanged 4 SP:Iteration 65Q (2367.530000 sec): 3 clusters Score: Raw -1128396.882067 + Penalty 4411.075880 = -1123985.806188 nChanged 10 SP:Iteration 66Q (2367.560000 sec): 3 clusters Score: Raw -1128399.296741 + Penalty 4411.075880 = -1123988.220861 nChanged 7 SP:Iteration 67Q (2367.600000 sec): 3 clusters Score: Raw -1128400.941410 + Penalty 4411.075880 = -1123989.865530 nChanged 8 SP:Iteration 68Q (2367.630000 sec): 3 clusters Score: Raw -1128402.271861 + Penalty 4411.075880 = -1123991.195981 nChanged 9 SP:Iteration 69Q (2367.670000 sec): 3 clusters Score: Raw -1128404.070678 + Penalty 4411.075880 = -1123992.994798 nChanged 7 SP:Iteration 70Q (2367.700000 sec): 3 clusters Score: Raw -1128406.199479 + Penalty 4411.075880 = -1123995.123599 nChanged 10 SP:Iteration 71Q (2367.730000 sec): 3 clusters Score: Raw -1128407.997617 + Penalty 4411.075880 = -1123996.921737 nChanged 7 SP:Iteration 72Q (2367.770000 sec): 3 clusters Score: Raw -1128409.661422 + Penalty 4411.075880 = -1123998.585543 nChanged 8 SP:Iteration 73Q (2367.800000 sec): 3 clusters Score: Raw -1128411.923602 + Penalty 4411.075880 = -1124000.847722 nChanged 9 SP:Iteration 74Q (2367.830000 sec): 3 clusters Score: Raw -1128413.836300 + Penalty 4411.075880 = -1124002.760420 nChanged 9 SP:Iteration 75Q (2367.870000 sec): 3 clusters Score: Raw -1128415.313913 + Penalty 4411.075880 = -1124004.238034 nChanged 12 SP:Iteration 76Q (2367.900000 sec): 3 clusters Score: Raw -1128417.921524 + Penalty 4411.075880 = -1124006.845645 nChanged 7 SP:Iteration 77Q (2367.930000 sec): 3 clusters Score: Raw -1128419.701440 + Penalty 4411.075880 = -1124008.625561 nChanged 8 SP:Iteration 78Q (2367.970000 sec): 3 clusters Score: Raw -1128421.277781 + Penalty 4411.075880 = -1124010.201901 nChanged 4 SP:Iteration 79Q (2368.000000 sec): 3 clusters Score: Raw -1128422.381414 + Penalty 4411.075880 = -1124011.305535 nChanged 6 SP:Iteration 80F (2368.040000 sec): 3 clusters Score: Raw -1128423.792593 + Penalty 4411.075880 = -1124012.716713 nChanged 2 SP:Iteration 81Q (2368.070000 sec): 3 clusters Score: Raw -1128424.142357 + Penalty 4411.075880 = -1124013.066478 nChanged 1 SP:Iteration 82Q (2368.110000 sec): 3 clusters Score: Raw -1128424.244987 + Penalty 4411.075880 = -1124013.169108 nChanged 1 SP:Iteration 83Q (2368.140000 sec): 3 clusters Score: Raw -1128424.454561 + Penalty 4411.075880 = -1124013.378682 nChanged 0 SP:Iteration 84F (2368.180000 sec): 3 clusters Score: Raw -1128424.454561 + Penalty 4411.075880 = -1124013.378682 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 22 (4604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2368.200000 sec): 2 clusters Score: Raw -714601.022747 + Penalty 2091.800831 = -712509.221916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2368.220000 sec): 3 clusters Score: Raw -712422.209117 + Penalty 4183.601662 = -708238.607455 nChanged 1715 SP:Iteration 1F (2368.250000 sec): 3 clusters Score: Raw -713438.982690 + Penalty 4183.601662 = -709255.381028 nChanged 323 SP:Iteration 2F (2368.270000 sec): 3 clusters Score: Raw -713629.092673 + Penalty 4183.601662 = -709445.491011 nChanged 205 SP:Iteration 3Q (2368.290000 sec): 3 clusters Score: Raw -713750.844171 + Penalty 4183.601662 = -709567.242510 nChanged 159 SP:Iteration 4Q (2368.310000 sec): 3 clusters Score: Raw -713820.462692 + Penalty 4183.601662 = -709636.861030 nChanged 105 SP:Iteration 5Q (2368.340000 sec): 3 clusters Score: Raw -713859.765867 + Penalty 4183.601662 = -709676.164205 nChanged 72 SP:Iteration 6Q (2368.360000 sec): 3 clusters Score: Raw -713889.241783 + Penalty 4183.601662 = -709705.640121 nChanged 63 SP:Iteration 7Q (2368.390000 sec): 3 clusters Score: Raw -713912.513116 + Penalty 4183.601662 = -709728.911454 nChanged 48 SP:Iteration 8Q (2368.410000 sec): 3 clusters Score: Raw -713930.156616 + Penalty 4183.601662 = -709746.554954 nChanged 52 SP:Iteration 9Q (2368.430000 sec): 3 clusters Score: Raw -713948.042827 + Penalty 4183.601662 = -709764.441165 nChanged 40 SP:Iteration 10Q (2368.450000 sec): 3 clusters Score: Raw -713961.590029 + Penalty 4183.601662 = -709777.988367 nChanged 37 SP:Iteration 11Q (2368.480000 sec): 3 clusters Score: Raw -713974.169769 + Penalty 4183.601662 = -709790.568107 nChanged 28 SP:Iteration 12Q (2368.500000 sec): 3 clusters Score: Raw -713984.280676 + Penalty 4183.601662 = -709800.679014 nChanged 28 SP:Iteration 13Q (2368.520000 sec): 3 clusters Score: Raw -713995.375322 + Penalty 4183.601662 = -709811.773660 nChanged 31 SP:Iteration 14Q (2368.550000 sec): 3 clusters Score: Raw -714004.025349 + Penalty 4183.601662 = -709820.423687 nChanged 22 SP:Iteration 15Q (2368.570000 sec): 3 clusters Score: Raw -714010.293786 + Penalty 4183.601662 = -709826.692124 nChanged 19 SP:Iteration 16Q (2368.590000 sec): 3 clusters Score: Raw -714016.448507 + Penalty 4183.601662 = -709832.846845 nChanged 15 SP:Iteration 17Q (2368.610000 sec): 3 clusters Score: Raw -714020.898116 + Penalty 4183.601662 = -709837.296454 nChanged 13 SP:Iteration 18Q (2368.640000 sec): 3 clusters Score: Raw -714023.098630 + Penalty 4183.601662 = -709839.496968 nChanged 11 SP:Iteration 19Q (2368.660000 sec): 3 clusters Score: Raw -714025.395152 + Penalty 4183.601662 = -709841.793490 nChanged 8 SP:Iteration 20F (2368.680000 sec): 3 clusters Score: Raw -714028.108028 + Penalty 4183.601662 = -709844.506366 nChanged 10 SP:Iteration 21Q (2368.710000 sec): 3 clusters Score: Raw -714029.960488 + Penalty 4183.601662 = -709846.358827 nChanged 7 SP:Iteration 22Q (2368.730000 sec): 3 clusters Score: Raw -714031.204682 + Penalty 4183.601662 = -709847.603020 nChanged 5 SP:Iteration 23Q (2368.750000 sec): 3 clusters Score: Raw -714031.847606 + Penalty 4183.601662 = -709848.245945 nChanged 2 SP:Iteration 24Q (2368.770000 sec): 3 clusters Score: Raw -714032.220279 + Penalty 4183.601662 = -709848.618617 nChanged 2 SP:Iteration 25Q (2368.790000 sec): 3 clusters Score: Raw -714032.619283 + Penalty 4183.601662 = -709849.017622 nChanged 2 SP:Iteration 26Q (2368.820000 sec): 3 clusters Score: Raw -714033.144958 + Penalty 4183.601662 = -709849.543297 nChanged 5 SP:Iteration 27Q (2368.840000 sec): 3 clusters Score: Raw -714034.829869 + Penalty 4183.601662 = -709851.228207 nChanged 3 SP:Iteration 28Q (2368.860000 sec): 3 clusters Score: Raw -714035.721931 + Penalty 4183.601662 = -709852.120270 nChanged 5 SP:Iteration 29Q (2368.890000 sec): 3 clusters Score: Raw -714036.662121 + Penalty 4183.601662 = -709853.060459 nChanged 3 SP:Iteration 30Q (2368.910000 sec): 3 clusters Score: Raw -714037.181033 + Penalty 4183.601662 = -709853.579371 nChanged 2 SP:Iteration 31Q (2368.930000 sec): 3 clusters Score: Raw -714037.573086 + Penalty 4183.601662 = -709853.971424 nChanged 5 SP:Iteration 32Q (2368.950000 sec): 3 clusters Score: Raw -714038.658268 + Penalty 4183.601662 = -709855.056606 nChanged 7 SP:Iteration 33Q (2368.980000 sec): 3 clusters Score: Raw -714040.228970 + Penalty 4183.601662 = -709856.627308 nChanged 5 SP:Iteration 34Q (2369.000000 sec): 3 clusters Score: Raw -714042.025546 + Penalty 4183.601662 = -709858.423884 nChanged 3 SP:Iteration 35Q (2369.020000 sec): 3 clusters Score: Raw -714042.734248 + Penalty 4183.601662 = -709859.132586 nChanged 2 SP:Iteration 36Q (2369.050000 sec): 3 clusters Score: Raw -714043.026157 + Penalty 4183.601662 = -709859.424495 nChanged 2 SP:Iteration 37Q (2369.070000 sec): 3 clusters Score: Raw -714043.603538 + Penalty 4183.601662 = -709860.001877 nChanged 1 SP:Iteration 38Q (2369.090000 sec): 3 clusters Score: Raw -714043.908263 + Penalty 4183.601662 = -709860.306601 nChanged 0 SP:Iteration 39F (2369.110000 sec): 3 clusters Score: Raw -714043.908263 + Penalty 4183.601662 = -709860.306601 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 23 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.120000 sec): 2 clusters Score: Raw -87033.041554 + Penalty 1574.152524 = -85458.889030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.120000 sec): 3 clusters Score: Raw -87008.300905 + Penalty 3148.305048 = -83859.995857 nChanged 116 SP:Iteration 1F (2369.130000 sec): 3 clusters Score: Raw -87218.997752 + Penalty 3148.305048 = -84070.692704 nChanged 30 SP:Iteration 2F (2369.130000 sec): 3 clusters Score: Raw -87277.965752 + Penalty 3148.305048 = -84129.660704 nChanged 12 SP:Iteration 3Q (2369.130000 sec): 3 clusters Score: Raw -87306.285972 + Penalty 3148.305048 = -84157.980924 nChanged 8 SP:Iteration 4Q (2369.130000 sec): 3 clusters Score: Raw -87318.951636 + Penalty 3148.305048 = -84170.646588 nChanged 4 SP:Iteration 5Q (2369.140000 sec): 3 clusters Score: Raw -87326.059928 + Penalty 3148.305048 = -84177.754880 nChanged 1 SP:Iteration 6Q (2369.140000 sec): 3 clusters Score: Raw -87328.229777 + Penalty 3148.305048 = -84179.924729 nChanged 2 SP:Iteration 7Q (2369.140000 sec): 3 clusters Score: Raw -87331.484626 + Penalty 3148.305048 = -84183.179578 nChanged 1 SP:Iteration 8Q (2369.150000 sec): 3 clusters Score: Raw -87333.616584 + Penalty 3148.305048 = -84185.311536 nChanged 0 SP:Iteration 9F (2369.150000 sec): 3 clusters Score: Raw -87333.616584 + Penalty 3148.305048 = -84185.311536 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 24 (4329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.170000 sec): 2 clusters Score: Raw -667992.469296 + Penalty 2076.526778 = -665915.942518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.190000 sec): 3 clusters Score: Raw -665984.811048 + Penalty 4153.053556 = -661831.757492 nChanged 1633 SP:Iteration 1F (2369.210000 sec): 3 clusters Score: Raw -667061.029199 + Penalty 4153.053556 = -662907.975643 nChanged 391 SP:Iteration 2F (2369.230000 sec): 3 clusters Score: Raw -667377.986453 + Penalty 4153.053556 = -663224.932897 nChanged 322 SP:Iteration 3F (2369.250000 sec): 3 clusters Score: Raw -667683.794123 + Penalty 4153.053556 = -663530.740567 nChanged 268 SP:Iteration 4F (2369.280000 sec): 3 clusters Score: Raw -667952.829421 + Penalty 4153.053556 = -663799.775865 nChanged 224 SP:Iteration 5F (2369.300000 sec): 3 clusters Score: Raw -668153.199261 + Penalty 4153.053556 = -664000.145705 nChanged 208 SP:Iteration 6Q (2369.320000 sec): 3 clusters Score: Raw -668303.755992 + Penalty 4153.053556 = -664150.702436 nChanged 152 SP:Iteration 7Q (2369.340000 sec): 3 clusters Score: Raw -668409.870256 + Penalty 4153.053556 = -664256.816700 nChanged 101 SP:Iteration 8Q (2369.360000 sec): 3 clusters Score: Raw -668478.021085 + Penalty 4153.053556 = -664324.967528 nChanged 71 SP:Iteration 9Q (2369.380000 sec): 3 clusters Score: Raw -668522.672191 + Penalty 4153.053556 = -664369.618635 nChanged 52 SP:Iteration 10Q (2369.410000 sec): 3 clusters Score: Raw -668550.805985 + Penalty 4153.053556 = -664397.752429 nChanged 37 SP:Iteration 11Q (2369.430000 sec): 3 clusters Score: Raw -668565.828448 + Penalty 4153.053556 = -664412.774891 nChanged 26 SP:Iteration 12Q (2369.450000 sec): 3 clusters Score: Raw -668576.228745 + Penalty 4153.053556 = -664423.175189 nChanged 15 SP:Iteration 13Q (2369.470000 sec): 3 clusters Score: Raw -668583.051755 + Penalty 4153.053556 = -664429.998199 nChanged 17 SP:Iteration 14Q (2369.490000 sec): 3 clusters Score: Raw -668590.441381 + Penalty 4153.053556 = -664437.387825 nChanged 8 SP:Iteration 15Q (2369.510000 sec): 3 clusters Score: Raw -668592.961099 + Penalty 4153.053556 = -664439.907543 nChanged 4 SP:Iteration 16Q (2369.530000 sec): 3 clusters Score: Raw -668594.904448 + Penalty 4153.053556 = -664441.850892 nChanged 10 SP:Iteration 17Q (2369.550000 sec): 3 clusters Score: Raw -668599.757282 + Penalty 4153.053556 = -664446.703726 nChanged 10 SP:Iteration 18Q (2369.570000 sec): 3 clusters Score: Raw -668604.368571 + Penalty 4153.053556 = -664451.315014 nChanged 6 SP:Iteration 19Q (2369.590000 sec): 3 clusters Score: Raw -668606.946805 + Penalty 4153.053556 = -664453.893249 nChanged 3 SP:Iteration 20F (2369.610000 sec): 3 clusters Score: Raw -668607.614903 + Penalty 4153.053556 = -664454.561347 nChanged 2 SP:Iteration 21Q (2369.640000 sec): 3 clusters Score: Raw -668608.457630 + Penalty 4153.053556 = -664455.404074 nChanged 3 SP:Iteration 22Q (2369.660000 sec): 3 clusters Score: Raw -668609.623900 + Penalty 4153.053556 = -664456.570343 nChanged 5 SP:Iteration 23Q (2369.680000 sec): 3 clusters Score: Raw -668611.364567 + Penalty 4153.053556 = -664458.311010 nChanged 3 SP:Iteration 24Q (2369.700000 sec): 3 clusters Score: Raw -668612.497669 + Penalty 4153.053556 = -664459.444113 nChanged 1 SP:Iteration 25Q (2369.720000 sec): 3 clusters Score: Raw -668612.687166 + Penalty 4153.053556 = -664459.633609 nChanged 0 SP:Iteration 26F (2369.740000 sec): 3 clusters Score: Raw -668612.687166 + Penalty 4153.053556 = -664459.633609 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 25 (24349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2369.850000 sec): 2 clusters Score: Raw -3754040.305295 + Penalty 2504.861023 = -3751535.444272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2369.970000 sec): 3 clusters Score: Raw -3739528.040009 + Penalty 5009.722046 = -3734518.317963 nChanged 10840 SP:Iteration 1F (2370.100000 sec): 3 clusters Score: Raw -3745393.855811 + Penalty 5009.722046 = -3740384.133766 nChanged 1360 SP:Iteration 2F (2370.220000 sec): 3 clusters Score: Raw -3745912.905640 + Penalty 5009.722046 = -3740903.183594 nChanged 1212 SP:Iteration 3Q (2370.340000 sec): 3 clusters Score: Raw -3746414.816492 + Penalty 5009.722046 = -3741405.094446 nChanged 1165 SP:Iteration 4Q (2370.470000 sec): 3 clusters Score: Raw -3746967.398583 + Penalty 5009.722046 = -3741957.676537 nChanged 1181 SP:Iteration 5Q (2370.590000 sec): 3 clusters Score: Raw -3747599.312547 + Penalty 5009.722046 = -3742589.590501 nChanged 1236 SP:Iteration 6F (2370.710000 sec): 3 clusters Score: Raw -3748292.266760 + Penalty 5009.722046 = -3743282.544715 nChanged 1261 SP:Iteration 7F (2370.840000 sec): 3 clusters Score: Raw -3749057.313946 + Penalty 5009.722046 = -3744047.591900 nChanged 1279 SP:Iteration 8F (2370.960000 sec): 3 clusters Score: Raw -3749883.372938 + Penalty 5009.722046 = -3744873.650893 nChanged 1201 SP:Iteration 9Q (2371.080000 sec): 3 clusters Score: Raw -3750681.219873 + Penalty 5009.722046 = -3745671.497827 nChanged 1109 SP:Iteration 10Q (2371.190000 sec): 3 clusters Score: Raw -3751416.997690 + Penalty 5009.722046 = -3746407.275644 nChanged 980 SP:Iteration 11Q (2371.310000 sec): 3 clusters Score: Raw -3752087.093344 + Penalty 5009.722046 = -3747077.371298 nChanged 810 SP:Iteration 12Q (2371.420000 sec): 3 clusters Score: Raw -3752664.712000 + Penalty 5009.722046 = -3747654.989955 nChanged 658 SP:Iteration 13Q (2371.530000 sec): 3 clusters Score: Raw -3753127.774037 + Penalty 5009.722046 = -3748118.051991 nChanged 497 SP:Iteration 14Q (2371.630000 sec): 3 clusters Score: Raw -3753485.520554 + Penalty 5009.722046 = -3748475.798508 nChanged 371 SP:Iteration 15Q (2371.730000 sec): 3 clusters Score: Raw -3753748.058637 + Penalty 5009.722046 = -3748738.336591 nChanged 274 SP:Iteration 16Q (2371.830000 sec): 3 clusters Score: Raw -3753925.310784 + Penalty 5009.722046 = -3748915.588738 nChanged 183 SP:Iteration 17Q (2371.930000 sec): 3 clusters Score: Raw -3754041.555015 + Penalty 5009.722046 = -3749031.832970 nChanged 132 SP:Iteration 18Q (2372.020000 sec): 3 clusters Score: Raw -3754119.800918 + Penalty 5009.722046 = -3749110.078872 nChanged 102 SP:Iteration 19Q (2372.110000 sec): 3 clusters Score: Raw -3754183.825461 + Penalty 5009.722046 = -3749174.103416 nChanged 76 SP:Iteration 20F (2372.230000 sec): 3 clusters Score: Raw -3754226.960934 + Penalty 5009.722046 = -3749217.238888 nChanged 65 SP:Iteration 21Q (2372.320000 sec): 3 clusters Score: Raw -3754263.379629 + Penalty 5009.722046 = -3749253.657584 nChanged 45 SP:Iteration 22Q (2372.420000 sec): 3 clusters Score: Raw -3754293.632527 + Penalty 5009.722046 = -3749283.910481 nChanged 43 SP:Iteration 23Q (2372.500000 sec): 3 clusters Score: Raw -3754319.412579 + Penalty 5009.722046 = -3749309.690534 nChanged 31 SP:Iteration 24Q (2372.600000 sec): 3 clusters Score: Raw -3754338.603613 + Penalty 5009.722046 = -3749328.881567 nChanged 36 SP:Iteration 25Q (2372.680000 sec): 3 clusters Score: Raw -3754359.022611 + Penalty 5009.722046 = -3749349.300565 nChanged 29 SP:Iteration 26Q (2372.780000 sec): 3 clusters Score: Raw -3754377.916901 + Penalty 5009.722046 = -3749368.194855 nChanged 26 SP:Iteration 27Q (2372.860000 sec): 3 clusters Score: Raw -3754393.310979 + Penalty 5009.722046 = -3749383.588933 nChanged 22 SP:Iteration 28Q (2372.960000 sec): 3 clusters Score: Raw -3754405.839993 + Penalty 5009.722046 = -3749396.117947 nChanged 16 SP:Iteration 29Q (2373.040000 sec): 3 clusters Score: Raw -3754416.885844 + Penalty 5009.722046 = -3749407.163798 nChanged 13 SP:Iteration 30Q (2373.140000 sec): 3 clusters Score: Raw -3754424.832574 + Penalty 5009.722046 = -3749415.110528 nChanged 6 SP:Iteration 31Q (2373.230000 sec): 3 clusters Score: Raw -3754428.020891 + Penalty 5009.722046 = -3749418.298845 nChanged 6 SP:Iteration 32Q (2373.320000 sec): 3 clusters Score: Raw -3754431.821949 + Penalty 5009.722046 = -3749422.099903 nChanged 7 SP:Iteration 33Q (2373.410000 sec): 3 clusters Score: Raw -3754435.253690 + Penalty 5009.722046 = -3749425.531644 nChanged 6 SP:Iteration 34Q (2373.500000 sec): 3 clusters Score: Raw -3754437.672900 + Penalty 5009.722046 = -3749427.950855 nChanged 2 SP:Iteration 35Q (2373.590000 sec): 3 clusters Score: Raw -3754438.923977 + Penalty 5009.722046 = -3749429.201931 nChanged 3 SP:Iteration 36Q (2373.670000 sec): 3 clusters Score: Raw -3754441.593803 + Penalty 5009.722046 = -3749431.871757 nChanged 9 SP:Iteration 37Q (2373.760000 sec): 3 clusters Score: Raw -3754446.656978 + Penalty 5009.722046 = -3749436.934932 nChanged 4 SP:Iteration 38Q (2373.850000 sec): 3 clusters Score: Raw -3754448.718585 + Penalty 5009.722046 = -3749438.996539 nChanged 2 SP:Iteration 39Q (2373.940000 sec): 3 clusters Score: Raw -3754449.317780 + Penalty 5009.722046 = -3749439.595735 nChanged 2 SP:Iteration 40F (2374.060000 sec): 3 clusters Score: Raw -3754450.736797 + Penalty 5009.722046 = -3749441.014752 nChanged 1 SP:Iteration 41Q (2374.150000 sec): 3 clusters Score: Raw -3754451.676547 + Penalty 5009.722046 = -3749441.954501 nChanged 1 SP:Iteration 42Q (2374.230000 sec): 3 clusters Score: Raw -3754452.332602 + Penalty 5009.722046 = -3749442.610557 nChanged 2 SP:Iteration 43Q (2374.320000 sec): 3 clusters Score: Raw -3754454.214148 + Penalty 5009.722046 = -3749444.492102 nChanged 1 SP:Iteration 44Q (2374.410000 sec): 3 clusters Score: Raw -3754454.743351 + Penalty 5009.722046 = -3749445.021305 nChanged 0 SP:Iteration 45F (2374.530000 sec): 3 clusters Score: Raw -3754454.743351 + Penalty 5009.722046 = -3749445.021305 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 26 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2374.550000 sec): 2 clusters Score: Raw -136408.468490 + Penalty 1706.590003 = -134701.878487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2374.550000 sec): 3 clusters Score: Raw -136221.297673 + Penalty 3413.180007 = -132808.117666 nChanged 250 SP:Iteration 1F (2374.560000 sec): 3 clusters Score: Raw -136562.001262 + Penalty 3413.180007 = -133148.821255 nChanged 74 SP:Iteration 2F (2374.570000 sec): 3 clusters Score: Raw -136680.242633 + Penalty 3413.180007 = -133267.062626 nChanged 47 SP:Iteration 3Q (2374.570000 sec): 3 clusters Score: Raw -136793.713578 + Penalty 3413.180007 = -133380.533571 nChanged 47 SP:Iteration 4Q (2374.570000 sec): 3 clusters Score: Raw -136941.412429 + Penalty 3413.180007 = -133528.232423 nChanged 51 SP:Iteration 5F (2374.580000 sec): 3 clusters Score: Raw -137122.081015 + Penalty 3413.180007 = -133708.901008 nChanged 46 SP:Iteration 6Q (2374.590000 sec): 3 clusters Score: Raw -137290.452473 + Penalty 3413.180007 = -133877.272466 nChanged 38 SP:Iteration 7Q (2374.590000 sec): 3 clusters Score: Raw -137421.845580 + Penalty 3413.180007 = -134008.665573 nChanged 27 SP:Iteration 8Q (2374.590000 sec): 3 clusters Score: Raw -137496.033629 + Penalty 3413.180007 = -134082.853623 nChanged 32 SP:Iteration 9Q (2374.600000 sec): 3 clusters Score: Raw -137641.292445 + Penalty 3413.180007 = -134228.112438 nChanged 36 SP:Iteration 10Q (2374.600000 sec): 3 clusters Score: Raw -137880.903268 + Penalty 3413.180007 = -134467.723261 nChanged 19 SP:Iteration 11Q (2374.600000 sec): 3 clusters Score: Raw -138021.903727 + Penalty 3413.180007 = -134608.723720 nChanged 15 SP:Iteration 12Q (2374.610000 sec): 3 clusters Score: Raw -138072.409152 + Penalty 3413.180007 = -134659.229146 nChanged 10 SP:Iteration 13Q (2374.610000 sec): 3 clusters Score: Raw -138102.805085 + Penalty 3413.180007 = -134689.625079 nChanged 14 SP:Iteration 14Q (2374.610000 sec): 3 clusters Score: Raw -138166.478046 + Penalty 3413.180007 = -134753.298039 nChanged 19 SP:Iteration 15Q (2374.610000 sec): 3 clusters Score: Raw -138263.689391 + Penalty 3413.180007 = -134850.509384 nChanged 17 SP:Iteration 16Q (2374.620000 sec): 3 clusters Score: Raw -138375.262846 + Penalty 3413.180007 = -134962.082840 nChanged 12 SP:Iteration 17Q (2374.620000 sec): 3 clusters Score: Raw -138515.846372 + Penalty 3413.180007 = -135102.666366 nChanged 13 SP:Iteration 18Q (2374.630000 sec): 3 clusters Score: Raw -138743.355615 + Penalty 3413.180007 = -135330.175608 nChanged 0 SP:Iteration 19F (2374.630000 sec): 3 clusters Score: Raw -138743.355615 + Penalty 3413.180007 = -135330.175608 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 27 (8245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2374.670000 sec): 2 clusters Score: Raw -1191572.584373 + Penalty 2236.305834 = -1189336.278539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2374.720000 sec): 3 clusters Score: Raw -1187281.482414 + Penalty 4472.611669 = -1182808.870745 nChanged 3314 SP:Iteration 1F (2374.760000 sec): 3 clusters Score: Raw -1189277.645480 + Penalty 4472.611669 = -1184805.033811 nChanged 696 SP:Iteration 2F (2374.800000 sec): 3 clusters Score: Raw -1189813.036284 + Penalty 4472.611669 = -1185340.424616 nChanged 587 SP:Iteration 3F (2374.840000 sec): 3 clusters Score: Raw -1190275.675181 + Penalty 4472.611669 = -1185803.063513 nChanged 518 SP:Iteration 4F (2374.880000 sec): 3 clusters Score: Raw -1190687.645824 + Penalty 4472.611669 = -1186215.034156 nChanged 451 SP:Iteration 5F (2374.920000 sec): 3 clusters Score: Raw -1191026.734715 + Penalty 4472.611669 = -1186554.123046 nChanged 374 SP:Iteration 6Q (2374.960000 sec): 3 clusters Score: Raw -1191311.513659 + Penalty 4472.611669 = -1186838.901990 nChanged 326 SP:Iteration 7Q (2375.000000 sec): 3 clusters Score: Raw -1191552.383340 + Penalty 4472.611669 = -1187079.771671 nChanged 272 SP:Iteration 8Q (2375.040000 sec): 3 clusters Score: Raw -1191753.934606 + Penalty 4472.611669 = -1187281.322938 nChanged 237 SP:Iteration 9Q (2375.080000 sec): 3 clusters Score: Raw -1191912.982094 + Penalty 4472.611669 = -1187440.370426 nChanged 174 SP:Iteration 10Q (2375.120000 sec): 3 clusters Score: Raw -1192003.479117 + Penalty 4472.611669 = -1187530.867449 nChanged 124 SP:Iteration 11Q (2375.160000 sec): 3 clusters Score: Raw -1192062.858219 + Penalty 4472.611669 = -1187590.246551 nChanged 88 SP:Iteration 12Q (2375.190000 sec): 3 clusters Score: Raw -1192098.201987 + Penalty 4472.611669 = -1187625.590318 nChanged 72 SP:Iteration 13Q (2375.230000 sec): 3 clusters Score: Raw -1192126.639721 + Penalty 4472.611669 = -1187654.028052 nChanged 65 SP:Iteration 14Q (2375.270000 sec): 3 clusters Score: Raw -1192155.695909 + Penalty 4472.611669 = -1187683.084240 nChanged 51 SP:Iteration 15Q (2375.310000 sec): 3 clusters Score: Raw -1192173.510221 + Penalty 4472.611669 = -1187700.898553 nChanged 42 SP:Iteration 16Q (2375.350000 sec): 3 clusters Score: Raw -1192190.006276 + Penalty 4472.611669 = -1187717.394607 nChanged 33 SP:Iteration 17Q (2375.380000 sec): 3 clusters Score: Raw -1192200.367654 + Penalty 4472.611669 = -1187727.755986 nChanged 30 SP:Iteration 18Q (2375.420000 sec): 3 clusters Score: Raw -1192208.030885 + Penalty 4472.611669 = -1187735.419216 nChanged 16 SP:Iteration 19Q (2375.460000 sec): 3 clusters Score: Raw -1192211.436610 + Penalty 4472.611669 = -1187738.824941 nChanged 15 SP:Iteration 20F (2375.500000 sec): 3 clusters Score: Raw -1192215.752496 + Penalty 4472.611669 = -1187743.140827 nChanged 16 SP:Iteration 21Q (2375.530000 sec): 3 clusters Score: Raw -1192219.949495 + Penalty 4472.611669 = -1187747.337826 nChanged 16 SP:Iteration 22Q (2375.570000 sec): 3 clusters Score: Raw -1192223.359204 + Penalty 4472.611669 = -1187750.747536 nChanged 13 SP:Iteration 23Q (2375.610000 sec): 3 clusters Score: Raw -1192226.842069 + Penalty 4472.611669 = -1187754.230401 nChanged 13 SP:Iteration 24Q (2375.650000 sec): 3 clusters Score: Raw -1192231.271800 + Penalty 4472.611669 = -1187758.660131 nChanged 13 SP:Iteration 25Q (2375.680000 sec): 3 clusters Score: Raw -1192234.526433 + Penalty 4472.611669 = -1187761.914765 nChanged 6 SP:Iteration 26Q (2375.720000 sec): 3 clusters Score: Raw -1192235.751389 + Penalty 4472.611669 = -1187763.139721 nChanged 5 SP:Iteration 27Q (2375.760000 sec): 3 clusters Score: Raw -1192237.331818 + Penalty 4472.611669 = -1187764.720150 nChanged 4 SP:Iteration 28Q (2375.790000 sec): 3 clusters Score: Raw -1192238.203244 + Penalty 4472.611669 = -1187765.591575 nChanged 5 SP:Iteration 29Q (2375.830000 sec): 3 clusters Score: Raw -1192239.447325 + Penalty 4472.611669 = -1187766.835656 nChanged 6 SP:Iteration 30Q (2375.870000 sec): 3 clusters Score: Raw -1192241.006156 + Penalty 4472.611669 = -1187768.394488 nChanged 8 SP:Iteration 31Q (2375.900000 sec): 3 clusters Score: Raw -1192243.370785 + Penalty 4472.611669 = -1187770.759116 nChanged 8 SP:Iteration 32Q (2375.940000 sec): 3 clusters Score: Raw -1192245.062183 + Penalty 4472.611669 = -1187772.450514 nChanged 8 SP:Iteration 33Q (2375.980000 sec): 3 clusters Score: Raw -1192246.817072 + Penalty 4472.611669 = -1187774.205403 nChanged 5 SP:Iteration 34Q (2376.010000 sec): 3 clusters Score: Raw -1192248.719881 + Penalty 4472.611669 = -1187776.108212 nChanged 9 SP:Iteration 35Q (2376.050000 sec): 3 clusters Score: Raw -1192250.632868 + Penalty 4472.611669 = -1187778.021200 nChanged 8 SP:Iteration 36Q (2376.090000 sec): 3 clusters Score: Raw -1192253.082376 + Penalty 4472.611669 = -1187780.470708 nChanged 9 SP:Iteration 37Q (2376.130000 sec): 3 clusters Score: Raw -1192254.783840 + Penalty 4472.611669 = -1187782.172171 nChanged 2 SP:Iteration 38Q (2376.160000 sec): 3 clusters Score: Raw -1192255.187484 + Penalty 4472.611669 = -1187782.575815 nChanged 1 SP:Iteration 39Q (2376.200000 sec): 3 clusters Score: Raw -1192255.447499 + Penalty 4472.611669 = -1187782.835831 nChanged 1 SP:Iteration 40F (2376.240000 sec): 3 clusters Score: Raw -1192255.725150 + Penalty 4472.611669 = -1187783.113482 nChanged 1 SP:Iteration 41Q (2376.270000 sec): 3 clusters Score: Raw -1192256.018373 + Penalty 4472.611669 = -1187783.406704 nChanged 1 SP:Iteration 42Q (2376.310000 sec): 3 clusters Score: Raw -1192256.079209 + Penalty 4472.611669 = -1187783.467541 nChanged 1 SP:Iteration 43Q (2376.350000 sec): 3 clusters Score: Raw -1192256.484545 + Penalty 4472.611669 = -1187783.872877 nChanged 6 SP:Iteration 44Q (2376.390000 sec): 3 clusters Score: Raw -1192258.438043 + Penalty 4472.611669 = -1187785.826374 nChanged 6 SP:Iteration 45Q (2376.420000 sec): 3 clusters Score: Raw -1192259.796001 + Penalty 4472.611669 = -1187787.184332 nChanged 3 SP:Iteration 46Q (2376.460000 sec): 3 clusters Score: Raw -1192260.347077 + Penalty 4472.611669 = -1187787.735409 nChanged 3 SP:Iteration 47Q (2376.500000 sec): 3 clusters Score: Raw -1192261.067244 + Penalty 4472.611669 = -1187788.455575 nChanged 6 SP:Iteration 48Q (2376.530000 sec): 3 clusters Score: Raw -1192262.501366 + Penalty 4472.611669 = -1187789.889698 nChanged 7 SP:Iteration 49Q (2376.570000 sec): 3 clusters Score: Raw -1192264.527160 + Penalty 4472.611669 = -1187791.915491 nChanged 9 SP:Iteration 50Q (2376.610000 sec): 3 clusters Score: Raw -1192266.584358 + Penalty 4472.611669 = -1187793.972689 nChanged 8 SP:Iteration 51Q (2376.650000 sec): 3 clusters Score: Raw -1192268.706103 + Penalty 4472.611669 = -1187796.094434 nChanged 10 SP:Iteration 52Q (2376.680000 sec): 3 clusters Score: Raw -1192270.987211 + Penalty 4472.611669 = -1187798.375542 nChanged 7 SP:Iteration 53Q (2376.720000 sec): 3 clusters Score: Raw -1192272.438152 + Penalty 4472.611669 = -1187799.826484 nChanged 6 SP:Iteration 54Q (2376.750000 sec): 3 clusters Score: Raw -1192273.915649 + Penalty 4472.611669 = -1187801.303980 nChanged 3 SP:Iteration 55Q (2376.790000 sec): 3 clusters Score: Raw -1192274.580675 + Penalty 4472.611669 = -1187801.969006 nChanged 4 SP:Iteration 56Q (2376.830000 sec): 3 clusters Score: Raw -1192275.464869 + Penalty 4472.611669 = -1187802.853200 nChanged 4 SP:Iteration 57Q (2376.860000 sec): 3 clusters Score: Raw -1192276.548565 + Penalty 4472.611669 = -1187803.936896 nChanged 3 SP:Iteration 58Q (2376.900000 sec): 3 clusters Score: Raw -1192277.211019 + Penalty 4472.611669 = -1187804.599351 nChanged 0 SP:Iteration 59F (2376.940000 sec): 3 clusters Score: Raw -1192277.211019 + Penalty 4472.611669 = -1187804.599351 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 28 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.950000 sec): 2 clusters Score: Raw -74036.862266 + Penalty 1566.208784 = -72470.653482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.950000 sec): 3 clusters Score: Raw -74119.079779 + Penalty 3132.417569 = -70986.662210 nChanged 111 SP:Iteration 1F (2376.950000 sec): 3 clusters Score: Raw -74429.262509 + Penalty 3132.417569 = -71296.844941 nChanged 36 SP:Iteration 2F (2376.960000 sec): 3 clusters Score: Raw -74502.133113 + Penalty 3132.417569 = -71369.715544 nChanged 15 SP:Iteration 3Q (2376.960000 sec): 3 clusters Score: Raw -74549.273924 + Penalty 3132.417569 = -71416.856355 nChanged 13 SP:Iteration 4Q (2376.960000 sec): 3 clusters Score: Raw -74577.562081 + Penalty 3132.417569 = -71445.144512 nChanged 6 SP:Iteration 5Q (2376.970000 sec): 3 clusters Score: Raw -74599.066245 + Penalty 3132.417569 = -71466.648676 nChanged 6 SP:Iteration 6Q (2376.970000 sec): 3 clusters Score: Raw -74612.589514 + Penalty 3132.417569 = -71480.171945 nChanged 6 SP:Iteration 7Q (2376.970000 sec): 3 clusters Score: Raw -74628.328767 + Penalty 3132.417569 = -71495.911198 nChanged 3 SP:Iteration 8Q (2376.970000 sec): 3 clusters Score: Raw -74646.559568 + Penalty 3132.417569 = -71514.142000 nChanged 4 SP:Iteration 9Q (2376.980000 sec): 3 clusters Score: Raw -74668.014171 + Penalty 3132.417569 = -71535.596602 nChanged 6 SP:Iteration 10Q (2376.980000 sec): 3 clusters Score: Raw -74697.106423 + Penalty 3132.417569 = -71564.688854 nChanged 7 SP:Iteration 11Q (2376.980000 sec): 3 clusters Score: Raw -74711.029530 + Penalty 3132.417569 = -71578.611961 nChanged 6 SP:Iteration 12Q (2376.980000 sec): 3 clusters Score: Raw -74729.010922 + Penalty 3132.417569 = -71596.593353 nChanged 3 SP:Iteration 13Q (2376.990000 sec): 3 clusters Score: Raw -74736.545713 + Penalty 3132.417569 = -71604.128144 nChanged 4 SP:Iteration 14Q (2376.990000 sec): 3 clusters Score: Raw -74757.640446 + Penalty 3132.417569 = -71625.222878 nChanged 9 SP:Iteration 15Q (2376.990000 sec): 3 clusters Score: Raw -74812.266292 + Penalty 3132.417569 = -71679.848723 nChanged 9 SP:Iteration 16Q (2376.990000 sec): 3 clusters Score: Raw -74862.786935 + Penalty 3132.417569 = -71730.369366 nChanged 16 SP:Iteration 17Q (2376.990000 sec): 3 clusters Score: Raw -74961.126314 + Penalty 3132.417569 = -71828.708745 nChanged 11 SP:Iteration 18Q (2377.000000 sec): 3 clusters Score: Raw -75019.367026 + Penalty 3132.417569 = -71886.949457 nChanged 15 SP:Iteration 19Q (2377.000000 sec): 3 clusters Score: Raw -75068.852276 + Penalty 3132.417569 = -71936.434708 nChanged 9 SP:Iteration 20F (2377.000000 sec): 3 clusters Score: Raw -75100.443706 + Penalty 3132.417569 = -71968.026137 nChanged 9 SP:Iteration 21Q (2377.010000 sec): 3 clusters Score: Raw -75159.568690 + Penalty 3132.417569 = -72027.151121 nChanged 20 SP:Iteration 22Q (2377.010000 sec): 3 clusters Score: Raw -75261.706307 + Penalty 3132.417569 = -72129.288739 nChanged 22 SP:Iteration 23Q (2377.010000 sec): 3 clusters Score: Raw -75404.227643 + Penalty 3132.417569 = -72271.810074 nChanged 11 SP:Iteration 24Q (2377.010000 sec): 3 clusters Score: Raw -75469.890339 + Penalty 3132.417569 = -72337.472770 nChanged 9 SP:Iteration 25Q (2377.010000 sec): 3 clusters Score: Raw -75534.098289 + Penalty 3132.417569 = -72401.680720 nChanged 10 SP:Iteration 26Q (2377.020000 sec): 3 clusters Score: Raw -75600.267388 + Penalty 3132.417569 = -72467.849819 nChanged 20 SP:Iteration 27Q (2377.020000 sec): 3 clusters Score: Raw -75741.598842 + Penalty 3132.417569 = -72609.181273 nChanged 14 SP:Iteration 28Q (2377.020000 sec): 3 clusters Score: Raw -75856.940874 + Penalty 3132.417569 = -72724.523305 nChanged 3 SP:Iteration 29Q (2377.020000 sec): 3 clusters Score: Raw -75921.581075 + Penalty 3132.417569 = -72789.163506 nChanged 4 SP:Iteration 30Q (2377.030000 sec): 3 clusters Score: Raw -76008.067668 + Penalty 3132.417569 = -72875.650099 nChanged 4 SP:Iteration 31Q (2377.030000 sec): 3 clusters Score: Raw -76179.159173 + Penalty 3132.417569 = -73046.741604 nChanged 4 SP:Iteration 32Q (2377.030000 sec): 3 clusters Score: Raw -76279.548240 + Penalty 3132.417569 = -73147.130671 nChanged 2 SP:Iteration 33Q (2377.030000 sec): 3 clusters Score: Raw -76412.195285 + Penalty 3132.417569 = -73279.777716 nChanged 0 SP:Iteration 34F (2377.030000 sec): 3 clusters Score: Raw -76423.335603 + Penalty 3132.417569 = -73290.918034 nChanged 1 SP:Iteration 35Q (2377.030000 sec): 3 clusters Score: Raw -76590.557611 + Penalty 3132.417569 = -73458.140043 nChanged 0 SP:Iteration 36F (2377.040000 sec): 3 clusters Score: Raw -76590.557611 + Penalty 3132.417569 = -73458.140043 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 29 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.050000 sec): 2 clusters Score: Raw -13004.548906 + Penalty 1139.589723 = -11864.959184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.050000 sec): 3 clusters Score: Raw -13379.421467 + Penalty 2279.179446 = -11100.242021 nChanged 1 SP:Iteration 1Q (2377.050000 sec): 3 clusters Score: Raw -13395.575332 + Penalty 2279.179446 = -11116.395887 nChanged 1 SP:Iteration 2Q (2377.050000 sec): 3 clusters Score: Raw -13398.945157 + Penalty 2279.179446 = -11119.765712 nChanged 0 SP:Iteration 3F (2377.050000 sec): 3 clusters Score: Raw -13398.945157 + Penalty 2279.179446 = -11119.765712 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 30 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.050000 sec): 2 clusters Score: Raw -81048.779650 + Penalty 1559.849462 = -79488.930189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.060000 sec): 3 clusters Score: Raw -81076.694081 + Penalty 3119.698923 = -77956.995158 nChanged 89 SP:Iteration 1F (2377.060000 sec): 3 clusters Score: Raw -81245.145326 + Penalty 3119.698923 = -78125.446403 nChanged 17 SP:Iteration 2Q (2377.060000 sec): 3 clusters Score: Raw -81272.124639 + Penalty 3119.698923 = -78152.425716 nChanged 6 SP:Iteration 3Q (2377.070000 sec): 3 clusters Score: Raw -81287.823700 + Penalty 3119.698923 = -78168.124777 nChanged 6 SP:Iteration 4Q (2377.070000 sec): 3 clusters Score: Raw -81300.842014 + Penalty 3119.698923 = -78181.143090 nChanged 5 SP:Iteration 5Q (2377.070000 sec): 3 clusters Score: Raw -81310.695766 + Penalty 3119.698923 = -78190.996842 nChanged 5 SP:Iteration 6Q (2377.070000 sec): 3 clusters Score: Raw -81321.966518 + Penalty 3119.698923 = -78202.267595 nChanged 4 SP:Iteration 7Q (2377.080000 sec): 3 clusters Score: Raw -81330.358563 + Penalty 3119.698923 = -78210.659640 nChanged 3 SP:Iteration 8Q (2377.080000 sec): 3 clusters Score: Raw -81336.360941 + Penalty 3119.698923 = -78216.662018 nChanged 1 SP:Iteration 9Q (2377.080000 sec): 3 clusters Score: Raw -81337.919207 + Penalty 3119.698923 = -78218.220284 nChanged 1 SP:Iteration 10Q (2377.090000 sec): 3 clusters Score: Raw -81339.308722 + Penalty 3119.698923 = -78219.609799 nChanged 1 SP:Iteration 11Q (2377.090000 sec): 3 clusters Score: Raw -81340.057650 + Penalty 3119.698923 = -78220.358726 nChanged 0 SP:Iteration 12F (2377.090000 sec): 3 clusters Score: Raw -81340.057650 + Penalty 3119.698923 = -78220.358726 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 31 (6066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.120000 sec): 2 clusters Score: Raw -912143.329631 + Penalty 2160.192763 = -909983.136869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.150000 sec): 3 clusters Score: Raw -909099.816108 + Penalty 4320.385525 = -904779.430582 nChanged 2385 SP:Iteration 1F (2377.180000 sec): 3 clusters Score: Raw -910396.095601 + Penalty 4320.385525 = -906075.710076 nChanged 384 SP:Iteration 2F (2377.210000 sec): 3 clusters Score: Raw -910606.691623 + Penalty 4320.385525 = -906286.306098 nChanged 298 SP:Iteration 3Q (2377.240000 sec): 3 clusters Score: Raw -910766.585513 + Penalty 4320.385525 = -906446.199987 nChanged 253 SP:Iteration 4Q (2377.270000 sec): 3 clusters Score: Raw -910884.416508 + Penalty 4320.385525 = -906564.030983 nChanged 208 SP:Iteration 5Q (2377.300000 sec): 3 clusters Score: Raw -910984.233756 + Penalty 4320.385525 = -906663.848231 nChanged 184 SP:Iteration 6Q (2377.330000 sec): 3 clusters Score: Raw -911069.633776 + Penalty 4320.385525 = -906749.248250 nChanged 149 SP:Iteration 7Q (2377.360000 sec): 3 clusters Score: Raw -911140.821894 + Penalty 4320.385525 = -906820.436368 nChanged 149 SP:Iteration 8Q (2377.390000 sec): 3 clusters Score: Raw -911207.490960 + Penalty 4320.385525 = -906887.105435 nChanged 141 SP:Iteration 9Q (2377.420000 sec): 3 clusters Score: Raw -911276.893280 + Penalty 4320.385525 = -906956.507755 nChanged 153 SP:Iteration 10Q (2377.450000 sec): 3 clusters Score: Raw -911351.960214 + Penalty 4320.385525 = -907031.574689 nChanged 169 SP:Iteration 11Q (2377.480000 sec): 3 clusters Score: Raw -911439.369122 + Penalty 4320.385525 = -907118.983597 nChanged 162 SP:Iteration 12Q (2377.520000 sec): 3 clusters Score: Raw -911520.805347 + Penalty 4320.385525 = -907200.419822 nChanged 165 SP:Iteration 13Q (2377.550000 sec): 3 clusters Score: Raw -911616.006128 + Penalty 4320.385525 = -907295.620602 nChanged 165 SP:Iteration 14Q (2377.580000 sec): 3 clusters Score: Raw -911720.150235 + Penalty 4320.385525 = -907399.764709 nChanged 156 SP:Iteration 15Q (2377.610000 sec): 3 clusters Score: Raw -911820.697932 + Penalty 4320.385525 = -907500.312407 nChanged 136 SP:Iteration 16Q (2377.640000 sec): 3 clusters Score: Raw -911916.494710 + Penalty 4320.385525 = -907596.109185 nChanged 137 SP:Iteration 17Q (2377.670000 sec): 3 clusters Score: Raw -912006.046936 + Penalty 4320.385525 = -907685.661410 nChanged 93 SP:Iteration 18Q (2377.690000 sec): 3 clusters Score: Raw -912066.693539 + Penalty 4320.385525 = -907746.308013 nChanged 76 SP:Iteration 19Q (2377.720000 sec): 3 clusters Score: Raw -912113.834499 + Penalty 4320.385525 = -907793.448973 nChanged 57 SP:Iteration 20F (2377.750000 sec): 3 clusters Score: Raw -912153.927348 + Penalty 4320.385525 = -907833.541823 nChanged 51 SP:Iteration 21Q (2377.780000 sec): 3 clusters Score: Raw -912195.929599 + Penalty 4320.385525 = -907875.544074 nChanged 44 SP:Iteration 22Q (2377.810000 sec): 3 clusters Score: Raw -912238.010859 + Penalty 4320.385525 = -907917.625333 nChanged 40 SP:Iteration 23Q (2377.840000 sec): 3 clusters Score: Raw -912264.580202 + Penalty 4320.385525 = -907944.194676 nChanged 35 SP:Iteration 24Q (2377.870000 sec): 3 clusters Score: Raw -912293.550740 + Penalty 4320.385525 = -907973.165214 nChanged 29 SP:Iteration 25Q (2377.890000 sec): 3 clusters Score: Raw -912315.000731 + Penalty 4320.385525 = -907994.615206 nChanged 17 SP:Iteration 26Q (2377.920000 sec): 3 clusters Score: Raw -912332.889032 + Penalty 4320.385525 = -908012.503507 nChanged 14 SP:Iteration 27Q (2377.950000 sec): 3 clusters Score: Raw -912344.242937 + Penalty 4320.385525 = -908023.857411 nChanged 7 SP:Iteration 28Q (2377.970000 sec): 3 clusters Score: Raw -912349.434843 + Penalty 4320.385525 = -908029.049318 nChanged 9 SP:Iteration 29Q (2378.000000 sec): 3 clusters Score: Raw -912360.361215 + Penalty 4320.385525 = -908039.975689 nChanged 12 SP:Iteration 30Q (2378.020000 sec): 3 clusters Score: Raw -912372.873235 + Penalty 4320.385525 = -908052.487710 nChanged 10 SP:Iteration 31Q (2378.050000 sec): 3 clusters Score: Raw -912380.772722 + Penalty 4320.385525 = -908060.387197 nChanged 10 SP:Iteration 32Q (2378.070000 sec): 3 clusters Score: Raw -912388.060666 + Penalty 4320.385525 = -908067.675141 nChanged 7 SP:Iteration 33Q (2378.100000 sec): 3 clusters Score: Raw -912392.355886 + Penalty 4320.385525 = -908071.970361 nChanged 1 SP:Iteration 34Q (2378.130000 sec): 3 clusters Score: Raw -912393.004772 + Penalty 4320.385525 = -908072.619247 nChanged 0 SP:Iteration 35F (2378.160000 sec): 3 clusters Score: Raw -912393.004772 + Penalty 4320.385525 = -908072.619247 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 32 (126886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.720000 sec): 2 clusters Score: Raw -19810662.906289 + Penalty 2914.258992 = -19807748.647296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.390000 sec): 3 clusters Score: Raw -19728815.083817 + Penalty 5828.517985 = -19722986.565832 nChanged 60264 SP:Iteration 1F (2380.050000 sec): 3 clusters Score: Raw -19763782.156497 + Penalty 5828.517985 = -19757953.638512 nChanged 4701 SP:Iteration 2Q (2380.710000 sec): 3 clusters Score: Raw -19765268.165506 + Penalty 5828.517985 = -19759439.647521 nChanged 5981 SP:Iteration 3Q (2381.370000 sec): 3 clusters Score: Raw -19767823.607893 + Penalty 5828.517985 = -19761995.089908 nChanged 8066 SP:Iteration 4F (2382.020000 sec): 3 clusters Score: Raw -19772585.223700 + Penalty 5828.517985 = -19766756.705715 nChanged 10333 SP:Iteration 5F (2382.680000 sec): 3 clusters Score: Raw -19780572.474917 + Penalty 5828.517985 = -19774743.956932 nChanged 11490 SP:Iteration 6F (2383.330000 sec): 3 clusters Score: Raw -19791277.452769 + Penalty 5828.517985 = -19785448.934784 nChanged 9757 SP:Iteration 7F (2383.980000 sec): 3 clusters Score: Raw -19801023.504247 + Penalty 5828.517985 = -19795194.986262 nChanged 6033 SP:Iteration 8Q (2384.630000 sec): 3 clusters Score: Raw -19806964.753448 + Penalty 5828.517985 = -19801136.235463 nChanged 2753 SP:Iteration 9Q (2385.250000 sec): 3 clusters Score: Raw -19809524.946449 + Penalty 5828.517985 = -19803696.428464 nChanged 907 SP:Iteration 10Q (2385.810000 sec): 3 clusters Score: Raw -19810365.080775 + Penalty 5828.517985 = -19804536.562791 nChanged 292 SP:Iteration 11Q (2386.310000 sec): 3 clusters Score: Raw -19810674.538560 + Penalty 5828.517985 = -19804846.020575 nChanged 108 SP:Iteration 12Q (2386.780000 sec): 3 clusters Score: Raw -19810793.590758 + Penalty 5828.517985 = -19804965.072773 nChanged 48 SP:Iteration 13Q (2387.240000 sec): 3 clusters Score: Raw -19810855.612223 + Penalty 5828.517985 = -19805027.094238 nChanged 30 SP:Iteration 14Q (2387.700000 sec): 3 clusters Score: Raw -19810896.305676 + Penalty 5828.517985 = -19805067.787691 nChanged 15 SP:Iteration 15Q (2388.150000 sec): 3 clusters Score: Raw -19810917.271533 + Penalty 5828.517985 = -19805088.753548 nChanged 7 SP:Iteration 16Q (2388.610000 sec): 3 clusters Score: Raw -19810927.142241 + Penalty 5828.517985 = -19805098.624256 nChanged 4 SP:Iteration 17Q (2389.060000 sec): 3 clusters Score: Raw -19810932.806206 + Penalty 5828.517985 = -19805104.288221 nChanged 6 SP:Iteration 18Q (2389.510000 sec): 3 clusters Score: Raw -19810942.156455 + Penalty 5828.517985 = -19805113.638470 nChanged 7 SP:Iteration 19Q (2389.960000 sec): 3 clusters Score: Raw -19810952.718143 + Penalty 5828.517985 = -19805124.200158 nChanged 6 SP:Iteration 20F (2390.610000 sec): 3 clusters Score: Raw -19810960.206251 + Penalty 5828.517985 = -19805131.688266 nChanged 10 SP:Iteration 21Q (2391.060000 sec): 3 clusters Score: Raw -19810974.274965 + Penalty 5828.517985 = -19805145.756980 nChanged 11 SP:Iteration 22Q (2391.510000 sec): 3 clusters Score: Raw -19810987.506205 + Penalty 5828.517985 = -19805158.988220 nChanged 5 SP:Iteration 23Q (2391.960000 sec): 3 clusters Score: Raw -19810992.191935 + Penalty 5828.517985 = -19805163.673950 nChanged 2 SP:Iteration 24Q (2392.410000 sec): 3 clusters Score: Raw -19810994.270709 + Penalty 5828.517985 = -19805165.752724 nChanged 0 SP:Iteration 25F (2393.050000 sec): 3 clusters Score: Raw -19810994.270709 + Penalty 5828.517985 = -19805165.752724 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 33 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.120000 sec): 2 clusters Score: Raw -29160.545173 + Penalty 1331.918231 = -27828.626942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.120000 sec): 3 clusters Score: Raw -29441.109639 + Penalty 2663.836462 = -26777.273177 nChanged 30 SP:Iteration 1F (2393.130000 sec): 3 clusters Score: Raw -29547.423217 + Penalty 2663.836462 = -26883.586755 nChanged 6 SP:Iteration 2Q (2393.130000 sec): 3 clusters Score: Raw -29578.639509 + Penalty 2663.836462 = -26914.803047 nChanged 1 SP:Iteration 3Q (2393.130000 sec): 3 clusters Score: Raw -29584.358426 + Penalty 2663.836462 = -26920.521964 nChanged 2 SP:Iteration 4Q (2393.130000 sec): 3 clusters Score: Raw -29591.946480 + Penalty 2663.836462 = -26928.110018 nChanged 1 SP:Iteration 5Q (2393.130000 sec): 3 clusters Score: Raw -29608.922543 + Penalty 2663.836462 = -26945.086081 nChanged 1 SP:Iteration 6Q (2393.130000 sec): 3 clusters Score: Raw -29613.856599 + Penalty 2663.836462 = -26950.020137 nChanged 0 SP:Iteration 7F (2393.130000 sec): 3 clusters Score: Raw -29613.856599 + Penalty 2663.836462 = -26950.020137 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 34 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.130000 sec): 2 clusters Score: Raw -35442.501090 + Penalty 1424.264791 = -34018.236300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.140000 sec): 3 clusters Score: Raw -35758.946440 + Penalty 2848.529581 = -32910.416859 nChanged 80 SP:Iteration 1F (2393.140000 sec): 3 clusters Score: Raw -36443.659850 + Penalty 2848.529581 = -33595.130269 nChanged 19 SP:Iteration 2F (2393.140000 sec): 3 clusters Score: Raw -36595.487445 + Penalty 2848.529581 = -33746.957864 nChanged 12 SP:Iteration 3Q (2393.140000 sec): 3 clusters Score: Raw -36642.686171 + Penalty 2848.529581 = -33794.156589 nChanged 7 SP:Iteration 4Q (2393.140000 sec): 3 clusters Score: Raw -36696.801668 + Penalty 2848.529581 = -33848.272087 nChanged 4 SP:Iteration 5Q (2393.150000 sec): 3 clusters Score: Raw -36738.614469 + Penalty 2848.529581 = -33890.084888 nChanged 7 SP:Iteration 6Q (2393.150000 sec): 3 clusters Score: Raw -36787.101251 + Penalty 2848.529581 = -33938.571670 nChanged 4 SP:Iteration 7Q (2393.150000 sec): 3 clusters Score: Raw -36827.680361 + Penalty 2848.529581 = -33979.150779 nChanged 2 SP:Iteration 8Q (2393.150000 sec): 3 clusters Score: Raw -36836.231532 + Penalty 2848.529581 = -33987.701951 nChanged 0 SP:Iteration 9F (2393.150000 sec): 3 clusters Score: Raw -36836.231532 + Penalty 2848.529581 = -33987.701951 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 35 (1724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.160000 sec): 2 clusters Score: Raw -231940.483823 + Penalty 1848.195808 = -230092.288015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.170000 sec): 3 clusters Score: Raw -231377.648923 + Penalty 3696.391616 = -227681.257307 nChanged 545 SP:Iteration 1F (2393.180000 sec): 3 clusters Score: Raw -231967.769592 + Penalty 3696.391616 = -228271.377976 nChanged 162 SP:Iteration 2F (2393.190000 sec): 3 clusters Score: Raw -232196.372986 + Penalty 3696.391616 = -228499.981371 nChanged 96 SP:Iteration 3F (2393.190000 sec): 3 clusters Score: Raw -232310.859429 + Penalty 3696.391616 = -228614.467813 nChanged 75 SP:Iteration 4Q (2393.200000 sec): 3 clusters Score: Raw -232396.092013 + Penalty 3696.391616 = -228699.700397 nChanged 62 SP:Iteration 5Q (2393.210000 sec): 3 clusters Score: Raw -232463.414734 + Penalty 3696.391616 = -228767.023118 nChanged 48 SP:Iteration 6Q (2393.220000 sec): 3 clusters Score: Raw -232515.925115 + Penalty 3696.391616 = -228819.533499 nChanged 34 SP:Iteration 7Q (2393.230000 sec): 3 clusters Score: Raw -232551.365288 + Penalty 3696.391616 = -228854.973672 nChanged 30 SP:Iteration 8Q (2393.230000 sec): 3 clusters Score: Raw -232579.277579 + Penalty 3696.391616 = -228882.885963 nChanged 18 SP:Iteration 9Q (2393.240000 sec): 3 clusters Score: Raw -232590.469318 + Penalty 3696.391616 = -228894.077702 nChanged 6 SP:Iteration 10Q (2393.250000 sec): 3 clusters Score: Raw -232593.717706 + Penalty 3696.391616 = -228897.326090 nChanged 6 SP:Iteration 11Q (2393.260000 sec): 3 clusters Score: Raw -232598.384294 + Penalty 3696.391616 = -228901.992678 nChanged 3 SP:Iteration 12Q (2393.270000 sec): 3 clusters Score: Raw -232599.772733 + Penalty 3696.391616 = -228903.381117 nChanged 1 SP:Iteration 13Q (2393.270000 sec): 3 clusters Score: Raw -232600.181387 + Penalty 3696.391616 = -228903.789771 nChanged 3 SP:Iteration 14Q (2393.280000 sec): 3 clusters Score: Raw -232601.537446 + Penalty 3696.391616 = -228905.145830 nChanged 2 SP:Iteration 15Q (2393.290000 sec): 3 clusters Score: Raw -232604.232433 + Penalty 3696.391616 = -228907.840817 nChanged 4 SP:Iteration 16Q (2393.300000 sec): 3 clusters Score: Raw -232630.061693 + Penalty 3696.391616 = -228933.670077 nChanged 12 SP:Iteration 17Q (2393.310000 sec): 3 clusters Score: Raw -232650.154062 + Penalty 3696.391616 = -228953.762447 nChanged 16 SP:Iteration 18Q (2393.310000 sec): 3 clusters Score: Raw -232661.125995 + Penalty 3696.391616 = -228964.734379 nChanged 11 SP:Iteration 19Q (2393.320000 sec): 3 clusters Score: Raw -232669.782383 + Penalty 3696.391616 = -228973.390768 nChanged 12 SP:Iteration 20F (2393.330000 sec): 3 clusters Score: Raw -232682.702847 + Penalty 3696.391616 = -228986.311231 nChanged 12 SP:Iteration 21Q (2393.340000 sec): 3 clusters Score: Raw -232694.339446 + Penalty 3696.391616 = -228997.947831 nChanged 14 SP:Iteration 22Q (2393.350000 sec): 3 clusters Score: Raw -232705.688473 + Penalty 3696.391616 = -229009.296857 nChanged 11 SP:Iteration 23Q (2393.360000 sec): 3 clusters Score: Raw -232712.893680 + Penalty 3696.391616 = -229016.502064 nChanged 7 SP:Iteration 24Q (2393.370000 sec): 3 clusters Score: Raw -232717.205357 + Penalty 3696.391616 = -229020.813741 nChanged 6 SP:Iteration 25Q (2393.370000 sec): 3 clusters Score: Raw -232721.842155 + Penalty 3696.391616 = -229025.450539 nChanged 6 SP:Iteration 26Q (2393.380000 sec): 3 clusters Score: Raw -232726.614370 + Penalty 3696.391616 = -229030.222754 nChanged 9 SP:Iteration 27Q (2393.390000 sec): 3 clusters Score: Raw -232733.708449 + Penalty 3696.391616 = -229037.316833 nChanged 7 SP:Iteration 28Q (2393.400000 sec): 3 clusters Score: Raw -232739.299570 + Penalty 3696.391616 = -229042.907954 nChanged 10 SP:Iteration 29Q (2393.410000 sec): 3 clusters Score: Raw -232746.603229 + Penalty 3696.391616 = -229050.211614 nChanged 3 SP:Iteration 30Q (2393.410000 sec): 3 clusters Score: Raw -232748.575329 + Penalty 3696.391616 = -229052.183713 nChanged 0 SP:Iteration 31F (2393.420000 sec): 3 clusters Score: Raw -232748.575329 + Penalty 3696.391616 = -229052.183713 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 36 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.430000 sec): 2 clusters Score: Raw -98774.949535 + Penalty 1605.141881 = -97169.807654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.430000 sec): 3 clusters Score: Raw -98713.038037 + Penalty 3210.283762 = -95502.754275 nChanged 120 SP:Iteration 1F (2393.430000 sec): 3 clusters Score: Raw -98884.838200 + Penalty 3210.283762 = -95674.554438 nChanged 34 SP:Iteration 2F (2393.440000 sec): 3 clusters Score: Raw -98959.158014 + Penalty 3210.283762 = -95748.874251 nChanged 19 SP:Iteration 3Q (2393.440000 sec): 3 clusters Score: Raw -98988.006133 + Penalty 3210.283762 = -95777.722371 nChanged 8 SP:Iteration 4Q (2393.440000 sec): 3 clusters Score: Raw -99005.182330 + Penalty 3210.283762 = -95794.898568 nChanged 4 SP:Iteration 5Q (2393.450000 sec): 3 clusters Score: Raw -99009.373353 + Penalty 3210.283762 = -95799.089591 nChanged 2 SP:Iteration 6Q (2393.450000 sec): 3 clusters Score: Raw -99011.910297 + Penalty 3210.283762 = -95801.626535 nChanged 1 SP:Iteration 7Q (2393.450000 sec): 3 clusters Score: Raw -99012.809938 + Penalty 3210.283762 = -95802.526176 nChanged 0 SP:Iteration 8F (2393.450000 sec): 3 clusters Score: Raw -99012.809938 + Penalty 3210.283762 = -95802.526176 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 37 (12776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.520000 sec): 2 clusters Score: Raw -1963793.029096 + Penalty 2344.920275 = -1961448.108821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.580000 sec): 3 clusters Score: Raw -1956654.930394 + Penalty 4689.840550 = -1951965.089843 nChanged 5540 SP:Iteration 1F (2393.640000 sec): 3 clusters Score: Raw -1959631.894591 + Penalty 4689.840550 = -1954942.054040 nChanged 804 SP:Iteration 2F (2393.710000 sec): 3 clusters Score: Raw -1960026.501004 + Penalty 4689.840550 = -1955336.660454 nChanged 718 SP:Iteration 3F (2393.770000 sec): 3 clusters Score: Raw -1960415.865381 + Penalty 4689.840550 = -1955726.024831 nChanged 685 SP:Iteration 4F (2393.830000 sec): 3 clusters Score: Raw -1960832.064398 + Penalty 4689.840550 = -1956142.223848 nChanged 704 SP:Iteration 5F (2393.890000 sec): 3 clusters Score: Raw -1961308.916318 + Penalty 4689.840550 = -1956619.075768 nChanged 731 SP:Iteration 6F (2393.960000 sec): 3 clusters Score: Raw -1961810.404367 + Penalty 4689.840550 = -1957120.563817 nChanged 707 SP:Iteration 7F (2394.020000 sec): 3 clusters Score: Raw -1962310.955338 + Penalty 4689.840550 = -1957621.114788 nChanged 695 SP:Iteration 8F (2394.080000 sec): 3 clusters Score: Raw -1962876.019746 + Penalty 4689.840550 = -1958186.179196 nChanged 653 SP:Iteration 9F (2394.150000 sec): 3 clusters Score: Raw -1963505.435451 + Penalty 4689.840550 = -1958815.594900 nChanged 560 SP:Iteration 10Q (2394.210000 sec): 3 clusters Score: Raw -1964130.381922 + Penalty 4689.840550 = -1959440.541372 nChanged 457 SP:Iteration 11Q (2394.270000 sec): 3 clusters Score: Raw -1964711.429824 + Penalty 4689.840550 = -1960021.589274 nChanged 335 SP:Iteration 12Q (2394.330000 sec): 3 clusters Score: Raw -1965096.178307 + Penalty 4689.840550 = -1960406.337757 nChanged 206 SP:Iteration 13Q (2394.380000 sec): 3 clusters Score: Raw -1965261.281379 + Penalty 4689.840550 = -1960571.440829 nChanged 122 SP:Iteration 14Q (2394.430000 sec): 3 clusters Score: Raw -1965332.714584 + Penalty 4689.840550 = -1960642.874033 nChanged 79 SP:Iteration 15Q (2394.480000 sec): 3 clusters Score: Raw -1965369.347449 + Penalty 4689.840550 = -1960679.506899 nChanged 53 SP:Iteration 16Q (2394.530000 sec): 3 clusters Score: Raw -1965391.309250 + Penalty 4689.840550 = -1960701.468700 nChanged 40 SP:Iteration 17Q (2394.580000 sec): 3 clusters Score: Raw -1965406.498514 + Penalty 4689.840550 = -1960716.657964 nChanged 30 SP:Iteration 18Q (2394.630000 sec): 3 clusters Score: Raw -1965416.510428 + Penalty 4689.840550 = -1960726.669878 nChanged 19 SP:Iteration 19Q (2394.680000 sec): 3 clusters Score: Raw -1965421.228036 + Penalty 4689.840550 = -1960731.387486 nChanged 10 SP:Iteration 20F (2394.750000 sec): 3 clusters Score: Raw -1965424.424094 + Penalty 4689.840550 = -1960734.583544 nChanged 9 SP:Iteration 21Q (2394.790000 sec): 3 clusters Score: Raw -1965426.551522 + Penalty 4689.840550 = -1960736.710971 nChanged 6 SP:Iteration 22Q (2394.850000 sec): 3 clusters Score: Raw -1965427.671451 + Penalty 4689.840550 = -1960737.830901 nChanged 3 SP:Iteration 23Q (2394.890000 sec): 3 clusters Score: Raw -1965428.030738 + Penalty 4689.840550 = -1960738.190188 nChanged 2 SP:Iteration 24Q (2394.950000 sec): 3 clusters Score: Raw -1965428.273582 + Penalty 4689.840550 = -1960738.433032 nChanged 1 SP:Iteration 25Q (2395.000000 sec): 3 clusters Score: Raw -1965428.412170 + Penalty 4689.840550 = -1960738.571619 nChanged 2 SP:Iteration 26Q (2395.050000 sec): 3 clusters Score: Raw -1965428.785152 + Penalty 4689.840550 = -1960738.944602 nChanged 2 SP:Iteration 27Q (2395.100000 sec): 3 clusters Score: Raw -1965429.181352 + Penalty 4689.840550 = -1960739.340802 nChanged 4 SP:Iteration 28Q (2395.150000 sec): 3 clusters Score: Raw -1965429.775274 + Penalty 4689.840550 = -1960739.934724 nChanged 4 SP:Iteration 29Q (2395.200000 sec): 3 clusters Score: Raw -1965430.922156 + Penalty 4689.840550 = -1960741.081606 nChanged 3 SP:Iteration 30Q (2395.250000 sec): 3 clusters Score: Raw -1965431.483998 + Penalty 4689.840550 = -1960741.643447 nChanged 1 SP:Iteration 31Q (2395.300000 sec): 3 clusters Score: Raw -1965431.722555 + Penalty 4689.840550 = -1960741.882005 nChanged 0 SP:Iteration 32F (2395.360000 sec): 3 clusters Score: Raw -1965431.722555 + Penalty 4689.840550 = -1960741.882005 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 38 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.370000 sec): 2 clusters Score: Raw -89406.488609 + Penalty 1603.989284 = -87802.499325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.380000 sec): 3 clusters Score: Raw -89444.992755 + Penalty 3207.978568 = -86237.014187 nChanged 122 SP:Iteration 1F (2395.380000 sec): 3 clusters Score: Raw -89764.661106 + Penalty 3207.978568 = -86556.682538 nChanged 56 SP:Iteration 2F (2395.380000 sec): 3 clusters Score: Raw -89906.943703 + Penalty 3207.978568 = -86698.965135 nChanged 34 SP:Iteration 3F (2395.380000 sec): 3 clusters Score: Raw -89983.027621 + Penalty 3207.978568 = -86775.049052 nChanged 28 SP:Iteration 4Q (2395.390000 sec): 3 clusters Score: Raw -90078.338509 + Penalty 3207.978568 = -86870.359941 nChanged 41 SP:Iteration 5F (2395.390000 sec): 3 clusters Score: Raw -90217.121127 + Penalty 3207.978568 = -87009.142559 nChanged 42 SP:Iteration 6F (2395.400000 sec): 3 clusters Score: Raw -90394.387759 + Penalty 3207.978568 = -87186.409191 nChanged 42 SP:Iteration 7F (2395.400000 sec): 3 clusters Score: Raw -90677.676748 + Penalty 3207.978568 = -87469.698180 nChanged 31 SP:Iteration 8Q (2395.400000 sec): 3 clusters Score: Raw -90948.272171 + Penalty 3207.978568 = -87740.293603 nChanged 22 SP:Iteration 9Q (2395.400000 sec): 3 clusters Score: Raw -91191.953471 + Penalty 3207.978568 = -87983.974903 nChanged 18 SP:Iteration 10Q (2395.410000 sec): 3 clusters Score: Raw -91908.997783 + Penalty 3207.978568 = -88701.019215 nChanged 9 SP:Iteration 11Q (2395.410000 sec): 3 clusters Score: Raw -91960.269840 + Penalty 3207.978568 = -88752.291272 nChanged 1 SP:Iteration 12Q (2395.410000 sec): 3 clusters Score: Raw -91964.624175 + Penalty 3207.978568 = -88756.645607 nChanged 1 SP:Iteration 13Q (2395.410000 sec): 3 clusters Score: Raw -91977.946951 + Penalty 3207.978568 = -88769.968383 nChanged 1 SP:Iteration 14Q (2395.420000 sec): 3 clusters Score: Raw -91984.903056 + Penalty 3207.978568 = -88776.924488 nChanged 2 SP:Iteration 15Q (2395.420000 sec): 3 clusters Score: Raw -92006.891632 + Penalty 3207.978568 = -88798.913064 nChanged 2 SP:Iteration 16Q (2395.420000 sec): 3 clusters Score: Raw -92050.307194 + Penalty 3207.978568 = -88842.328626 nChanged 2 SP:Iteration 17Q (2395.420000 sec): 3 clusters Score: Raw -92180.942203 + Penalty 3207.978568 = -88972.963635 nChanged 0 SP:Iteration 18F (2395.420000 sec): 3 clusters Score: Raw -92180.942203 + Penalty 3207.978568 = -88972.963635 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 39 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.440000 sec): 2 clusters Score: Raw -47574.706097 + Penalty 1447.033063 = -46127.673034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.440000 sec): 3 clusters Score: Raw -47842.283395 + Penalty 2894.066126 = -44948.217270 nChanged 50 SP:Iteration 1F (2395.440000 sec): 3 clusters Score: Raw -47973.960226 + Penalty 2894.066126 = -45079.894100 nChanged 16 SP:Iteration 2Q (2395.440000 sec): 3 clusters Score: Raw -48025.157473 + Penalty 2894.066126 = -45131.091347 nChanged 7 SP:Iteration 3Q (2395.440000 sec): 3 clusters Score: Raw -48045.179836 + Penalty 2894.066126 = -45151.113711 nChanged 5 SP:Iteration 4Q (2395.440000 sec): 3 clusters Score: Raw -48062.639089 + Penalty 2894.066126 = -45168.572963 nChanged 3 SP:Iteration 5Q (2395.450000 sec): 3 clusters Score: Raw -48075.231451 + Penalty 2894.066126 = -45181.165325 nChanged 2 SP:Iteration 6Q (2395.450000 sec): 3 clusters Score: Raw -48081.615667 + Penalty 2894.066126 = -45187.549541 nChanged 0 SP:Iteration 7F (2395.450000 sec): 3 clusters Score: Raw -48081.615667 + Penalty 2894.066126 = -45187.549541 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 40 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.450000 sec): 2 clusters Score: Raw -47756.801198 + Penalty 1447.033063 = -46309.768135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.460000 sec): 3 clusters Score: Raw -47914.067072 + Penalty 2894.066126 = -45020.000946 nChanged 48 SP:Iteration 1F (2395.460000 sec): 3 clusters Score: Raw -48117.222013 + Penalty 2894.066126 = -45223.155887 nChanged 19 SP:Iteration 2F (2395.460000 sec): 3 clusters Score: Raw -48186.871346 + Penalty 2894.066126 = -45292.805221 nChanged 5 SP:Iteration 3Q (2395.460000 sec): 3 clusters Score: Raw -48213.791882 + Penalty 2894.066126 = -45319.725756 nChanged 4 SP:Iteration 4Q (2395.460000 sec): 3 clusters Score: Raw -48221.714228 + Penalty 2894.066126 = -45327.648102 nChanged 0 SP:Iteration 5F (2395.460000 sec): 3 clusters Score: Raw -48221.714228 + Penalty 2894.066126 = -45327.648102 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 41 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.480000 sec): 2 clusters Score: Raw -362230.952329 + Penalty 1932.911774 = -360298.040555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.490000 sec): 3 clusters Score: Raw -361243.114461 + Penalty 3865.823548 = -357377.290913 nChanged 820 SP:Iteration 1F (2395.500000 sec): 3 clusters Score: Raw -361849.094443 + Penalty 3865.823548 = -357983.270895 nChanged 201 SP:Iteration 2F (2395.520000 sec): 3 clusters Score: Raw -362018.426981 + Penalty 3865.823548 = -358152.603433 nChanged 126 SP:Iteration 3F (2395.530000 sec): 3 clusters Score: Raw -362103.764104 + Penalty 3865.823548 = -358237.940555 nChanged 67 SP:Iteration 4Q (2395.540000 sec): 3 clusters Score: Raw -362146.956107 + Penalty 3865.823548 = -358281.132559 nChanged 44 SP:Iteration 5Q (2395.550000 sec): 3 clusters Score: Raw -362177.422364 + Penalty 3865.823548 = -358311.598815 nChanged 34 SP:Iteration 6Q (2395.560000 sec): 3 clusters Score: Raw -362197.351801 + Penalty 3865.823548 = -358331.528253 nChanged 26 SP:Iteration 7Q (2395.580000 sec): 3 clusters Score: Raw -362208.252954 + Penalty 3865.823548 = -358342.429406 nChanged 16 SP:Iteration 8Q (2395.590000 sec): 3 clusters Score: Raw -362217.234200 + Penalty 3865.823548 = -358351.410652 nChanged 10 SP:Iteration 9Q (2395.600000 sec): 3 clusters Score: Raw -362222.223928 + Penalty 3865.823548 = -358356.400380 nChanged 12 SP:Iteration 10Q (2395.610000 sec): 3 clusters Score: Raw -362227.252701 + Penalty 3865.823548 = -358361.429152 nChanged 7 SP:Iteration 11Q (2395.620000 sec): 3 clusters Score: Raw -362230.676751 + Penalty 3865.823548 = -358364.853203 nChanged 11 SP:Iteration 12Q (2395.640000 sec): 3 clusters Score: Raw -362238.190155 + Penalty 3865.823548 = -358372.366607 nChanged 9 SP:Iteration 13Q (2395.650000 sec): 3 clusters Score: Raw -362242.837740 + Penalty 3865.823548 = -358377.014192 nChanged 11 SP:Iteration 14Q (2395.660000 sec): 3 clusters Score: Raw -362250.358433 + Penalty 3865.823548 = -358384.534884 nChanged 13 SP:Iteration 15Q (2395.670000 sec): 3 clusters Score: Raw -362257.079935 + Penalty 3865.823548 = -358391.256387 nChanged 14 SP:Iteration 16Q (2395.680000 sec): 3 clusters Score: Raw -362266.044850 + Penalty 3865.823548 = -358400.221302 nChanged 13 SP:Iteration 17Q (2395.700000 sec): 3 clusters Score: Raw -362275.306752 + Penalty 3865.823548 = -358409.483203 nChanged 15 SP:Iteration 18Q (2395.710000 sec): 3 clusters Score: Raw -362285.229620 + Penalty 3865.823548 = -358419.406072 nChanged 14 SP:Iteration 19Q (2395.720000 sec): 3 clusters Score: Raw -362292.889402 + Penalty 3865.823548 = -358427.065853 nChanged 10 SP:Iteration 20F (2395.730000 sec): 3 clusters Score: Raw -362296.366744 + Penalty 3865.823548 = -358430.543196 nChanged 3 SP:Iteration 21Q (2395.740000 sec): 3 clusters Score: Raw -362297.940305 + Penalty 3865.823548 = -358432.116757 nChanged 5 SP:Iteration 22Q (2395.760000 sec): 3 clusters Score: Raw -362302.655470 + Penalty 3865.823548 = -358436.831922 nChanged 9 SP:Iteration 23Q (2395.770000 sec): 3 clusters Score: Raw -362307.633394 + Penalty 3865.823548 = -358441.809845 nChanged 9 SP:Iteration 24Q (2395.780000 sec): 3 clusters Score: Raw -362311.847815 + Penalty 3865.823548 = -358446.024266 nChanged 7 SP:Iteration 25Q (2395.790000 sec): 3 clusters Score: Raw -362314.302433 + Penalty 3865.823548 = -358448.478885 nChanged 0 SP:Iteration 26F (2395.800000 sec): 3 clusters Score: Raw -362314.302433 + Penalty 3865.823548 = -358448.478885 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 42 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.810000 sec): 2 clusters Score: Raw -76252.389409 + Penalty 1535.198221 = -74717.191188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.810000 sec): 3 clusters Score: Raw -76247.704578 + Penalty 3070.396441 = -73177.308137 nChanged 95 SP:Iteration 1F (2395.810000 sec): 3 clusters Score: Raw -76425.394297 + Penalty 3070.396441 = -73354.997856 nChanged 20 SP:Iteration 2Q (2395.820000 sec): 3 clusters Score: Raw -76466.827003 + Penalty 3070.396441 = -73396.430562 nChanged 4 SP:Iteration 3Q (2395.820000 sec): 3 clusters Score: Raw -76477.357607 + Penalty 3070.396441 = -73406.961166 nChanged 3 SP:Iteration 4Q (2395.820000 sec): 3 clusters Score: Raw -76486.084149 + Penalty 3070.396441 = -73415.687708 nChanged 1 SP:Iteration 5Q (2395.820000 sec): 3 clusters Score: Raw -76487.095032 + Penalty 3070.396441 = -73416.698590 nChanged 0 SP:Iteration 6F (2395.820000 sec): 3 clusters Score: Raw -76487.095032 + Penalty 3070.396441 = -73416.698590 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 43 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.830000 sec): 2 clusters Score: Raw -96009.088813 + Penalty 1627.486135 = -94381.602678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.840000 sec): 3 clusters Score: Raw -95934.632233 + Penalty 3254.972270 = -92679.659963 nChanged 163 SP:Iteration 1F (2395.840000 sec): 3 clusters Score: Raw -96255.496183 + Penalty 3254.972270 = -93000.523913 nChanged 67 SP:Iteration 2F (2395.840000 sec): 3 clusters Score: Raw -96445.024059 + Penalty 3254.972270 = -93190.051789 nChanged 35 SP:Iteration 3Q (2395.840000 sec): 3 clusters Score: Raw -96537.197582 + Penalty 3254.972270 = -93282.225312 nChanged 24 SP:Iteration 4Q (2395.850000 sec): 3 clusters Score: Raw -96589.310170 + Penalty 3254.972270 = -93334.337899 nChanged 12 SP:Iteration 5Q (2395.850000 sec): 3 clusters Score: Raw -96612.604963 + Penalty 3254.972270 = -93357.632693 nChanged 6 SP:Iteration 6Q (2395.860000 sec): 3 clusters Score: Raw -96623.369651 + Penalty 3254.972270 = -93368.397380 nChanged 5 SP:Iteration 7Q (2395.860000 sec): 3 clusters Score: Raw -96629.817592 + Penalty 3254.972270 = -93374.845322 nChanged 3 SP:Iteration 8Q (2395.860000 sec): 3 clusters Score: Raw -96632.637530 + Penalty 3254.972270 = -93377.665259 nChanged 1 SP:Iteration 9Q (2395.860000 sec): 3 clusters Score: Raw -96633.966703 + Penalty 3254.972270 = -93378.994433 nChanged 2 SP:Iteration 10Q (2395.870000 sec): 3 clusters Score: Raw -96637.386253 + Penalty 3254.972270 = -93382.413982 nChanged 2 SP:Iteration 11Q (2395.870000 sec): 3 clusters Score: Raw -96639.664600 + Penalty 3254.972270 = -93384.692330 nChanged 5 SP:Iteration 12Q (2395.870000 sec): 3 clusters Score: Raw -96647.013470 + Penalty 3254.972270 = -93392.041199 nChanged 3 SP:Iteration 13Q (2395.880000 sec): 3 clusters Score: Raw -96650.957763 + Penalty 3254.972270 = -93395.985492 nChanged 2 SP:Iteration 14Q (2395.880000 sec): 3 clusters Score: Raw -96653.419837 + Penalty 3254.972270 = -93398.447567 nChanged 1 SP:Iteration 15Q (2395.880000 sec): 3 clusters Score: Raw -96654.607437 + Penalty 3254.972270 = -93399.635166 nChanged 3 SP:Iteration 16Q (2395.890000 sec): 3 clusters Score: Raw -96659.591112 + Penalty 3254.972270 = -93404.618841 nChanged 3 SP:Iteration 17Q (2395.890000 sec): 3 clusters Score: Raw -96668.424882 + Penalty 3254.972270 = -93413.452611 nChanged 4 SP:Iteration 18Q (2395.890000 sec): 3 clusters Score: Raw -96676.665846 + Penalty 3254.972270 = -93421.693576 nChanged 5 SP:Iteration 19Q (2395.900000 sec): 3 clusters Score: Raw -96685.691259 + Penalty 3254.972270 = -93430.718989 nChanged 5 SP:Iteration 20F (2395.900000 sec): 3 clusters Score: Raw -96692.564301 + Penalty 3254.972270 = -93437.592030 nChanged 7 SP:Iteration 21Q (2395.900000 sec): 3 clusters Score: Raw -96708.222565 + Penalty 3254.972270 = -93453.250295 nChanged 10 SP:Iteration 22Q (2395.910000 sec): 3 clusters Score: Raw -96721.863674 + Penalty 3254.972270 = -93466.891404 nChanged 9 SP:Iteration 23Q (2395.910000 sec): 3 clusters Score: Raw -96743.590325 + Penalty 3254.972270 = -93488.618054 nChanged 10 SP:Iteration 24Q (2395.910000 sec): 3 clusters Score: Raw -96769.390965 + Penalty 3254.972270 = -93514.418695 nChanged 11 SP:Iteration 25Q (2395.920000 sec): 3 clusters Score: Raw -96804.400848 + Penalty 3254.972270 = -93549.428577 nChanged 9 SP:Iteration 26Q (2395.920000 sec): 3 clusters Score: Raw -96858.943917 + Penalty 3254.972270 = -93603.971646 nChanged 11 SP:Iteration 27Q (2395.920000 sec): 3 clusters Score: Raw -96902.883618 + Penalty 3254.972270 = -93647.911347 nChanged 12 SP:Iteration 28Q (2395.920000 sec): 3 clusters Score: Raw -96982.135303 + Penalty 3254.972270 = -93727.163032 nChanged 10 SP:Iteration 29Q (2395.930000 sec): 3 clusters Score: Raw -97039.153866 + Penalty 3254.972270 = -93784.181595 nChanged 5 SP:Iteration 30Q (2395.930000 sec): 3 clusters Score: Raw -97065.562062 + Penalty 3254.972270 = -93810.589792 nChanged 8 SP:Iteration 31Q (2395.930000 sec): 3 clusters Score: Raw -97105.270779 + Penalty 3254.972270 = -93850.298508 nChanged 5 SP:Iteration 32Q (2395.940000 sec): 3 clusters Score: Raw -97129.410427 + Penalty 3254.972270 = -93874.438156 nChanged 7 SP:Iteration 33Q (2395.940000 sec): 3 clusters Score: Raw -97151.858758 + Penalty 3254.972270 = -93896.886488 nChanged 2 SP:Iteration 34Q (2395.940000 sec): 3 clusters Score: Raw -97156.080078 + Penalty 3254.972270 = -93901.107808 nChanged 0 SP:Iteration 35F (2395.940000 sec): 3 clusters Score: Raw -97156.612313 + Penalty 3254.972270 = -93901.640043 nChanged 1 SP:Iteration 36Q (2395.950000 sec): 3 clusters Score: Raw -97162.122124 + Penalty 3254.972270 = -93907.149854 nChanged 3 SP:Iteration 37Q (2395.950000 sec): 3 clusters Score: Raw -97173.097426 + Penalty 3254.972270 = -93918.125155 nChanged 3 SP:Iteration 38Q (2395.950000 sec): 3 clusters Score: Raw -97196.010925 + Penalty 3254.972270 = -93941.038654 nChanged 4 SP:Iteration 39Q (2395.960000 sec): 3 clusters Score: Raw -97218.710514 + Penalty 3254.972270 = -93963.738244 nChanged 8 SP:Iteration 40F (2395.960000 sec): 3 clusters Score: Raw -97274.534949 + Penalty 3254.972270 = -94019.562679 nChanged 3 SP:Iteration 41Q (2395.960000 sec): 3 clusters Score: Raw -97290.369949 + Penalty 3254.972270 = -94035.397678 nChanged 3 SP:Iteration 42Q (2395.960000 sec): 3 clusters Score: Raw -97293.736842 + Penalty 3254.972270 = -94038.764571 nChanged 3 SP:Iteration 43Q (2395.970000 sec): 3 clusters Score: Raw -97299.334581 + Penalty 3254.972270 = -94044.362310 nChanged 0 SP:Iteration 44F (2395.970000 sec): 3 clusters Score: Raw -97299.334581 + Penalty 3254.972270 = -94044.362310 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 44 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.980000 sec): 2 clusters Score: Raw -32359.469372 + Penalty 1362.279238 = -30997.190134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.980000 sec): 3 clusters Score: Raw -32572.349561 + Penalty 2724.558476 = -29847.791085 nChanged 25 SP:Iteration 1F (2395.980000 sec): 3 clusters Score: Raw -32679.600365 + Penalty 2724.558476 = -29955.041889 nChanged 10 SP:Iteration 2Q (2395.980000 sec): 3 clusters Score: Raw -32739.539886 + Penalty 2724.558476 = -30014.981410 nChanged 5 SP:Iteration 3Q (2395.980000 sec): 3 clusters Score: Raw -32761.149894 + Penalty 2724.558476 = -30036.591418 nChanged 2 SP:Iteration 4Q (2395.980000 sec): 3 clusters Score: Raw -32770.697159 + Penalty 2724.558476 = -30046.138683 nChanged 0 SP:Iteration 5F (2395.980000 sec): 3 clusters Score: Raw -32770.697159 + Penalty 2724.558476 = -30046.138683 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 45 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.980000 sec): 2 clusters Score: Raw -35990.250301 + Penalty 1380.001061 = -34610.249240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.990000 sec): 3 clusters Score: Raw -36238.089930 + Penalty 2760.002122 = -33478.087808 nChanged 31 SP:Iteration 1F (2395.990000 sec): 3 clusters Score: Raw -36356.368087 + Penalty 2760.002122 = -33596.365965 nChanged 17 SP:Iteration 2F (2395.990000 sec): 3 clusters Score: Raw -36423.471695 + Penalty 2760.002122 = -33663.469573 nChanged 4 SP:Iteration 3Q (2395.990000 sec): 3 clusters Score: Raw -36440.383009 + Penalty 2760.002122 = -33680.380887 nChanged 3 SP:Iteration 4Q (2395.990000 sec): 3 clusters Score: Raw -36461.222489 + Penalty 2760.002122 = -33701.220366 nChanged 0 SP:Iteration 5F (2396.000000 sec): 3 clusters Score: Raw -36461.222489 + Penalty 2760.002122 = -33701.220366 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 46 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.000000 sec): 2 clusters Score: Raw -77054.560549 + Penalty 1567.996180 = -75486.564370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.000000 sec): 3 clusters Score: Raw -77012.744717 + Penalty 3135.992359 = -73876.752358 nChanged 114 SP:Iteration 1F (2396.000000 sec): 3 clusters Score: Raw -77213.984947 + Penalty 3135.992359 = -74077.992588 nChanged 25 SP:Iteration 2Q (2396.010000 sec): 3 clusters Score: Raw -77255.876343 + Penalty 3135.992359 = -74119.883984 nChanged 7 SP:Iteration 3Q (2396.010000 sec): 3 clusters Score: Raw -77267.546153 + Penalty 3135.992359 = -74131.553794 nChanged 5 SP:Iteration 4Q (2396.010000 sec): 3 clusters Score: Raw -77278.434768 + Penalty 3135.992359 = -74142.442409 nChanged 3 SP:Iteration 5Q (2396.020000 sec): 3 clusters Score: Raw -77291.566834 + Penalty 3135.992359 = -74155.574475 nChanged 2 SP:Iteration 6Q (2396.020000 sec): 3 clusters Score: Raw -77294.184883 + Penalty 3135.992359 = -74158.192524 nChanged 0 SP:Iteration 7F (2396.020000 sec): 3 clusters Score: Raw -77294.184883 + Penalty 3135.992359 = -74158.192524 nChanged 0 Iteration 139Q (2407.290000 sec): 50 clusters Score: Raw -95004652.431396 + Penalty 162162.831365 = -94842489.600031 nChanged 71 Iteration 140F (2460.780000 sec): 50 clusters Score: Raw -95005567.602044 + Penalty 162162.831365 = -94843404.770679 nChanged 62 Iteration 141Q (2472.050000 sec): 50 clusters Score: Raw -95005770.680348 + Penalty 162162.831365 = -94843607.848984 nChanged 36 Iteration 142Q (2483.320000 sec): 50 clusters Score: Raw -95005831.446725 + Penalty 162162.831365 = -94843668.615361 nChanged 39 Iteration 143Q (2494.620000 sec): 50 clusters Score: Raw -95005930.870608 + Penalty 162162.831365 = -94843768.039243 nChanged 39 Iteration 144Q (2505.890000 sec): 50 clusters Score: Raw -95005998.646065 + Penalty 162162.831365 = -94843835.814701 nChanged 35 Iteration 145Q (2517.150000 sec): 50 clusters Score: Raw -95006031.312017 + Penalty 162162.831365 = -94843868.480652 nChanged 33 Iteration 146Q (2528.420000 sec): 50 clusters Score: Raw -95006078.023083 + Penalty 162162.831365 = -94843915.191719 nChanged 39 Iteration 147Q (2539.380000 sec): 50 clusters Score: Raw -95006114.440136 + Penalty 162162.831365 = -94843951.608771 nChanged 39 Iteration 148Q (2550.620000 sec): 50 clusters Score: Raw -95006138.501495 + Penalty 162162.831365 = -94843975.670131 nChanged 36 Iteration 149Q (2561.800000 sec): 50 clusters Score: Raw -95006170.570459 + Penalty 162162.831365 = -94844007.739094 nChanged 36 Iteration 150Q (2572.040000 sec): 50 clusters Score: Raw -95006197.021463 + Penalty 162162.831365 = -94844034.190098 nChanged 31 Iteration 151Q (2582.660000 sec): 50 clusters Score: Raw -95006210.122835 + Penalty 162162.831365 = -94844047.291470 nChanged 22 Iteration 152Q (2594.140000 sec): 50 clusters Score: Raw -95006215.997055 + Penalty 162162.831365 = -94844053.165690 nChanged 21 Iteration 153Q (2605.600000 sec): 50 clusters Score: Raw -95006220.758353 + Penalty 162162.831365 = -94844057.926988 nChanged 19 Iteration 154Q (2617.020000 sec): 50 clusters Score: Raw -95006222.268973 + Penalty 162162.831365 = -94844059.437608 nChanged 10 Iteration 155Q (2628.500000 sec): 50 clusters Score: Raw -95006222.518851 + Penalty 162162.831365 = -94844059.687486 nChanged 9 Iteration 156Q (2639.960000 sec): 50 clusters Score: Raw -95006222.767422 + Penalty 162162.831365 = -94844059.936057 nChanged 8 Iteration 157Q (2651.430000 sec): 50 clusters Score: Raw -95006222.961036 + Penalty 162162.831365 = -94844060.129671 nChanged 9 Iteration 158Q (2662.900000 sec): 50 clusters Score: Raw -95006223.217509 + Penalty 162162.831365 = -94844060.386144 nChanged 5 Iteration 159Q (2674.410000 sec): 50 clusters Score: Raw -95006223.553503 + Penalty 162162.831365 = -94844060.722138 nChanged 6 Iteration 160F (2729.870000 sec): 50 clusters Score: Raw -95006247.084562 + Penalty 162162.831365 = -94844084.253197 nChanged 20 Iteration 161Q (2741.390000 sec): 50 clusters Score: Raw -95006280.501011 + Penalty 162162.831365 = -94844117.669647 nChanged 18 Iteration 162Q (2752.870000 sec): 50 clusters Score: Raw -95006295.324136 + Penalty 162162.831365 = -94844132.492771 nChanged 11 Iteration 163Q (2764.380000 sec): 50 clusters Score: Raw -95006305.135891 + Penalty 162162.831365 = -94844142.304527 nChanged 12 Iteration 164Q (2775.870000 sec): 50 clusters Score: Raw -95006314.295310 + Penalty 162162.831365 = -94844151.463945 nChanged 11 Iteration 165Q (2787.360000 sec): 50 clusters Score: Raw -95006333.751332 + Penalty 162162.831365 = -94844170.919968 nChanged 13 Iteration 166Q (2798.830000 sec): 50 clusters Score: Raw -95006351.384257 + Penalty 162162.831365 = -94844188.552893 nChanged 9 Iteration 167Q (2810.350000 sec): 50 clusters Score: Raw -95006389.214251 + Penalty 162162.831365 = -94844226.382887 nChanged 14 Iteration 168Q (2821.840000 sec): 50 clusters Score: Raw -95006435.907837 + Penalty 162162.831365 = -94844273.076472 nChanged 12 Iteration 169Q (2833.310000 sec): 50 clusters Score: Raw -95006460.393402 + Penalty 162162.831365 = -94844297.562037 nChanged 14 Iteration 170Q (2844.780000 sec): 50 clusters Score: Raw -95006466.006854 + Penalty 162162.831365 = -94844303.175489 nChanged 14 Iteration 171Q (2856.310000 sec): 50 clusters Score: Raw -95006469.831462 + Penalty 162162.831365 = -94844307.000097 nChanged 17 Iteration 172Q (2867.790000 sec): 50 clusters Score: Raw -95006470.520030 + Penalty 162162.831365 = -94844307.688665 nChanged 13 Iteration 173Q (2879.260000 sec): 50 clusters Score: Raw -95006471.025802 + Penalty 162162.831365 = -94844308.194437 nChanged 11 Iteration 174Q (2890.710000 sec): 50 clusters Score: Raw -95006471.509835 + Penalty 162162.831365 = -94844308.678471 nChanged 7 Iteration 175Q (2902.220000 sec): 50 clusters Score: Raw -95006471.939963 + Penalty 162162.831365 = -94844309.108599 nChanged 2 Iteration 176Q (2913.680000 sec): 50 clusters Score: Raw -95006472.033475 + Penalty 162162.831365 = -94844309.202110 nChanged 4 Iteration 177Q (2925.150000 sec): 50 clusters Score: Raw -95006472.262873 + Penalty 162162.831365 = -94844309.431508 nChanged 3 Iteration 178Q (2936.600000 sec): 50 clusters Score: Raw -95006472.495482 + Penalty 162162.831365 = -94844309.664117 nChanged 3 Writing temp clu file Because OldScore, -94844309.431508, is greater than current (better) Score,-94844309.664117 Compute initial score before splitting: Score: Raw -95006472.495482 + Penalty 162162.831365 = -94844309.664117 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 1 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2936.740000 sec): 2 clusters Score: Raw -62782.002502 + Penalty 1518.921481 = -61263.081022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2936.740000 sec): 3 clusters Score: Raw -62830.666089 + Penalty 3037.842962 = -59792.823127 nChanged 76 SP:Iteration 1F (2936.740000 sec): 3 clusters Score: Raw -63053.729547 + Penalty 3037.842962 = -60015.886585 nChanged 25 SP:Iteration 2F (2936.750000 sec): 3 clusters Score: Raw -63208.257012 + Penalty 3037.842962 = -60170.414050 nChanged 30 SP:Iteration 3F (2936.750000 sec): 3 clusters Score: Raw -63416.560303 + Penalty 3037.842962 = -60378.717341 nChanged 28 SP:Iteration 4F (2936.750000 sec): 3 clusters Score: Raw -63553.565793 + Penalty 3037.842962 = -60515.722831 nChanged 24 SP:Iteration 5F (2936.760000 sec): 3 clusters Score: Raw -63680.168457 + Penalty 3037.842962 = -60642.325495 nChanged 20 SP:Iteration 6Q (2936.760000 sec): 3 clusters Score: Raw -63812.222491 + Penalty 3037.842962 = -60774.379529 nChanged 16 SP:Iteration 7Q (2936.760000 sec): 3 clusters Score: Raw -63925.662341 + Penalty 3037.842962 = -60887.819379 nChanged 11 SP:Iteration 8Q (2936.760000 sec): 3 clusters Score: Raw -63994.991356 + Penalty 3037.842962 = -60957.148394 nChanged 13 SP:Iteration 9Q (2936.760000 sec): 3 clusters Score: Raw -64104.270687 + Penalty 3037.842962 = -61066.427725 nChanged 8 SP:Iteration 10Q (2936.760000 sec): 3 clusters Score: Raw -64160.949596 + Penalty 3037.842962 = -61123.106634 nChanged 6 SP:Iteration 11Q (2936.760000 sec): 3 clusters Score: Raw -64204.495918 + Penalty 3037.842962 = -61166.652956 nChanged 7 SP:Iteration 12Q (2936.770000 sec): 3 clusters Score: Raw -64290.347560 + Penalty 3037.842962 = -61252.504598 nChanged 3 SP:Iteration 13Q (2936.770000 sec): 3 clusters Score: Raw -64335.574002 + Penalty 3037.842962 = -61297.731040 nChanged 5 SP:Iteration 14Q (2936.770000 sec): 3 clusters Score: Raw -64365.819836 + Penalty 3037.842962 = -61327.976875 nChanged 3 SP:Iteration 15Q (2936.770000 sec): 3 clusters Score: Raw -64382.400623 + Penalty 3037.842962 = -61344.557661 nChanged 3 SP:Iteration 16Q (2936.780000 sec): 3 clusters Score: Raw -64395.085779 + Penalty 3037.842962 = -61357.242817 nChanged 3 SP:Iteration 17Q (2936.780000 sec): 3 clusters Score: Raw -64406.884363 + Penalty 3037.842962 = -61369.041401 nChanged 0 SP:Iteration 18F (2936.780000 sec): 3 clusters Score: Raw -64406.884363 + Penalty 3037.842962 = -61369.041401 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (41540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2936.980000 sec): 2 clusters Score: Raw -6386133.671296 + Penalty 2637.334200 = -6383496.337096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2937.200000 sec): 3 clusters Score: Raw -6360668.216126 + Penalty 5274.668400 = -6355393.547725 nChanged 19228 SP:Iteration 1F (2937.410000 sec): 3 clusters Score: Raw -6371448.042236 + Penalty 5274.668400 = -6366173.373835 nChanged 1880 SP:Iteration 2Q (2937.630000 sec): 3 clusters Score: Raw -6372093.751625 + Penalty 5274.668400 = -6366819.083224 nChanged 1831 SP:Iteration 3Q (2937.840000 sec): 3 clusters Score: Raw -6372776.826234 + Penalty 5274.668400 = -6367502.157833 nChanged 1950 SP:Iteration 4Q (2938.060000 sec): 3 clusters Score: Raw -6373735.684430 + Penalty 5274.668400 = -6368461.016030 nChanged 2347 SP:Iteration 5F (2938.270000 sec): 3 clusters Score: Raw -6375170.241359 + Penalty 5274.668400 = -6369895.572959 nChanged 2701 SP:Iteration 6F (2938.490000 sec): 3 clusters Score: Raw -6377085.548684 + Penalty 5274.668400 = -6371810.880284 nChanged 2819 SP:Iteration 7F (2938.700000 sec): 3 clusters Score: Raw -6379198.913030 + Penalty 5274.668400 = -6373924.244630 nChanged 2699 SP:Iteration 8F (2938.920000 sec): 3 clusters Score: Raw -6381337.501126 + Penalty 5274.668400 = -6376062.832726 nChanged 2221 SP:Iteration 9F (2939.130000 sec): 3 clusters Score: Raw -6383027.222173 + Penalty 5274.668400 = -6377752.553773 nChanged 1599 SP:Iteration 10Q (2939.340000 sec): 3 clusters Score: Raw -6384219.417210 + Penalty 5274.668400 = -6378944.748810 nChanged 1151 SP:Iteration 11Q (2939.540000 sec): 3 clusters Score: Raw -6385024.159347 + Penalty 5274.668400 = -6379749.490947 nChanged 818 SP:Iteration 12Q (2939.730000 sec): 3 clusters Score: Raw -6385606.367986 + Penalty 5274.668400 = -6380331.699586 nChanged 612 SP:Iteration 13Q (2939.920000 sec): 3 clusters Score: Raw -6386050.651211 + Penalty 5274.668400 = -6380775.982811 nChanged 487 SP:Iteration 14Q (2940.100000 sec): 3 clusters Score: Raw -6386385.459159 + Penalty 5274.668400 = -6381110.790758 nChanged 390 SP:Iteration 15Q (2940.270000 sec): 3 clusters Score: Raw -6386619.339924 + Penalty 5274.668400 = -6381344.671524 nChanged 330 SP:Iteration 16Q (2940.450000 sec): 3 clusters Score: Raw -6386806.567694 + Penalty 5274.668400 = -6381531.899294 nChanged 265 SP:Iteration 17Q (2940.620000 sec): 3 clusters Score: Raw -6386965.794485 + Penalty 5274.668400 = -6381691.126084 nChanged 248 SP:Iteration 18Q (2940.790000 sec): 3 clusters Score: Raw -6387099.779312 + Penalty 5274.668400 = -6381825.110912 nChanged 223 SP:Iteration 19Q (2940.960000 sec): 3 clusters Score: Raw -6387218.690700 + Penalty 5274.668400 = -6381944.022299 nChanged 216 SP:Iteration 20F (2941.170000 sec): 3 clusters Score: Raw -6387351.790544 + Penalty 5274.668400 = -6382077.122144 nChanged 200 SP:Iteration 21Q (2941.330000 sec): 3 clusters Score: Raw -6387495.096087 + Penalty 5274.668400 = -6382220.427687 nChanged 213 SP:Iteration 22Q (2941.500000 sec): 3 clusters Score: Raw -6387651.984619 + Penalty 5274.668400 = -6382377.316219 nChanged 187 SP:Iteration 23Q (2941.660000 sec): 3 clusters Score: Raw -6387790.311687 + Penalty 5274.668400 = -6382515.643286 nChanged 166 SP:Iteration 24Q (2941.820000 sec): 3 clusters Score: Raw -6387903.853552 + Penalty 5274.668400 = -6382629.185152 nChanged 160 SP:Iteration 25Q (2941.980000 sec): 3 clusters Score: Raw -6388001.258859 + Penalty 5274.668400 = -6382726.590459 nChanged 109 SP:Iteration 26Q (2942.140000 sec): 3 clusters Score: Raw -6388055.028696 + Penalty 5274.668400 = -6382780.360296 nChanged 78 SP:Iteration 27Q (2942.300000 sec): 3 clusters Score: Raw -6388076.112358 + Penalty 5274.668400 = -6382801.443958 nChanged 37 SP:Iteration 28Q (2942.460000 sec): 3 clusters Score: Raw -6388084.696061 + Penalty 5274.668400 = -6382810.027661 nChanged 40 SP:Iteration 29Q (2942.620000 sec): 3 clusters Score: Raw -6388094.296000 + Penalty 5274.668400 = -6382819.627600 nChanged 35 SP:Iteration 30Q (2942.780000 sec): 3 clusters Score: Raw -6388104.436718 + Penalty 5274.668400 = -6382829.768318 nChanged 29 SP:Iteration 31Q (2942.930000 sec): 3 clusters Score: Raw -6388111.673647 + Penalty 5274.668400 = -6382837.005246 nChanged 27 SP:Iteration 32Q (2943.090000 sec): 3 clusters Score: Raw -6388118.299454 + Penalty 5274.668400 = -6382843.631054 nChanged 26 SP:Iteration 33Q (2943.250000 sec): 3 clusters Score: Raw -6388125.116586 + Penalty 5274.668400 = -6382850.448186 nChanged 16 SP:Iteration 34Q (2943.400000 sec): 3 clusters Score: Raw -6388127.792599 + Penalty 5274.668400 = -6382853.124198 nChanged 8 SP:Iteration 35Q (2943.560000 sec): 3 clusters Score: Raw -6388129.147831 + Penalty 5274.668400 = -6382854.479431 nChanged 9 SP:Iteration 36Q (2943.720000 sec): 3 clusters Score: Raw -6388131.330218 + Penalty 5274.668400 = -6382856.661817 nChanged 7 SP:Iteration 37Q (2943.880000 sec): 3 clusters Score: Raw -6388133.247614 + Penalty 5274.668400 = -6382858.579213 nChanged 11 SP:Iteration 38Q (2944.040000 sec): 3 clusters Score: Raw -6388135.293909 + Penalty 5274.668400 = -6382860.625509 nChanged 8 SP:Iteration 39Q (2944.190000 sec): 3 clusters Score: Raw -6388136.491525 + Penalty 5274.668400 = -6382861.823124 nChanged 5 SP:Iteration 40F (2944.400000 sec): 3 clusters Score: Raw -6388137.316565 + Penalty 5274.668400 = -6382862.648165 nChanged 1 SP:Iteration 41Q (2944.560000 sec): 3 clusters Score: Raw -6388137.788550 + Penalty 5274.668400 = -6382863.120150 nChanged 2 SP:Iteration 42Q (2944.720000 sec): 3 clusters Score: Raw -6388138.168528 + Penalty 5274.668400 = -6382863.500127 nChanged 2 SP:Iteration 43Q (2944.880000 sec): 3 clusters Score: Raw -6388138.461040 + Penalty 5274.668400 = -6382863.792640 nChanged 2 SP:Iteration 44Q (2945.040000 sec): 3 clusters Score: Raw -6388138.730341 + Penalty 5274.668400 = -6382864.061941 nChanged 0 SP:Iteration 45F (2945.250000 sec): 3 clusters Score: Raw -6388138.730341 + Penalty 5274.668400 = -6382864.061941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (5288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.290000 sec): 2 clusters Score: Raw -779556.785713 + Penalty 2126.152455 = -777430.633259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.320000 sec): 3 clusters Score: Raw -776965.507612 + Penalty 4252.304909 = -772713.202703 nChanged 2147 SP:Iteration 1F (2945.350000 sec): 3 clusters Score: Raw -778508.660719 + Penalty 4252.304909 = -774256.355810 nChanged 522 SP:Iteration 2F (2945.370000 sec): 3 clusters Score: Raw -779198.386577 + Penalty 4252.304909 = -774946.081668 nChanged 425 SP:Iteration 3F (2945.400000 sec): 3 clusters Score: Raw -779617.627585 + Penalty 4252.304909 = -775365.322676 nChanged 372 SP:Iteration 4F (2945.420000 sec): 3 clusters Score: Raw -779956.269400 + Penalty 4252.304909 = -775703.964491 nChanged 313 SP:Iteration 5F (2945.450000 sec): 3 clusters Score: Raw -780252.630846 + Penalty 4252.304909 = -776000.325937 nChanged 278 SP:Iteration 6F (2945.480000 sec): 3 clusters Score: Raw -780529.379826 + Penalty 4252.304909 = -776277.074917 nChanged 218 SP:Iteration 7Q (2945.500000 sec): 3 clusters Score: Raw -780760.998948 + Penalty 4252.304909 = -776508.694039 nChanged 167 SP:Iteration 8Q (2945.530000 sec): 3 clusters Score: Raw -780942.989470 + Penalty 4252.304909 = -776690.684560 nChanged 115 SP:Iteration 9Q (2945.550000 sec): 3 clusters Score: Raw -781052.207658 + Penalty 4252.304909 = -776799.902749 nChanged 78 SP:Iteration 10Q (2945.580000 sec): 3 clusters Score: Raw -781120.951363 + Penalty 4252.304909 = -776868.646453 nChanged 58 SP:Iteration 11Q (2945.600000 sec): 3 clusters Score: Raw -781167.041189 + Penalty 4252.304909 = -776914.736280 nChanged 41 SP:Iteration 12Q (2945.620000 sec): 3 clusters Score: Raw -781190.445453 + Penalty 4252.304909 = -776938.140544 nChanged 33 SP:Iteration 13Q (2945.650000 sec): 3 clusters Score: Raw -781211.402480 + Penalty 4252.304909 = -776959.097571 nChanged 24 SP:Iteration 14Q (2945.670000 sec): 3 clusters Score: Raw -781227.599032 + Penalty 4252.304909 = -776975.294123 nChanged 19 SP:Iteration 15Q (2945.700000 sec): 3 clusters Score: Raw -781235.969739 + Penalty 4252.304909 = -776983.664829 nChanged 9 SP:Iteration 16Q (2945.720000 sec): 3 clusters Score: Raw -781240.400807 + Penalty 4252.304909 = -776988.095898 nChanged 9 SP:Iteration 17Q (2945.740000 sec): 3 clusters Score: Raw -781243.822756 + Penalty 4252.304909 = -776991.517846 nChanged 7 SP:Iteration 18Q (2945.760000 sec): 3 clusters Score: Raw -781246.348535 + Penalty 4252.304909 = -776994.043626 nChanged 4 SP:Iteration 19Q (2945.790000 sec): 3 clusters Score: Raw -781248.003514 + Penalty 4252.304909 = -776995.698605 nChanged 3 SP:Iteration 20F (2945.810000 sec): 3 clusters Score: Raw -781248.903783 + Penalty 4252.304909 = -776996.598873 nChanged 1 SP:Iteration 21Q (2945.840000 sec): 3 clusters Score: Raw -781249.104684 + Penalty 4252.304909 = -776996.799775 nChanged 2 SP:Iteration 22Q (2945.860000 sec): 3 clusters Score: Raw -781249.430467 + Penalty 4252.304909 = -776997.125558 nChanged 0 SP:Iteration 23F (2945.890000 sec): 3 clusters Score: Raw -781249.430467 + Penalty 4252.304909 = -776997.125558 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (19488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.980000 sec): 2 clusters Score: Raw -3019391.678630 + Penalty 2449.633434 = -3016942.045196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2946.080000 sec): 3 clusters Score: Raw -3008133.381954 + Penalty 4899.266869 = -3003234.115085 nChanged 8591 SP:Iteration 1F (2946.180000 sec): 3 clusters Score: Raw -3012864.265001 + Penalty 4899.266869 = -3007964.998133 nChanged 1229 SP:Iteration 2F (2946.280000 sec): 3 clusters Score: Raw -3013493.106050 + Penalty 4899.266869 = -3008593.839182 nChanged 1148 SP:Iteration 3F (2946.380000 sec): 3 clusters Score: Raw -3014266.326381 + Penalty 4899.266869 = -3009367.059512 nChanged 1232 SP:Iteration 4F (2946.480000 sec): 3 clusters Score: Raw -3015204.772141 + Penalty 4899.266869 = -3010305.505273 nChanged 1272 SP:Iteration 5F (2946.580000 sec): 3 clusters Score: Raw -3016300.965966 + Penalty 4899.266869 = -3011401.699098 nChanged 1323 SP:Iteration 6F (2946.680000 sec): 3 clusters Score: Raw -3017479.740034 + Penalty 4899.266869 = -3012580.473165 nChanged 1284 SP:Iteration 7F (2946.770000 sec): 3 clusters Score: Raw -3018634.120627 + Penalty 4899.266869 = -3013734.853759 nChanged 1095 SP:Iteration 8F (2946.870000 sec): 3 clusters Score: Raw -3019495.103941 + Penalty 4899.266869 = -3014595.837073 nChanged 816 SP:Iteration 9Q (2946.970000 sec): 3 clusters Score: Raw -3020006.958589 + Penalty 4899.266869 = -3015107.691721 nChanged 577 SP:Iteration 10Q (2947.050000 sec): 3 clusters Score: Raw -3020324.001569 + Penalty 4899.266869 = -3015424.734701 nChanged 398 SP:Iteration 11Q (2947.150000 sec): 3 clusters Score: Raw -3020533.897118 + Penalty 4899.266869 = -3015634.630249 nChanged 321 SP:Iteration 12Q (2947.230000 sec): 3 clusters Score: Raw -3020712.908027 + Penalty 4899.266869 = -3015813.641158 nChanged 312 SP:Iteration 13Q (2947.320000 sec): 3 clusters Score: Raw -3020882.990475 + Penalty 4899.266869 = -3015983.723606 nChanged 278 SP:Iteration 14Q (2947.410000 sec): 3 clusters Score: Raw -3021025.108552 + Penalty 4899.266869 = -3016125.841684 nChanged 266 SP:Iteration 15Q (2947.500000 sec): 3 clusters Score: Raw -3021157.740764 + Penalty 4899.266869 = -3016258.473896 nChanged 224 SP:Iteration 16Q (2947.580000 sec): 3 clusters Score: Raw -3021241.204712 + Penalty 4899.266869 = -3016341.937844 nChanged 155 SP:Iteration 17Q (2947.670000 sec): 3 clusters Score: Raw -3021282.686882 + Penalty 4899.266869 = -3016383.420014 nChanged 132 SP:Iteration 18Q (2947.750000 sec): 3 clusters Score: Raw -3021312.697820 + Penalty 4899.266869 = -3016413.430951 nChanged 90 SP:Iteration 19Q (2947.840000 sec): 3 clusters Score: Raw -3021328.349642 + Penalty 4899.266869 = -3016429.082773 nChanged 82 SP:Iteration 20F (2947.930000 sec): 3 clusters Score: Raw -3021343.866968 + Penalty 4899.266869 = -3016444.600100 nChanged 64 SP:Iteration 21Q (2948.020000 sec): 3 clusters Score: Raw -3021354.219153 + Penalty 4899.266869 = -3016454.952284 nChanged 50 SP:Iteration 22Q (2948.100000 sec): 3 clusters Score: Raw -3021361.767872 + Penalty 4899.266869 = -3016462.501003 nChanged 37 SP:Iteration 23Q (2948.190000 sec): 3 clusters Score: Raw -3021366.919568 + Penalty 4899.266869 = -3016467.652699 nChanged 30 SP:Iteration 24Q (2948.270000 sec): 3 clusters Score: Raw -3021371.021695 + Penalty 4899.266869 = -3016471.754826 nChanged 26 SP:Iteration 25Q (2948.360000 sec): 3 clusters Score: Raw -3021374.507890 + Penalty 4899.266869 = -3016475.241021 nChanged 23 SP:Iteration 26Q (2948.440000 sec): 3 clusters Score: Raw -3021377.220305 + Penalty 4899.266869 = -3016477.953436 nChanged 24 SP:Iteration 27Q (2948.530000 sec): 3 clusters Score: Raw -3021379.716366 + Penalty 4899.266869 = -3016480.449497 nChanged 20 SP:Iteration 28Q (2948.620000 sec): 3 clusters Score: Raw -3021381.353794 + Penalty 4899.266869 = -3016482.086925 nChanged 10 SP:Iteration 29Q (2948.700000 sec): 3 clusters Score: Raw -3021382.309916 + Penalty 4899.266869 = -3016483.043047 nChanged 12 SP:Iteration 30Q (2948.780000 sec): 3 clusters Score: Raw -3021383.590165 + Penalty 4899.266869 = -3016484.323297 nChanged 7 SP:Iteration 31Q (2948.870000 sec): 3 clusters Score: Raw -3021384.027262 + Penalty 4899.266869 = -3016484.760393 nChanged 5 SP:Iteration 32Q (2948.950000 sec): 3 clusters Score: Raw -3021384.396192 + Penalty 4899.266869 = -3016485.129323 nChanged 6 SP:Iteration 33Q (2949.040000 sec): 3 clusters Score: Raw -3021385.145450 + Penalty 4899.266869 = -3016485.878581 nChanged 7 SP:Iteration 34Q (2949.120000 sec): 3 clusters Score: Raw -3021385.683675 + Penalty 4899.266869 = -3016486.416806 nChanged 4 SP:Iteration 35Q (2949.200000 sec): 3 clusters Score: Raw -3021386.110142 + Penalty 4899.266869 = -3016486.843273 nChanged 3 SP:Iteration 36Q (2949.290000 sec): 3 clusters Score: Raw -3021386.384587 + Penalty 4899.266869 = -3016487.117719 nChanged 5 SP:Iteration 37Q (2949.370000 sec): 3 clusters Score: Raw -3021386.814242 + Penalty 4899.266869 = -3016487.547374 nChanged 9 SP:Iteration 38Q (2949.460000 sec): 3 clusters Score: Raw -3021388.091129 + Penalty 4899.266869 = -3016488.824261 nChanged 17 SP:Iteration 39Q (2949.540000 sec): 3 clusters Score: Raw -3021389.589249 + Penalty 4899.266869 = -3016490.322381 nChanged 9 SP:Iteration 40F (2949.640000 sec): 3 clusters Score: Raw -3021390.498563 + Penalty 4899.266869 = -3016491.231694 nChanged 12 SP:Iteration 41Q (2949.720000 sec): 3 clusters Score: Raw -3021391.844042 + Penalty 4899.266869 = -3016492.577173 nChanged 19 SP:Iteration 42Q (2949.800000 sec): 3 clusters Score: Raw -3021393.959329 + Penalty 4899.266869 = -3016494.692461 nChanged 21 SP:Iteration 43Q (2949.890000 sec): 3 clusters Score: Raw -3021396.844480 + Penalty 4899.266869 = -3016497.577611 nChanged 24 SP:Iteration 44Q (2949.970000 sec): 3 clusters Score: Raw -3021399.291480 + Penalty 4899.266869 = -3016500.024612 nChanged 18 SP:Iteration 45Q (2950.060000 sec): 3 clusters Score: Raw -3021401.044819 + Penalty 4899.266869 = -3016501.777951 nChanged 19 SP:Iteration 46Q (2950.140000 sec): 3 clusters Score: Raw -3021402.892018 + Penalty 4899.266869 = -3016503.625149 nChanged 14 SP:Iteration 47Q (2950.230000 sec): 3 clusters Score: Raw -3021404.102452 + Penalty 4899.266869 = -3016504.835583 nChanged 9 SP:Iteration 48Q (2950.310000 sec): 3 clusters Score: Raw -3021404.895094 + Penalty 4899.266869 = -3016505.628225 nChanged 10 SP:Iteration 49Q (2950.400000 sec): 3 clusters Score: Raw -3021406.049694 + Penalty 4899.266869 = -3016506.782825 nChanged 8 SP:Iteration 50Q (2950.480000 sec): 3 clusters Score: Raw -3021406.953700 + Penalty 4899.266869 = -3016507.686832 nChanged 6 SP:Iteration 51Q (2950.560000 sec): 3 clusters Score: Raw -3021407.376905 + Penalty 4899.266869 = -3016508.110036 nChanged 6 SP:Iteration 52Q (2950.650000 sec): 3 clusters Score: Raw -3021407.804738 + Penalty 4899.266869 = -3016508.537869 nChanged 9 SP:Iteration 53Q (2950.730000 sec): 3 clusters Score: Raw -3021408.416821 + Penalty 4899.266869 = -3016509.149953 nChanged 8 SP:Iteration 54Q (2950.820000 sec): 3 clusters Score: Raw -3021409.131403 + Penalty 4899.266869 = -3016509.864534 nChanged 12 SP:Iteration 55Q (2950.900000 sec): 3 clusters Score: Raw -3021410.229169 + Penalty 4899.266869 = -3016510.962301 nChanged 11 SP:Iteration 56Q (2950.980000 sec): 3 clusters Score: Raw -3021411.380473 + Penalty 4899.266869 = -3016512.113604 nChanged 14 SP:Iteration 57Q (2951.070000 sec): 3 clusters Score: Raw -3021412.633495 + Penalty 4899.266869 = -3016513.366627 nChanged 10 SP:Iteration 58Q (2951.150000 sec): 3 clusters Score: Raw -3021413.409920 + Penalty 4899.266869 = -3016514.143052 nChanged 7 SP:Iteration 59Q (2951.240000 sec): 3 clusters Score: Raw -3021414.204534 + Penalty 4899.266869 = -3016514.937666 nChanged 7 SP:Iteration 60F (2951.330000 sec): 3 clusters Score: Raw -3021414.709981 + Penalty 4899.266869 = -3016515.443112 nChanged 8 SP:Iteration 61Q (2951.420000 sec): 3 clusters Score: Raw -3021415.353086 + Penalty 4899.266869 = -3016516.086217 nChanged 4 SP:Iteration 62Q (2951.500000 sec): 3 clusters Score: Raw -3021415.743533 + Penalty 4899.266869 = -3016516.476665 nChanged 5 SP:Iteration 63Q (2951.590000 sec): 3 clusters Score: Raw -3021416.131552 + Penalty 4899.266869 = -3016516.864684 nChanged 3 SP:Iteration 64Q (2951.670000 sec): 3 clusters Score: Raw -3021416.331273 + Penalty 4899.266869 = -3016517.064404 nChanged 1 SP:Iteration 65Q (2951.760000 sec): 3 clusters Score: Raw -3021416.358209 + Penalty 4899.266869 = -3016517.091340 nChanged 0 SP:Iteration 66F (2951.850000 sec): 3 clusters Score: Raw -3021416.358209 + Penalty 4899.266869 = -3016517.091340 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (13085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2951.910000 sec): 2 clusters Score: Raw -2051360.972792 + Penalty 2350.847010 = -2049010.125782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2951.980000 sec): 3 clusters Score: Raw -2044096.706044 + Penalty 4701.694020 = -2039395.012024 nChanged 5522 SP:Iteration 1F (2952.040000 sec): 3 clusters Score: Raw -2046986.884857 + Penalty 4701.694020 = -2042285.190836 nChanged 824 SP:Iteration 2F (2952.110000 sec): 3 clusters Score: Raw -2047356.777238 + Penalty 4701.694020 = -2042655.083218 nChanged 705 SP:Iteration 3F (2952.170000 sec): 3 clusters Score: Raw -2047692.467383 + Penalty 4701.694020 = -2042990.773363 nChanged 692 SP:Iteration 4F (2952.240000 sec): 3 clusters Score: Raw -2048021.745608 + Penalty 4701.694020 = -2043320.051588 nChanged 656 SP:Iteration 5F (2952.300000 sec): 3 clusters Score: Raw -2048373.747128 + Penalty 4701.694020 = -2043672.053108 nChanged 663 SP:Iteration 6F (2952.360000 sec): 3 clusters Score: Raw -2048750.649448 + Penalty 4701.694020 = -2044048.955428 nChanged 635 SP:Iteration 7Q (2952.430000 sec): 3 clusters Score: Raw -2049117.556645 + Penalty 4701.694020 = -2044415.862625 nChanged 578 SP:Iteration 8Q (2952.500000 sec): 3 clusters Score: Raw -2049473.294619 + Penalty 4701.694020 = -2044771.600599 nChanged 572 SP:Iteration 9Q (2952.560000 sec): 3 clusters Score: Raw -2049846.314964 + Penalty 4701.694020 = -2045144.620944 nChanged 490 SP:Iteration 10Q (2952.620000 sec): 3 clusters Score: Raw -2050172.138849 + Penalty 4701.694020 = -2045470.444829 nChanged 438 SP:Iteration 11Q (2952.690000 sec): 3 clusters Score: Raw -2050472.172766 + Penalty 4701.694020 = -2045770.478746 nChanged 386 SP:Iteration 12Q (2952.760000 sec): 3 clusters Score: Raw -2050757.804873 + Penalty 4701.694020 = -2046056.110853 nChanged 303 SP:Iteration 13Q (2952.820000 sec): 3 clusters Score: Raw -2050986.007608 + Penalty 4701.694020 = -2046284.313588 nChanged 238 SP:Iteration 14Q (2952.880000 sec): 3 clusters Score: Raw -2051177.538352 + Penalty 4701.694020 = -2046475.844332 nChanged 177 SP:Iteration 15Q (2952.940000 sec): 3 clusters Score: Raw -2051332.561658 + Penalty 4701.694020 = -2046630.867638 nChanged 133 SP:Iteration 16Q (2953.000000 sec): 3 clusters Score: Raw -2051453.663481 + Penalty 4701.694020 = -2046751.969461 nChanged 87 SP:Iteration 17Q (2953.060000 sec): 3 clusters Score: Raw -2051526.581582 + Penalty 4701.694020 = -2046824.887562 nChanged 58 SP:Iteration 18Q (2953.110000 sec): 3 clusters Score: Raw -2051581.445547 + Penalty 4701.694020 = -2046879.751527 nChanged 34 SP:Iteration 19Q (2953.160000 sec): 3 clusters Score: Raw -2051619.093668 + Penalty 4701.694020 = -2046917.399648 nChanged 26 SP:Iteration 20F (2953.230000 sec): 3 clusters Score: Raw -2051646.456008 + Penalty 4701.694020 = -2046944.761988 nChanged 22 SP:Iteration 21Q (2953.280000 sec): 3 clusters Score: Raw -2051667.530119 + Penalty 4701.694020 = -2046965.836099 nChanged 12 SP:Iteration 22Q (2953.330000 sec): 3 clusters Score: Raw -2051675.788193 + Penalty 4701.694020 = -2046974.094173 nChanged 6 SP:Iteration 23Q (2953.380000 sec): 3 clusters Score: Raw -2051680.618672 + Penalty 4701.694020 = -2046978.924652 nChanged 8 SP:Iteration 24Q (2953.440000 sec): 3 clusters Score: Raw -2051688.523380 + Penalty 4701.694020 = -2046986.829359 nChanged 5 SP:Iteration 25Q (2953.480000 sec): 3 clusters Score: Raw -2051693.383172 + Penalty 4701.694020 = -2046991.689151 nChanged 3 SP:Iteration 26Q (2953.540000 sec): 3 clusters Score: Raw -2051695.887443 + Penalty 4701.694020 = -2046994.193423 nChanged 3 SP:Iteration 27Q (2953.590000 sec): 3 clusters Score: Raw -2051698.041067 + Penalty 4701.694020 = -2046996.347047 nChanged 3 SP:Iteration 28Q (2953.640000 sec): 3 clusters Score: Raw -2051699.845051 + Penalty 4701.694020 = -2046998.151030 nChanged 0 SP:Iteration 29F (2953.700000 sec): 3 clusters Score: Raw -2051699.845051 + Penalty 4701.694020 = -2046998.151030 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (21961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2953.800000 sec): 2 clusters Score: Raw -3218203.893885 + Penalty 2479.261811 = -3215724.632074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2953.910000 sec): 3 clusters Score: Raw -3205284.798454 + Penalty 4958.523622 = -3200326.274831 nChanged 9659 SP:Iteration 1F (2954.020000 sec): 3 clusters Score: Raw -3210739.144545 + Penalty 4958.523622 = -3205780.620923 nChanged 1309 SP:Iteration 2F (2954.140000 sec): 3 clusters Score: Raw -3211346.824325 + Penalty 4958.523622 = -3206388.300703 nChanged 1201 SP:Iteration 3F (2954.240000 sec): 3 clusters Score: Raw -3211939.823707 + Penalty 4958.523622 = -3206981.300084 nChanged 1174 SP:Iteration 4F (2954.360000 sec): 3 clusters Score: Raw -3212539.845538 + Penalty 4958.523622 = -3207581.321916 nChanged 1149 SP:Iteration 5F (2954.470000 sec): 3 clusters Score: Raw -3213165.560263 + Penalty 4958.523622 = -3208207.036641 nChanged 1115 SP:Iteration 6F (2954.580000 sec): 3 clusters Score: Raw -3213740.035357 + Penalty 4958.523622 = -3208781.511735 nChanged 1061 SP:Iteration 7Q (2954.690000 sec): 3 clusters Score: Raw -3214259.674759 + Penalty 4958.523622 = -3209301.151136 nChanged 951 SP:Iteration 8Q (2954.800000 sec): 3 clusters Score: Raw -3214665.358045 + Penalty 4958.523622 = -3209706.834423 nChanged 811 SP:Iteration 9Q (2954.910000 sec): 3 clusters Score: Raw -3214959.030913 + Penalty 4958.523622 = -3210000.507291 nChanged 660 SP:Iteration 10Q (2955.020000 sec): 3 clusters Score: Raw -3215198.169709 + Penalty 4958.523622 = -3210239.646086 nChanged 550 SP:Iteration 11Q (2955.130000 sec): 3 clusters Score: Raw -3215374.954021 + Penalty 4958.523622 = -3210416.430399 nChanged 472 SP:Iteration 12Q (2955.240000 sec): 3 clusters Score: Raw -3215515.009143 + Penalty 4958.523622 = -3210556.485521 nChanged 398 SP:Iteration 13Q (2955.350000 sec): 3 clusters Score: Raw -3215634.708214 + Penalty 4958.523622 = -3210676.184592 nChanged 388 SP:Iteration 14Q (2955.460000 sec): 3 clusters Score: Raw -3215755.626405 + Penalty 4958.523622 = -3210797.102783 nChanged 373 SP:Iteration 15Q (2955.570000 sec): 3 clusters Score: Raw -3215864.588299 + Penalty 4958.523622 = -3210906.064677 nChanged 345 SP:Iteration 16Q (2955.680000 sec): 3 clusters Score: Raw -3215976.950398 + Penalty 4958.523622 = -3211018.426776 nChanged 354 SP:Iteration 17Q (2955.790000 sec): 3 clusters Score: Raw -3216089.040085 + Penalty 4958.523622 = -3211130.516463 nChanged 313 SP:Iteration 18Q (2955.900000 sec): 3 clusters Score: Raw -3216188.105043 + Penalty 4958.523622 = -3211229.581421 nChanged 301 SP:Iteration 19Q (2956.000000 sec): 3 clusters Score: Raw -3216280.651212 + Penalty 4958.523622 = -3211322.127590 nChanged 301 SP:Iteration 20F (2956.120000 sec): 3 clusters Score: Raw -3216386.389955 + Penalty 4958.523622 = -3211427.866333 nChanged 312 SP:Iteration 21Q (2956.220000 sec): 3 clusters Score: Raw -3216495.551769 + Penalty 4958.523622 = -3211537.028147 nChanged 335 SP:Iteration 22Q (2956.330000 sec): 3 clusters Score: Raw -3216621.321625 + Penalty 4958.523622 = -3211662.798003 nChanged 321 SP:Iteration 23Q (2956.440000 sec): 3 clusters Score: Raw -3216740.916841 + Penalty 4958.523622 = -3211782.393219 nChanged 319 SP:Iteration 24Q (2956.540000 sec): 3 clusters Score: Raw -3216854.421708 + Penalty 4958.523622 = -3211895.898086 nChanged 314 SP:Iteration 25Q (2956.640000 sec): 3 clusters Score: Raw -3216963.680138 + Penalty 4958.523622 = -3212005.156516 nChanged 297 SP:Iteration 26Q (2956.750000 sec): 3 clusters Score: Raw -3217071.989603 + Penalty 4958.523622 = -3212113.465981 nChanged 286 SP:Iteration 27Q (2956.850000 sec): 3 clusters Score: Raw -3217184.614946 + Penalty 4958.523622 = -3212226.091324 nChanged 293 SP:Iteration 28Q (2956.960000 sec): 3 clusters Score: Raw -3217296.526566 + Penalty 4958.523622 = -3212338.002944 nChanged 311 SP:Iteration 29Q (2957.060000 sec): 3 clusters Score: Raw -3217424.740996 + Penalty 4958.523622 = -3212466.217374 nChanged 301 SP:Iteration 30Q (2957.160000 sec): 3 clusters Score: Raw -3217540.311071 + Penalty 4958.523622 = -3212581.787449 nChanged 283 SP:Iteration 31Q (2957.260000 sec): 3 clusters Score: Raw -3217651.186453 + Penalty 4958.523622 = -3212692.662830 nChanged 285 SP:Iteration 32Q (2957.360000 sec): 3 clusters Score: Raw -3217763.132550 + Penalty 4958.523622 = -3212804.608928 nChanged 258 SP:Iteration 33Q (2957.460000 sec): 3 clusters Score: Raw -3217863.460182 + Penalty 4958.523622 = -3212904.936560 nChanged 254 SP:Iteration 34Q (2957.560000 sec): 3 clusters Score: Raw -3217959.523610 + Penalty 4958.523622 = -3213000.999988 nChanged 232 SP:Iteration 35Q (2957.650000 sec): 3 clusters Score: Raw -3218044.999526 + Penalty 4958.523622 = -3213086.475903 nChanged 227 SP:Iteration 36Q (2957.750000 sec): 3 clusters Score: Raw -3218132.211595 + Penalty 4958.523622 = -3213173.687973 nChanged 210 SP:Iteration 37Q (2957.840000 sec): 3 clusters Score: Raw -3218211.937368 + Penalty 4958.523622 = -3213253.413746 nChanged 199 SP:Iteration 38Q (2957.930000 sec): 3 clusters Score: Raw -3218292.568350 + Penalty 4958.523622 = -3213334.044728 nChanged 175 SP:Iteration 39Q (2958.030000 sec): 3 clusters Score: Raw -3218361.958674 + Penalty 4958.523622 = -3213403.435052 nChanged 163 SP:Iteration 40F (2958.140000 sec): 3 clusters Score: Raw -3218435.391679 + Penalty 4958.523622 = -3213476.868057 nChanged 166 SP:Iteration 41Q (2958.230000 sec): 3 clusters Score: Raw -3218510.755326 + Penalty 4958.523622 = -3213552.231704 nChanged 144 SP:Iteration 42Q (2958.320000 sec): 3 clusters Score: Raw -3218569.128601 + Penalty 4958.523622 = -3213610.604979 nChanged 121 SP:Iteration 43Q (2958.410000 sec): 3 clusters Score: Raw -3218619.553147 + Penalty 4958.523622 = -3213661.029524 nChanged 124 SP:Iteration 44Q (2958.500000 sec): 3 clusters Score: Raw -3218671.209855 + Penalty 4958.523622 = -3213712.686233 nChanged 123 SP:Iteration 45Q (2958.580000 sec): 3 clusters Score: Raw -3218724.890852 + Penalty 4958.523622 = -3213766.367230 nChanged 117 SP:Iteration 46Q (2958.680000 sec): 3 clusters Score: Raw -3218776.048490 + Penalty 4958.523622 = -3213817.524868 nChanged 103 SP:Iteration 47Q (2958.760000 sec): 3 clusters Score: Raw -3218826.233629 + Penalty 4958.523622 = -3213867.710007 nChanged 106 SP:Iteration 48Q (2958.850000 sec): 3 clusters Score: Raw -3218876.928428 + Penalty 4958.523622 = -3213918.404806 nChanged 87 SP:Iteration 49Q (2958.940000 sec): 3 clusters Score: Raw -3218932.896254 + Penalty 4958.523622 = -3213974.372631 nChanged 89 SP:Iteration 50Q (2959.020000 sec): 3 clusters Score: Raw -3218980.877479 + Penalty 4958.523622 = -3214022.353857 nChanged 82 SP:Iteration 51Q (2959.110000 sec): 3 clusters Score: Raw -3219021.760523 + Penalty 4958.523622 = -3214063.236901 nChanged 72 SP:Iteration 52Q (2959.190000 sec): 3 clusters Score: Raw -3219069.525730 + Penalty 4958.523622 = -3214111.002107 nChanged 69 SP:Iteration 53Q (2959.280000 sec): 3 clusters Score: Raw -3219124.062493 + Penalty 4958.523622 = -3214165.538871 nChanged 69 SP:Iteration 54Q (2959.360000 sec): 3 clusters Score: Raw -3219166.437212 + Penalty 4958.523622 = -3214207.913589 nChanged 51 SP:Iteration 55Q (2959.440000 sec): 3 clusters Score: Raw -3219196.608606 + Penalty 4958.523622 = -3214238.084984 nChanged 55 SP:Iteration 56Q (2959.520000 sec): 3 clusters Score: Raw -3219226.869798 + Penalty 4958.523622 = -3214268.346176 nChanged 35 SP:Iteration 57Q (2959.610000 sec): 3 clusters Score: Raw -3219249.604321 + Penalty 4958.523622 = -3214291.080699 nChanged 37 SP:Iteration 58Q (2959.690000 sec): 3 clusters Score: Raw -3219270.315820 + Penalty 4958.523622 = -3214311.792198 nChanged 30 SP:Iteration 59Q (2959.770000 sec): 3 clusters Score: Raw -3219285.053546 + Penalty 4958.523622 = -3214326.529924 nChanged 18 SP:Iteration 60F (2959.880000 sec): 3 clusters Score: Raw -3219291.519563 + Penalty 4958.523622 = -3214332.995941 nChanged 7 SP:Iteration 61Q (2959.960000 sec): 3 clusters Score: Raw -3219294.259027 + Penalty 4958.523622 = -3214335.735405 nChanged 6 SP:Iteration 62Q (2960.040000 sec): 3 clusters Score: Raw -3219295.924425 + Penalty 4958.523622 = -3214337.400803 nChanged 6 SP:Iteration 63Q (2960.120000 sec): 3 clusters Score: Raw -3219297.909848 + Penalty 4958.523622 = -3214339.386226 nChanged 6 SP:Iteration 64Q (2960.210000 sec): 3 clusters Score: Raw -3219300.388530 + Penalty 4958.523622 = -3214341.864908 nChanged 8 SP:Iteration 65Q (2960.290000 sec): 3 clusters Score: Raw -3219302.650034 + Penalty 4958.523622 = -3214344.126412 nChanged 5 SP:Iteration 66Q (2960.370000 sec): 3 clusters Score: Raw -3219304.341235 + Penalty 4958.523622 = -3214345.817613 nChanged 1 SP:Iteration 67Q (2960.450000 sec): 3 clusters Score: Raw -3219304.889066 + Penalty 4958.523622 = -3214346.365444 nChanged 4 SP:Iteration 68Q (2960.530000 sec): 3 clusters Score: Raw -3219306.635871 + Penalty 4958.523622 = -3214348.112248 nChanged 5 SP:Iteration 69Q (2960.610000 sec): 3 clusters Score: Raw -3219308.083341 + Penalty 4958.523622 = -3214349.559719 nChanged 5 SP:Iteration 70Q (2960.700000 sec): 3 clusters Score: Raw -3219309.349772 + Penalty 4958.523622 = -3214350.826150 nChanged 5 SP:Iteration 71Q (2960.780000 sec): 3 clusters Score: Raw -3219310.669556 + Penalty 4958.523622 = -3214352.145934 nChanged 2 SP:Iteration 72Q (2960.860000 sec): 3 clusters Score: Raw -3219311.135743 + Penalty 4958.523622 = -3214352.612121 nChanged 1 SP:Iteration 73Q (2960.940000 sec): 3 clusters Score: Raw -3219311.393803 + Penalty 4958.523622 = -3214352.870181 nChanged 1 SP:Iteration 74Q (2961.020000 sec): 3 clusters Score: Raw -3219311.643970 + Penalty 4958.523622 = -3214353.120347 nChanged 2 SP:Iteration 75Q (2961.100000 sec): 3 clusters Score: Raw -3219312.309892 + Penalty 4958.523622 = -3214353.786270 nChanged 0 SP:Iteration 76F (2961.210000 sec): 3 clusters Score: Raw -3219312.309892 + Penalty 4958.523622 = -3214353.786270 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.230000 sec): 2 clusters Score: Raw -72475.948267 + Penalty 1553.794701 = -70922.153566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.230000 sec): 3 clusters Score: Raw -72456.753478 + Penalty 3107.589402 = -69349.164076 nChanged 82 SP:Iteration 1F (2961.230000 sec): 3 clusters Score: Raw -72630.007128 + Penalty 3107.589402 = -69522.417726 nChanged 32 SP:Iteration 2F (2961.240000 sec): 3 clusters Score: Raw -72754.721486 + Penalty 3107.589402 = -69647.132085 nChanged 22 SP:Iteration 3Q (2961.240000 sec): 3 clusters Score: Raw -72828.239807 + Penalty 3107.589402 = -69720.650405 nChanged 14 SP:Iteration 4Q (2961.240000 sec): 3 clusters Score: Raw -72869.536655 + Penalty 3107.589402 = -69761.947253 nChanged 15 SP:Iteration 5Q (2961.240000 sec): 3 clusters Score: Raw -72942.674578 + Penalty 3107.589402 = -69835.085177 nChanged 19 SP:Iteration 6Q (2961.240000 sec): 3 clusters Score: Raw -73032.672244 + Penalty 3107.589402 = -69925.082843 nChanged 20 SP:Iteration 7Q (2961.250000 sec): 3 clusters Score: Raw -73105.180400 + Penalty 3107.589402 = -69997.590998 nChanged 15 SP:Iteration 8Q (2961.250000 sec): 3 clusters Score: Raw -73148.991329 + Penalty 3107.589402 = -70041.401928 nChanged 8 SP:Iteration 9Q (2961.250000 sec): 3 clusters Score: Raw -73177.259180 + Penalty 3107.589402 = -70069.669778 nChanged 2 SP:Iteration 10Q (2961.260000 sec): 3 clusters Score: Raw -73189.697757 + Penalty 3107.589402 = -70082.108356 nChanged 4 SP:Iteration 11Q (2961.260000 sec): 3 clusters Score: Raw -73206.096178 + Penalty 3107.589402 = -70098.506776 nChanged 3 SP:Iteration 12Q (2961.260000 sec): 3 clusters Score: Raw -73214.315245 + Penalty 3107.589402 = -70106.725844 nChanged 1 SP:Iteration 13Q (2961.260000 sec): 3 clusters Score: Raw -73215.877471 + Penalty 3107.589402 = -70108.288070 nChanged 0 SP:Iteration 14F (2961.260000 sec): 3 clusters Score: Raw -73215.877471 + Penalty 3107.589402 = -70108.288070 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.270000 sec): 2 clusters Score: Raw -21304.547348 + Penalty 1245.922369 = -20058.624979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.270000 sec): 3 clusters Score: Raw -21649.765799 + Penalty 2491.844738 = -19157.921061 nChanged 9 SP:Iteration 1F (2961.270000 sec): 3 clusters Score: Raw -21704.303419 + Penalty 2491.844738 = -19212.458681 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 9 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.280000 sec): 2 clusters Score: Raw -75652.687488 + Penalty 1557.073313 = -74095.614175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.280000 sec): 3 clusters Score: Raw -75643.987488 + Penalty 3114.146626 = -72529.840862 nChanged 91 SP:Iteration 1F (2961.280000 sec): 3 clusters Score: Raw -75842.145653 + Penalty 3114.146626 = -72727.999026 nChanged 39 SP:Iteration 2F (2961.280000 sec): 3 clusters Score: Raw -76042.481888 + Penalty 3114.146626 = -72928.335261 nChanged 28 SP:Iteration 3F (2961.280000 sec): 3 clusters Score: Raw -76309.040917 + Penalty 3114.146626 = -73194.894290 nChanged 25 SP:Iteration 4Q (2961.290000 sec): 3 clusters Score: Raw -76456.763355 + Penalty 3114.146626 = -73342.616729 nChanged 18 SP:Iteration 5Q (2961.290000 sec): 3 clusters Score: Raw -76560.211346 + Penalty 3114.146626 = -73446.064719 nChanged 21 SP:Iteration 6Q (2961.290000 sec): 3 clusters Score: Raw -76616.762679 + Penalty 3114.146626 = -73502.616053 nChanged 15 SP:Iteration 7Q (2961.300000 sec): 3 clusters Score: Raw -76675.150246 + Penalty 3114.146626 = -73561.003619 nChanged 14 SP:Iteration 8Q (2961.300000 sec): 3 clusters Score: Raw -76763.559154 + Penalty 3114.146626 = -73649.412528 nChanged 17 SP:Iteration 9Q (2961.300000 sec): 3 clusters Score: Raw -76866.364456 + Penalty 3114.146626 = -73752.217830 nChanged 14 SP:Iteration 10Q (2961.300000 sec): 3 clusters Score: Raw -76938.054039 + Penalty 3114.146626 = -73823.907412 nChanged 15 SP:Iteration 11Q (2961.300000 sec): 3 clusters Score: Raw -76989.541782 + Penalty 3114.146626 = -73875.395156 nChanged 12 SP:Iteration 12Q (2961.300000 sec): 3 clusters Score: Raw -77040.765451 + Penalty 3114.146626 = -73926.618825 nChanged 11 SP:Iteration 13Q (2961.310000 sec): 3 clusters Score: Raw -77090.564271 + Penalty 3114.146626 = -73976.417644 nChanged 10 SP:Iteration 14Q (2961.310000 sec): 3 clusters Score: Raw -77145.968630 + Penalty 3114.146626 = -74031.822004 nChanged 7 SP:Iteration 15Q (2961.310000 sec): 3 clusters Score: Raw -77186.307356 + Penalty 3114.146626 = -74072.160730 nChanged 10 SP:Iteration 16Q (2961.320000 sec): 3 clusters Score: Raw -77267.526813 + Penalty 3114.146626 = -74153.380186 nChanged 5 SP:Iteration 17Q (2961.320000 sec): 3 clusters Score: Raw -77331.288715 + Penalty 3114.146626 = -74217.142089 nChanged 3 SP:Iteration 18Q (2961.320000 sec): 3 clusters Score: Raw -77357.284667 + Penalty 3114.146626 = -74243.138040 nChanged 2 SP:Iteration 19Q (2961.320000 sec): 3 clusters Score: Raw -77361.790830 + Penalty 3114.146626 = -74247.644204 nChanged 2 SP:Iteration 20F (2961.320000 sec): 3 clusters Score: Raw -77367.522476 + Penalty 3114.146626 = -74253.375850 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (3264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.340000 sec): 2 clusters Score: Raw -454521.111572 + Penalty 2006.495762 = -452514.615811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.360000 sec): 3 clusters Score: Raw -453178.457992 + Penalty 4012.991523 = -449165.466468 nChanged 1178 SP:Iteration 1F (2961.380000 sec): 3 clusters Score: Raw -454007.649852 + Penalty 4012.991523 = -449994.658329 nChanged 261 SP:Iteration 2F (2961.400000 sec): 3 clusters Score: Raw -454202.845286 + Penalty 4012.991523 = -450189.853763 nChanged 166 SP:Iteration 3F (2961.410000 sec): 3 clusters Score: Raw -454330.748042 + Penalty 4012.991523 = -450317.756519 nChanged 132 SP:Iteration 4Q (2961.430000 sec): 3 clusters Score: Raw -454428.121376 + Penalty 4012.991523 = -450415.129853 nChanged 118 SP:Iteration 5Q (2961.440000 sec): 3 clusters Score: Raw -454526.143079 + Penalty 4012.991523 = -450513.151556 nChanged 126 SP:Iteration 6Q (2961.460000 sec): 3 clusters Score: Raw -454605.279909 + Penalty 4012.991523 = -450592.288386 nChanged 93 SP:Iteration 7Q (2961.480000 sec): 3 clusters Score: Raw -454670.495608 + Penalty 4012.991523 = -450657.504085 nChanged 84 SP:Iteration 8Q (2961.490000 sec): 3 clusters Score: Raw -454728.338301 + Penalty 4012.991523 = -450715.346778 nChanged 72 SP:Iteration 9Q (2961.510000 sec): 3 clusters Score: Raw -454778.673446 + Penalty 4012.991523 = -450765.681923 nChanged 65 SP:Iteration 10Q (2961.520000 sec): 3 clusters Score: Raw -454831.477800 + Penalty 4012.991523 = -450818.486277 nChanged 87 SP:Iteration 11Q (2961.540000 sec): 3 clusters Score: Raw -454902.331866 + Penalty 4012.991523 = -450889.340343 nChanged 72 SP:Iteration 12Q (2961.560000 sec): 3 clusters Score: Raw -454963.348931 + Penalty 4012.991523 = -450950.357408 nChanged 65 SP:Iteration 13Q (2961.570000 sec): 3 clusters Score: Raw -455015.441614 + Penalty 4012.991523 = -451002.450091 nChanged 57 SP:Iteration 14Q (2961.590000 sec): 3 clusters Score: Raw -455061.115036 + Penalty 4012.991523 = -451048.123513 nChanged 50 SP:Iteration 15Q (2961.600000 sec): 3 clusters Score: Raw -455091.586794 + Penalty 4012.991523 = -451078.595270 nChanged 34 SP:Iteration 16Q (2961.620000 sec): 3 clusters Score: Raw -455118.641510 + Penalty 4012.991523 = -451105.649987 nChanged 25 SP:Iteration 17Q (2961.640000 sec): 3 clusters Score: Raw -455138.657903 + Penalty 4012.991523 = -451125.666380 nChanged 24 SP:Iteration 18Q (2961.650000 sec): 3 clusters Score: Raw -455161.120746 + Penalty 4012.991523 = -451148.129222 nChanged 34 SP:Iteration 19Q (2961.670000 sec): 3 clusters Score: Raw -455205.162180 + Penalty 4012.991523 = -451192.170657 nChanged 41 SP:Iteration 20F (2961.680000 sec): 3 clusters Score: Raw -455254.062465 + Penalty 4012.991523 = -451241.070942 nChanged 34 SP:Iteration 21Q (2961.700000 sec): 3 clusters Score: Raw -455291.155031 + Penalty 4012.991523 = -451278.163508 nChanged 32 SP:Iteration 22Q (2961.710000 sec): 3 clusters Score: Raw -455319.127629 + Penalty 4012.991523 = -451306.136106 nChanged 27 SP:Iteration 23Q (2961.730000 sec): 3 clusters Score: Raw -455342.129613 + Penalty 4012.991523 = -451329.138090 nChanged 17 SP:Iteration 24Q (2961.740000 sec): 3 clusters Score: Raw -455353.326068 + Penalty 4012.991523 = -451340.334544 nChanged 10 SP:Iteration 25Q (2961.760000 sec): 3 clusters Score: Raw -455360.365666 + Penalty 4012.991523 = -451347.374143 nChanged 9 SP:Iteration 26Q (2961.780000 sec): 3 clusters Score: Raw -455366.321624 + Penalty 4012.991523 = -451353.330101 nChanged 8 SP:Iteration 27Q (2961.790000 sec): 3 clusters Score: Raw -455371.121230 + Penalty 4012.991523 = -451358.129707 nChanged 3 SP:Iteration 28Q (2961.810000 sec): 3 clusters Score: Raw -455372.696936 + Penalty 4012.991523 = -451359.705413 nChanged 2 SP:Iteration 29Q (2961.820000 sec): 3 clusters Score: Raw -455373.499797 + Penalty 4012.991523 = -451360.508274 nChanged 1 SP:Iteration 30Q (2961.840000 sec): 3 clusters Score: Raw -455373.809572 + Penalty 4012.991523 = -451360.818048 nChanged 0 SP:Iteration 31F (2961.860000 sec): 3 clusters Score: Raw -455373.809572 + Penalty 4012.991523 = -451360.818048 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (8746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2961.900000 sec): 2 clusters Score: Raw -1284365.595705 + Penalty 2250.935230 = -1282114.660476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2961.940000 sec): 3 clusters Score: Raw -1279678.569734 + Penalty 4501.870459 = -1275176.699274 nChanged 3584 SP:Iteration 1F (2961.980000 sec): 3 clusters Score: Raw -1281800.881333 + Penalty 4501.870459 = -1277299.010874 nChanged 655 SP:Iteration 2F (2962.030000 sec): 3 clusters Score: Raw -1282170.579702 + Penalty 4501.870459 = -1277668.709243 nChanged 517 SP:Iteration 3F (2962.070000 sec): 3 clusters Score: Raw -1282440.049479 + Penalty 4501.870459 = -1277938.179020 nChanged 405 SP:Iteration 4Q (2962.120000 sec): 3 clusters Score: Raw -1282648.379902 + Penalty 4501.870459 = -1278146.509443 nChanged 345 SP:Iteration 5Q (2962.160000 sec): 3 clusters Score: Raw -1282828.649616 + Penalty 4501.870459 = -1278326.779157 nChanged 347 SP:Iteration 6Q (2962.200000 sec): 3 clusters Score: Raw -1283029.448654 + Penalty 4501.870459 = -1278527.578195 nChanged 333 SP:Iteration 7Q (2962.240000 sec): 3 clusters Score: Raw -1283260.128959 + Penalty 4501.870459 = -1278758.258500 nChanged 387 SP:Iteration 8Q (2962.290000 sec): 3 clusters Score: Raw -1283543.120109 + Penalty 4501.870459 = -1279041.249650 nChanged 399 SP:Iteration 9Q (2962.330000 sec): 3 clusters Score: Raw -1283832.850887 + Penalty 4501.870459 = -1279330.980427 nChanged 382 SP:Iteration 10Q (2962.370000 sec): 3 clusters Score: Raw -1284145.179578 + Penalty 4501.870459 = -1279643.309119 nChanged 358 SP:Iteration 11Q (2962.420000 sec): 3 clusters Score: Raw -1284413.379348 + Penalty 4501.870459 = -1279911.508889 nChanged 317 SP:Iteration 12Q (2962.460000 sec): 3 clusters Score: Raw -1284602.466297 + Penalty 4501.870459 = -1280100.595838 nChanged 240 SP:Iteration 13Q (2962.500000 sec): 3 clusters Score: Raw -1284737.544928 + Penalty 4501.870459 = -1280235.674469 nChanged 183 SP:Iteration 14Q (2962.540000 sec): 3 clusters Score: Raw -1284837.266405 + Penalty 4501.870459 = -1280335.395946 nChanged 168 SP:Iteration 15Q (2962.580000 sec): 3 clusters Score: Raw -1284913.943511 + Penalty 4501.870459 = -1280412.073052 nChanged 127 SP:Iteration 16Q (2962.630000 sec): 3 clusters Score: Raw -1284959.786196 + Penalty 4501.870459 = -1280457.915737 nChanged 83 SP:Iteration 17Q (2962.670000 sec): 3 clusters Score: Raw -1284985.988890 + Penalty 4501.870459 = -1280484.118431 nChanged 75 SP:Iteration 18Q (2962.710000 sec): 3 clusters Score: Raw -1285005.263852 + Penalty 4501.870459 = -1280503.393393 nChanged 55 SP:Iteration 19Q (2962.750000 sec): 3 clusters Score: Raw -1285017.929471 + Penalty 4501.870459 = -1280516.059012 nChanged 38 SP:Iteration 20F (2962.800000 sec): 3 clusters Score: Raw -1285026.379759 + Penalty 4501.870459 = -1280524.509300 nChanged 36 SP:Iteration 21Q (2962.840000 sec): 3 clusters Score: Raw -1285034.692452 + Penalty 4501.870459 = -1280532.821993 nChanged 19 SP:Iteration 22Q (2962.880000 sec): 3 clusters Score: Raw -1285038.322502 + Penalty 4501.870459 = -1280536.452043 nChanged 20 SP:Iteration 23Q (2962.920000 sec): 3 clusters Score: Raw -1285042.410371 + Penalty 4501.870459 = -1280540.539912 nChanged 12 SP:Iteration 24Q (2962.960000 sec): 3 clusters Score: Raw -1285044.775945 + Penalty 4501.870459 = -1280542.905486 nChanged 18 SP:Iteration 25Q (2963.000000 sec): 3 clusters Score: Raw -1285049.476295 + Penalty 4501.870459 = -1280547.605835 nChanged 23 SP:Iteration 26Q (2963.050000 sec): 3 clusters Score: Raw -1285054.158309 + Penalty 4501.870459 = -1280552.287850 nChanged 22 SP:Iteration 27Q (2963.080000 sec): 3 clusters Score: Raw -1285058.996189 + Penalty 4501.870459 = -1280557.125730 nChanged 25 SP:Iteration 28Q (2963.120000 sec): 3 clusters Score: Raw -1285065.018569 + Penalty 4501.870459 = -1280563.148110 nChanged 17 SP:Iteration 29Q (2963.170000 sec): 3 clusters Score: Raw -1285068.345879 + Penalty 4501.870459 = -1280566.475420 nChanged 19 SP:Iteration 30Q (2963.210000 sec): 3 clusters Score: Raw -1285072.964368 + Penalty 4501.870459 = -1280571.093909 nChanged 27 SP:Iteration 31Q (2963.250000 sec): 3 clusters Score: Raw -1285080.918737 + Penalty 4501.870459 = -1280579.048277 nChanged 26 SP:Iteration 32Q (2963.290000 sec): 3 clusters Score: Raw -1285086.997709 + Penalty 4501.870459 = -1280585.127250 nChanged 22 SP:Iteration 33Q (2963.330000 sec): 3 clusters Score: Raw -1285092.101648 + Penalty 4501.870459 = -1280590.231189 nChanged 28 SP:Iteration 34Q (2963.380000 sec): 3 clusters Score: Raw -1285099.321333 + Penalty 4501.870459 = -1280597.450874 nChanged 19 SP:Iteration 35Q (2963.420000 sec): 3 clusters Score: Raw -1285103.358564 + Penalty 4501.870459 = -1280601.488105 nChanged 12 SP:Iteration 36Q (2963.460000 sec): 3 clusters Score: Raw -1285105.391409 + Penalty 4501.870459 = -1280603.520950 nChanged 15 SP:Iteration 37Q (2963.500000 sec): 3 clusters Score: Raw -1285108.086910 + Penalty 4501.870459 = -1280606.216451 nChanged 16 SP:Iteration 38Q (2963.540000 sec): 3 clusters Score: Raw -1285111.198930 + Penalty 4501.870459 = -1280609.328471 nChanged 11 SP:Iteration 39Q (2963.580000 sec): 3 clusters Score: Raw -1285114.395110 + Penalty 4501.870459 = -1280612.524651 nChanged 15 SP:Iteration 40F (2963.620000 sec): 3 clusters Score: Raw -1285117.836331 + Penalty 4501.870459 = -1280615.965872 nChanged 11 SP:Iteration 41Q (2963.660000 sec): 3 clusters Score: Raw -1285120.423639 + Penalty 4501.870459 = -1280618.553180 nChanged 17 SP:Iteration 42Q (2963.710000 sec): 3 clusters Score: Raw -1285124.897265 + Penalty 4501.870459 = -1280623.026806 nChanged 18 SP:Iteration 43Q (2963.750000 sec): 3 clusters Score: Raw -1285129.512332 + Penalty 4501.870459 = -1280627.641873 nChanged 23 SP:Iteration 44Q (2963.790000 sec): 3 clusters Score: Raw -1285134.475084 + Penalty 4501.870459 = -1280632.604625 nChanged 15 SP:Iteration 45Q (2963.830000 sec): 3 clusters Score: Raw -1285138.632597 + Penalty 4501.870459 = -1280636.762138 nChanged 25 SP:Iteration 46Q (2963.870000 sec): 3 clusters Score: Raw -1285146.559760 + Penalty 4501.870459 = -1280644.689301 nChanged 33 SP:Iteration 47Q (2963.910000 sec): 3 clusters Score: Raw -1285153.830264 + Penalty 4501.870459 = -1280651.959805 nChanged 25 SP:Iteration 48Q (2963.960000 sec): 3 clusters Score: Raw -1285159.704423 + Penalty 4501.870459 = -1280657.833964 nChanged 17 SP:Iteration 49Q (2964.000000 sec): 3 clusters Score: Raw -1285164.055382 + Penalty 4501.870459 = -1280662.184923 nChanged 16 SP:Iteration 50Q (2964.040000 sec): 3 clusters Score: Raw -1285167.547618 + Penalty 4501.870459 = -1280665.677158 nChanged 14 SP:Iteration 51Q (2964.080000 sec): 3 clusters Score: Raw -1285172.605020 + Penalty 4501.870459 = -1280670.734561 nChanged 24 SP:Iteration 52Q (2964.120000 sec): 3 clusters Score: Raw -1285179.993839 + Penalty 4501.870459 = -1280678.123380 nChanged 25 SP:Iteration 53Q (2964.160000 sec): 3 clusters Score: Raw -1285185.590338 + Penalty 4501.870459 = -1280683.719879 nChanged 19 SP:Iteration 54Q (2964.200000 sec): 3 clusters Score: Raw -1285190.545242 + Penalty 4501.870459 = -1280688.674783 nChanged 11 SP:Iteration 55Q (2964.240000 sec): 3 clusters Score: Raw -1285192.516802 + Penalty 4501.870459 = -1280690.646343 nChanged 10 SP:Iteration 56Q (2964.280000 sec): 3 clusters Score: Raw -1285195.258095 + Penalty 4501.870459 = -1280693.387636 nChanged 7 SP:Iteration 57Q (2964.320000 sec): 3 clusters Score: Raw -1285196.434408 + Penalty 4501.870459 = -1280694.563949 nChanged 3 SP:Iteration 58Q (2964.360000 sec): 3 clusters Score: Raw -1285197.205152 + Penalty 4501.870459 = -1280695.334693 nChanged 4 SP:Iteration 59Q (2964.400000 sec): 3 clusters Score: Raw -1285198.161465 + Penalty 4501.870459 = -1280696.291006 nChanged 3 SP:Iteration 60F (2964.440000 sec): 3 clusters Score: Raw -1285198.539632 + Penalty 4501.870459 = -1280696.669173 nChanged 1 SP:Iteration 61Q (2964.480000 sec): 3 clusters Score: Raw -1285198.593727 + Penalty 4501.870459 = -1280696.723268 nChanged 0 SP:Iteration 62F (2964.530000 sec): 3 clusters Score: Raw -1285198.593727 + Penalty 4501.870459 = -1280696.723268 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (4873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2964.550000 sec): 2 clusters Score: Raw -768847.942329 + Penalty 2105.883331 = -766742.058999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2964.580000 sec): 3 clusters Score: Raw -766527.891818 + Penalty 4211.766661 = -762316.125157 nChanged 1806 SP:Iteration 1F (2964.600000 sec): 3 clusters Score: Raw -767490.774182 + Penalty 4211.766661 = -763279.007521 nChanged 333 SP:Iteration 2F (2964.620000 sec): 3 clusters Score: Raw -767674.976783 + Penalty 4211.766661 = -763463.210122 nChanged 226 SP:Iteration 3Q (2964.650000 sec): 3 clusters Score: Raw -767786.860066 + Penalty 4211.766661 = -763575.093405 nChanged 160 SP:Iteration 4Q (2964.670000 sec): 3 clusters Score: Raw -767855.204144 + Penalty 4211.766661 = -763643.437483 nChanged 120 SP:Iteration 5Q (2964.700000 sec): 3 clusters Score: Raw -767915.410523 + Penalty 4211.766661 = -763703.643862 nChanged 122 SP:Iteration 6Q (2964.720000 sec): 3 clusters Score: Raw -767975.063337 + Penalty 4211.766661 = -763763.296676 nChanged 111 SP:Iteration 7Q (2964.740000 sec): 3 clusters Score: Raw -768025.683808 + Penalty 4211.766661 = -763813.917147 nChanged 93 SP:Iteration 8Q (2964.770000 sec): 3 clusters Score: Raw -768066.350062 + Penalty 4211.766661 = -763854.583401 nChanged 76 SP:Iteration 9Q (2964.790000 sec): 3 clusters Score: Raw -768099.801197 + Penalty 4211.766661 = -763888.034536 nChanged 69 SP:Iteration 10Q (2964.820000 sec): 3 clusters Score: Raw -768127.212845 + Penalty 4211.766661 = -763915.446184 nChanged 60 SP:Iteration 11Q (2964.840000 sec): 3 clusters Score: Raw -768149.759397 + Penalty 4211.766661 = -763937.992735 nChanged 46 SP:Iteration 12Q (2964.860000 sec): 3 clusters Score: Raw -768164.582872 + Penalty 4211.766661 = -763952.816211 nChanged 43 SP:Iteration 13Q (2964.890000 sec): 3 clusters Score: Raw -768180.970806 + Penalty 4211.766661 = -763969.204145 nChanged 40 SP:Iteration 14Q (2964.910000 sec): 3 clusters Score: Raw -768196.875448 + Penalty 4211.766661 = -763985.108786 nChanged 41 SP:Iteration 15Q (2964.940000 sec): 3 clusters Score: Raw -768212.421742 + Penalty 4211.766661 = -764000.655081 nChanged 41 SP:Iteration 16Q (2964.960000 sec): 3 clusters Score: Raw -768227.516087 + Penalty 4211.766661 = -764015.749426 nChanged 35 SP:Iteration 17Q (2964.980000 sec): 3 clusters Score: Raw -768241.015550 + Penalty 4211.766661 = -764029.248889 nChanged 38 SP:Iteration 18Q (2965.010000 sec): 3 clusters Score: Raw -768253.617303 + Penalty 4211.766661 = -764041.850642 nChanged 30 SP:Iteration 19Q (2965.030000 sec): 3 clusters Score: Raw -768262.363534 + Penalty 4211.766661 = -764050.596872 nChanged 21 SP:Iteration 20F (2965.060000 sec): 3 clusters Score: Raw -768272.077227 + Penalty 4211.766661 = -764060.310565 nChanged 33 SP:Iteration 21Q (2965.080000 sec): 3 clusters Score: Raw -768286.837321 + Penalty 4211.766661 = -764075.070660 nChanged 38 SP:Iteration 22Q (2965.100000 sec): 3 clusters Score: Raw -768299.580157 + Penalty 4211.766661 = -764087.813496 nChanged 32 SP:Iteration 23Q (2965.130000 sec): 3 clusters Score: Raw -768310.809547 + Penalty 4211.766661 = -764099.042886 nChanged 33 SP:Iteration 24Q (2965.150000 sec): 3 clusters Score: Raw -768321.213486 + Penalty 4211.766661 = -764109.446824 nChanged 41 SP:Iteration 25Q (2965.180000 sec): 3 clusters Score: Raw -768336.077138 + Penalty 4211.766661 = -764124.310477 nChanged 29 SP:Iteration 26Q (2965.200000 sec): 3 clusters Score: Raw -768344.898950 + Penalty 4211.766661 = -764133.132289 nChanged 33 SP:Iteration 27Q (2965.220000 sec): 3 clusters Score: Raw -768355.730440 + Penalty 4211.766661 = -764143.963779 nChanged 34 SP:Iteration 28Q (2965.250000 sec): 3 clusters Score: Raw -768367.885018 + Penalty 4211.766661 = -764156.118357 nChanged 38 SP:Iteration 29Q (2965.270000 sec): 3 clusters Score: Raw -768381.701020 + Penalty 4211.766661 = -764169.934359 nChanged 35 SP:Iteration 30Q (2965.300000 sec): 3 clusters Score: Raw -768395.610072 + Penalty 4211.766661 = -764183.843411 nChanged 38 SP:Iteration 31Q (2965.320000 sec): 3 clusters Score: Raw -768412.233595 + Penalty 4211.766661 = -764200.466934 nChanged 42 SP:Iteration 32Q (2965.340000 sec): 3 clusters Score: Raw -768432.140721 + Penalty 4211.766661 = -764220.374060 nChanged 42 SP:Iteration 33Q (2965.370000 sec): 3 clusters Score: Raw -768450.663191 + Penalty 4211.766661 = -764238.896530 nChanged 45 SP:Iteration 34Q (2965.390000 sec): 3 clusters Score: Raw -768468.510598 + Penalty 4211.766661 = -764256.743937 nChanged 48 SP:Iteration 35Q (2965.420000 sec): 3 clusters Score: Raw -768487.884021 + Penalty 4211.766661 = -764276.117360 nChanged 37 SP:Iteration 36Q (2965.440000 sec): 3 clusters Score: Raw -768502.752232 + Penalty 4211.766661 = -764290.985570 nChanged 36 SP:Iteration 37Q (2965.460000 sec): 3 clusters Score: Raw -768516.792302 + Penalty 4211.766661 = -764305.025641 nChanged 46 SP:Iteration 38Q (2965.490000 sec): 3 clusters Score: Raw -768537.935782 + Penalty 4211.766661 = -764326.169120 nChanged 55 SP:Iteration 39Q (2965.510000 sec): 3 clusters Score: Raw -768563.138358 + Penalty 4211.766661 = -764351.371696 nChanged 56 SP:Iteration 40F (2965.540000 sec): 3 clusters Score: Raw -768593.401008 + Penalty 4211.766661 = -764381.634347 nChanged 63 SP:Iteration 41Q (2965.560000 sec): 3 clusters Score: Raw -768625.032710 + Penalty 4211.766661 = -764413.266049 nChanged 69 SP:Iteration 42Q (2965.580000 sec): 3 clusters Score: Raw -768667.602254 + Penalty 4211.766661 = -764455.835593 nChanged 72 SP:Iteration 43Q (2965.600000 sec): 3 clusters Score: Raw -768705.189501 + Penalty 4211.766661 = -764493.422839 nChanged 55 SP:Iteration 44Q (2965.630000 sec): 3 clusters Score: Raw -768734.627734 + Penalty 4211.766661 = -764522.861072 nChanged 43 SP:Iteration 45Q (2965.650000 sec): 3 clusters Score: Raw -768755.002963 + Penalty 4211.766661 = -764543.236302 nChanged 41 SP:Iteration 46Q (2965.680000 sec): 3 clusters Score: Raw -768778.647991 + Penalty 4211.766661 = -764566.881330 nChanged 44 SP:Iteration 47Q (2965.700000 sec): 3 clusters Score: Raw -768802.362366 + Penalty 4211.766661 = -764590.595705 nChanged 43 SP:Iteration 48Q (2965.720000 sec): 3 clusters Score: Raw -768827.325090 + Penalty 4211.766661 = -764615.558429 nChanged 47 SP:Iteration 49Q (2965.740000 sec): 3 clusters Score: Raw -768855.354108 + Penalty 4211.766661 = -764643.587447 nChanged 47 SP:Iteration 50Q (2965.770000 sec): 3 clusters Score: Raw -768880.179997 + Penalty 4211.766661 = -764668.413336 nChanged 37 SP:Iteration 51Q (2965.790000 sec): 3 clusters Score: Raw -768902.182337 + Penalty 4211.766661 = -764690.415675 nChanged 41 SP:Iteration 52Q (2965.810000 sec): 3 clusters Score: Raw -768925.642275 + Penalty 4211.766661 = -764713.875613 nChanged 24 SP:Iteration 53Q (2965.840000 sec): 3 clusters Score: Raw -768939.334313 + Penalty 4211.766661 = -764727.567652 nChanged 28 SP:Iteration 54Q (2965.860000 sec): 3 clusters Score: Raw -768952.913509 + Penalty 4211.766661 = -764741.146848 nChanged 21 SP:Iteration 55Q (2965.880000 sec): 3 clusters Score: Raw -768962.491858 + Penalty 4211.766661 = -764750.725197 nChanged 15 SP:Iteration 56Q (2965.900000 sec): 3 clusters Score: Raw -768969.233919 + Penalty 4211.766661 = -764757.467258 nChanged 13 SP:Iteration 57Q (2965.920000 sec): 3 clusters Score: Raw -768975.104951 + Penalty 4211.766661 = -764763.338290 nChanged 10 SP:Iteration 58Q (2965.950000 sec): 3 clusters Score: Raw -768980.555035 + Penalty 4211.766661 = -764768.788374 nChanged 11 SP:Iteration 59Q (2965.970000 sec): 3 clusters Score: Raw -768985.892696 + Penalty 4211.766661 = -764774.126035 nChanged 13 SP:Iteration 60F (2965.990000 sec): 3 clusters Score: Raw -768992.152307 + Penalty 4211.766661 = -764780.385645 nChanged 9 SP:Iteration 61Q (2966.020000 sec): 3 clusters Score: Raw -768996.102342 + Penalty 4211.766661 = -764784.335680 nChanged 11 SP:Iteration 62Q (2966.040000 sec): 3 clusters Score: Raw -769000.839254 + Penalty 4211.766661 = -764789.072592 nChanged 9 SP:Iteration 63Q (2966.060000 sec): 3 clusters Score: Raw -769005.392753 + Penalty 4211.766661 = -764793.626092 nChanged 4 SP:Iteration 64Q (2966.080000 sec): 3 clusters Score: Raw -769007.494480 + Penalty 4211.766661 = -764795.727819 nChanged 6 SP:Iteration 65Q (2966.100000 sec): 3 clusters Score: Raw -769009.116598 + Penalty 4211.766661 = -764797.349936 nChanged 3 SP:Iteration 66Q (2966.120000 sec): 3 clusters Score: Raw -769010.457588 + Penalty 4211.766661 = -764798.690926 nChanged 5 SP:Iteration 67Q (2966.150000 sec): 3 clusters Score: Raw -769012.479532 + Penalty 4211.766661 = -764800.712870 nChanged 5 SP:Iteration 68Q (2966.170000 sec): 3 clusters Score: Raw -769014.734761 + Penalty 4211.766661 = -764802.968099 nChanged 5 SP:Iteration 69Q (2966.190000 sec): 3 clusters Score: Raw -769017.041718 + Penalty 4211.766661 = -764805.275057 nChanged 4 SP:Iteration 70Q (2966.210000 sec): 3 clusters Score: Raw -769018.853889 + Penalty 4211.766661 = -764807.087228 nChanged 3 SP:Iteration 71Q (2966.240000 sec): 3 clusters Score: Raw -769020.973073 + Penalty 4211.766661 = -764809.206412 nChanged 6 SP:Iteration 72Q (2966.260000 sec): 3 clusters Score: Raw -769023.289014 + Penalty 4211.766661 = -764811.522353 nChanged 3 SP:Iteration 73Q (2966.280000 sec): 3 clusters Score: Raw -769023.769613 + Penalty 4211.766661 = -764812.002952 nChanged 3 SP:Iteration 74Q (2966.300000 sec): 3 clusters Score: Raw -769024.939549 + Penalty 4211.766661 = -764813.172887 nChanged 3 SP:Iteration 75Q (2966.320000 sec): 3 clusters Score: Raw -769026.054673 + Penalty 4211.766661 = -764814.288012 nChanged 4 SP:Iteration 76Q (2966.340000 sec): 3 clusters Score: Raw -769028.349300 + Penalty 4211.766661 = -764816.582639 nChanged 4 SP:Iteration 77Q (2966.370000 sec): 3 clusters Score: Raw -769030.528286 + Penalty 4211.766661 = -764818.761625 nChanged 4 SP:Iteration 78Q (2966.390000 sec): 3 clusters Score: Raw -769032.932388 + Penalty 4211.766661 = -764821.165727 nChanged 8 SP:Iteration 79Q (2966.410000 sec): 3 clusters Score: Raw -769037.113338 + Penalty 4211.766661 = -764825.346677 nChanged 7 SP:Iteration 80F (2966.430000 sec): 3 clusters Score: Raw -769040.113641 + Penalty 4211.766661 = -764828.346980 nChanged 3 SP:Iteration 81Q (2966.460000 sec): 3 clusters Score: Raw -769041.416130 + Penalty 4211.766661 = -764829.649469 nChanged 3 SP:Iteration 82Q (2966.480000 sec): 3 clusters Score: Raw -769042.575851 + Penalty 4211.766661 = -764830.809189 nChanged 3 SP:Iteration 83Q (2966.500000 sec): 3 clusters Score: Raw -769043.655190 + Penalty 4211.766661 = -764831.888528 nChanged 2 SP:Iteration 84Q (2966.520000 sec): 3 clusters Score: Raw -769044.539108 + Penalty 4211.766661 = -764832.772447 nChanged 2 SP:Iteration 85Q (2966.540000 sec): 3 clusters Score: Raw -769045.519313 + Penalty 4211.766661 = -764833.752651 nChanged 3 SP:Iteration 86Q (2966.560000 sec): 3 clusters Score: Raw -769046.700809 + Penalty 4211.766661 = -764834.934147 nChanged 0 SP:Iteration 87F (2966.590000 sec): 3 clusters Score: Raw -769046.700809 + Penalty 4211.766661 = -764834.934147 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (5238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2966.610000 sec): 2 clusters Score: Raw -819673.393217 + Penalty 2123.796366 = -817549.596851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2966.640000 sec): 3 clusters Score: Raw -817160.501550 + Penalty 4247.592732 = -812912.908817 nChanged 2057 SP:Iteration 1F (2966.660000 sec): 3 clusters Score: Raw -818303.587364 + Penalty 4247.592732 = -814055.994632 nChanged 351 SP:Iteration 2F (2966.690000 sec): 3 clusters Score: Raw -818472.573108 + Penalty 4247.592732 = -814224.980376 nChanged 220 SP:Iteration 3Q (2966.720000 sec): 3 clusters Score: Raw -818583.471216 + Penalty 4247.592732 = -814335.878483 nChanged 160 SP:Iteration 4Q (2966.740000 sec): 3 clusters Score: Raw -818650.159627 + Penalty 4247.592732 = -814402.566895 nChanged 108 SP:Iteration 5Q (2966.770000 sec): 3 clusters Score: Raw -818688.844993 + Penalty 4247.592732 = -814441.252261 nChanged 81 SP:Iteration 6Q (2966.800000 sec): 3 clusters Score: Raw -818718.609334 + Penalty 4247.592732 = -814471.016601 nChanged 80 SP:Iteration 7Q (2966.820000 sec): 3 clusters Score: Raw -818751.392308 + Penalty 4247.592732 = -814503.799575 nChanged 72 SP:Iteration 8Q (2966.850000 sec): 3 clusters Score: Raw -818779.531489 + Penalty 4247.592732 = -814531.938756 nChanged 59 SP:Iteration 9Q (2966.880000 sec): 3 clusters Score: Raw -818801.078894 + Penalty 4247.592732 = -814553.486162 nChanged 67 SP:Iteration 10Q (2966.900000 sec): 3 clusters Score: Raw -818829.667018 + Penalty 4247.592732 = -814582.074286 nChanged 86 SP:Iteration 11Q (2966.930000 sec): 3 clusters Score: Raw -818868.003982 + Penalty 4247.592732 = -814620.411250 nChanged 80 SP:Iteration 12Q (2966.950000 sec): 3 clusters Score: Raw -818900.599545 + Penalty 4247.592732 = -814653.006813 nChanged 68 SP:Iteration 13Q (2966.980000 sec): 3 clusters Score: Raw -818929.944778 + Penalty 4247.592732 = -814682.352045 nChanged 70 SP:Iteration 14Q (2967.000000 sec): 3 clusters Score: Raw -818964.329399 + Penalty 4247.592732 = -814716.736666 nChanged 73 SP:Iteration 15Q (2967.030000 sec): 3 clusters Score: Raw -818995.723219 + Penalty 4247.592732 = -814748.130486 nChanged 66 SP:Iteration 16Q (2967.060000 sec): 3 clusters Score: Raw -819020.346561 + Penalty 4247.592732 = -814772.753829 nChanged 51 SP:Iteration 17Q (2967.080000 sec): 3 clusters Score: Raw -819046.178660 + Penalty 4247.592732 = -814798.585927 nChanged 57 SP:Iteration 18Q (2967.110000 sec): 3 clusters Score: Raw -819072.645852 + Penalty 4247.592732 = -814825.053120 nChanged 56 SP:Iteration 19Q (2967.140000 sec): 3 clusters Score: Raw -819101.951025 + Penalty 4247.592732 = -814854.358292 nChanged 70 SP:Iteration 20F (2967.160000 sec): 3 clusters Score: Raw -819139.318252 + Penalty 4247.592732 = -814891.725520 nChanged 74 SP:Iteration 21Q (2967.190000 sec): 3 clusters Score: Raw -819169.281359 + Penalty 4247.592732 = -814921.688627 nChanged 58 SP:Iteration 22Q (2967.210000 sec): 3 clusters Score: Raw -819198.563440 + Penalty 4247.592732 = -814950.970707 nChanged 61 SP:Iteration 23Q (2967.240000 sec): 3 clusters Score: Raw -819232.412359 + Penalty 4247.592732 = -814984.819626 nChanged 72 SP:Iteration 24Q (2967.260000 sec): 3 clusters Score: Raw -819269.027669 + Penalty 4247.592732 = -815021.434937 nChanged 68 SP:Iteration 25Q (2967.290000 sec): 3 clusters Score: Raw -819304.691074 + Penalty 4247.592732 = -815057.098341 nChanged 75 SP:Iteration 26Q (2967.320000 sec): 3 clusters Score: Raw -819343.057196 + Penalty 4247.592732 = -815095.464464 nChanged 77 SP:Iteration 27Q (2967.340000 sec): 3 clusters Score: Raw -819383.118699 + Penalty 4247.592732 = -815135.525966 nChanged 67 SP:Iteration 28Q (2967.360000 sec): 3 clusters Score: Raw -819416.174674 + Penalty 4247.592732 = -815168.581942 nChanged 57 SP:Iteration 29Q (2967.390000 sec): 3 clusters Score: Raw -819446.564589 + Penalty 4247.592732 = -815198.971857 nChanged 59 SP:Iteration 30Q (2967.420000 sec): 3 clusters Score: Raw -819482.517711 + Penalty 4247.592732 = -815234.924978 nChanged 71 SP:Iteration 31Q (2967.440000 sec): 3 clusters Score: Raw -819527.620949 + Penalty 4247.592732 = -815280.028217 nChanged 52 SP:Iteration 32Q (2967.460000 sec): 3 clusters Score: Raw -819557.983660 + Penalty 4247.592732 = -815310.390928 nChanged 41 SP:Iteration 33Q (2967.490000 sec): 3 clusters Score: Raw -819580.168945 + Penalty 4247.592732 = -815332.576213 nChanged 40 SP:Iteration 34Q (2967.520000 sec): 3 clusters Score: Raw -819602.772052 + Penalty 4247.592732 = -815355.179320 nChanged 43 SP:Iteration 35Q (2967.540000 sec): 3 clusters Score: Raw -819628.971520 + Penalty 4247.592732 = -815381.378787 nChanged 44 SP:Iteration 36Q (2967.560000 sec): 3 clusters Score: Raw -819653.219914 + Penalty 4247.592732 = -815405.627181 nChanged 31 SP:Iteration 37Q (2967.590000 sec): 3 clusters Score: Raw -819671.545180 + Penalty 4247.592732 = -815423.952447 nChanged 28 SP:Iteration 38Q (2967.610000 sec): 3 clusters Score: Raw -819686.298889 + Penalty 4247.592732 = -815438.706157 nChanged 24 SP:Iteration 39Q (2967.640000 sec): 3 clusters Score: Raw -819701.114758 + Penalty 4247.592732 = -815453.522025 nChanged 31 SP:Iteration 40F (2967.660000 sec): 3 clusters Score: Raw -819725.263036 + Penalty 4247.592732 = -815477.670304 nChanged 28 SP:Iteration 41Q (2967.680000 sec): 3 clusters Score: Raw -819738.100699 + Penalty 4247.592732 = -815490.507966 nChanged 19 SP:Iteration 42Q (2967.710000 sec): 3 clusters Score: Raw -819748.130634 + Penalty 4247.592732 = -815500.537901 nChanged 15 SP:Iteration 43Q (2967.730000 sec): 3 clusters Score: Raw -819755.932200 + Penalty 4247.592732 = -815508.339468 nChanged 12 SP:Iteration 44Q (2967.750000 sec): 3 clusters Score: Raw -819763.536087 + Penalty 4247.592732 = -815515.943355 nChanged 9 SP:Iteration 45Q (2967.780000 sec): 3 clusters Score: Raw -819767.361971 + Penalty 4247.592732 = -815519.769238 nChanged 9 SP:Iteration 46Q (2967.800000 sec): 3 clusters Score: Raw -819772.736824 + Penalty 4247.592732 = -815525.144092 nChanged 6 SP:Iteration 47Q (2967.820000 sec): 3 clusters Score: Raw -819775.932526 + Penalty 4247.592732 = -815528.339794 nChanged 9 SP:Iteration 48Q (2967.850000 sec): 3 clusters Score: Raw -819782.583728 + Penalty 4247.592732 = -815534.990996 nChanged 11 SP:Iteration 49Q (2967.870000 sec): 3 clusters Score: Raw -819791.750843 + Penalty 4247.592732 = -815544.158110 nChanged 17 SP:Iteration 50Q (2967.890000 sec): 3 clusters Score: Raw -819803.186358 + Penalty 4247.592732 = -815555.593625 nChanged 18 SP:Iteration 51Q (2967.920000 sec): 3 clusters Score: Raw -819815.201492 + Penalty 4247.592732 = -815567.608760 nChanged 19 SP:Iteration 52Q (2967.940000 sec): 3 clusters Score: Raw -819827.510297 + Penalty 4247.592732 = -815579.917564 nChanged 19 SP:Iteration 53Q (2967.960000 sec): 3 clusters Score: Raw -819839.166662 + Penalty 4247.592732 = -815591.573930 nChanged 16 SP:Iteration 54Q (2967.980000 sec): 3 clusters Score: Raw -819851.299594 + Penalty 4247.592732 = -815603.706861 nChanged 13 SP:Iteration 55Q (2968.010000 sec): 3 clusters Score: Raw -819859.087908 + Penalty 4247.592732 = -815611.495175 nChanged 12 SP:Iteration 56Q (2968.030000 sec): 3 clusters Score: Raw -819866.845028 + Penalty 4247.592732 = -815619.252296 nChanged 13 SP:Iteration 57Q (2968.050000 sec): 3 clusters Score: Raw -819875.564046 + Penalty 4247.592732 = -815627.971314 nChanged 11 SP:Iteration 58Q (2968.080000 sec): 3 clusters Score: Raw -819884.108261 + Penalty 4247.592732 = -815636.515528 nChanged 8 SP:Iteration 59Q (2968.100000 sec): 3 clusters Score: Raw -819889.421050 + Penalty 4247.592732 = -815641.828318 nChanged 8 SP:Iteration 60F (2968.120000 sec): 3 clusters Score: Raw -819896.217039 + Penalty 4247.592732 = -815648.624306 nChanged 9 SP:Iteration 61Q (2968.140000 sec): 3 clusters Score: Raw -819902.523522 + Penalty 4247.592732 = -815654.930789 nChanged 7 SP:Iteration 62Q (2968.170000 sec): 3 clusters Score: Raw -819907.113811 + Penalty 4247.592732 = -815659.521078 nChanged 10 SP:Iteration 63Q (2968.190000 sec): 3 clusters Score: Raw -819915.652095 + Penalty 4247.592732 = -815668.059363 nChanged 9 SP:Iteration 64Q (2968.210000 sec): 3 clusters Score: Raw -819922.167951 + Penalty 4247.592732 = -815674.575219 nChanged 6 SP:Iteration 65Q (2968.230000 sec): 3 clusters Score: Raw -819926.401601 + Penalty 4247.592732 = -815678.808868 nChanged 6 SP:Iteration 66Q (2968.260000 sec): 3 clusters Score: Raw -819933.319050 + Penalty 4247.592732 = -815685.726317 nChanged 10 SP:Iteration 67Q (2968.280000 sec): 3 clusters Score: Raw -819942.115896 + Penalty 4247.592732 = -815694.523163 nChanged 7 SP:Iteration 68Q (2968.300000 sec): 3 clusters Score: Raw -819947.323924 + Penalty 4247.592732 = -815699.731192 nChanged 8 SP:Iteration 69Q (2968.320000 sec): 3 clusters Score: Raw -819951.971857 + Penalty 4247.592732 = -815704.379125 nChanged 7 SP:Iteration 70Q (2968.340000 sec): 3 clusters Score: Raw -819960.833302 + Penalty 4247.592732 = -815713.240569 nChanged 4 SP:Iteration 71Q (2968.360000 sec): 3 clusters Score: Raw -819963.476742 + Penalty 4247.592732 = -815715.884010 nChanged 5 SP:Iteration 72Q (2968.390000 sec): 3 clusters Score: Raw -819967.534867 + Penalty 4247.592732 = -815719.942135 nChanged 2 SP:Iteration 73Q (2968.410000 sec): 3 clusters Score: Raw -819968.951669 + Penalty 4247.592732 = -815721.358936 nChanged 3 SP:Iteration 74Q (2968.430000 sec): 3 clusters Score: Raw -819971.097185 + Penalty 4247.592732 = -815723.504452 nChanged 1 SP:Iteration 75Q (2968.450000 sec): 3 clusters Score: Raw -819971.485596 + Penalty 4247.592732 = -815723.892864 nChanged 0 SP:Iteration 76F (2968.480000 sec): 3 clusters Score: Raw -819971.485596 + Penalty 4247.592732 = -815723.892864 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2968.480000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2968.490000 sec): 3 clusters Score: Raw -86097.635251 + Penalty 3175.350930 = -82922.284322 nChanged 122 SP:Iteration 1F (2968.490000 sec): 3 clusters Score: Raw -86341.686001 + Penalty 3175.350930 = -83166.335072 nChanged 41 SP:Iteration 2F (2968.500000 sec): 3 clusters Score: Raw -86443.175013 + Penalty 3175.350930 = -83267.824084 nChanged 30 SP:Iteration 3Q (2968.500000 sec): 3 clusters Score: Raw -86552.054392 + Penalty 3175.350930 = -83376.703462 nChanged 19 SP:Iteration 4Q (2968.500000 sec): 3 clusters Score: Raw -86615.356375 + Penalty 3175.350930 = -83440.005446 nChanged 16 SP:Iteration 5Q (2968.500000 sec): 3 clusters Score: Raw -86710.368473 + Penalty 3175.350930 = -83535.017543 nChanged 21 SP:Iteration 6Q (2968.500000 sec): 3 clusters Score: Raw -86852.269587 + Penalty 3175.350930 = -83676.918657 nChanged 17 SP:Iteration 7Q (2968.510000 sec): 3 clusters Score: Raw -86987.877040 + Penalty 3175.350930 = -83812.526111 nChanged 19 SP:Iteration 8Q (2968.510000 sec): 3 clusters Score: Raw -87056.079190 + Penalty 3175.350930 = -83880.728260 nChanged 13 SP:Iteration 9Q (2968.510000 sec): 3 clusters Score: Raw -87093.098055 + Penalty 3175.350930 = -83917.747125 nChanged 8 SP:Iteration 10Q (2968.520000 sec): 3 clusters Score: Raw -87114.769669 + Penalty 3175.350930 = -83939.418739 nChanged 6 SP:Iteration 11Q (2968.520000 sec): 3 clusters Score: Raw -87131.570595 + Penalty 3175.350930 = -83956.219665 nChanged 6 SP:Iteration 12Q (2968.520000 sec): 3 clusters Score: Raw -87144.918453 + Penalty 3175.350930 = -83969.567524 nChanged 1 SP:Iteration 13Q (2968.520000 sec): 3 clusters Score: Raw -87147.072627 + Penalty 3175.350930 = -83971.721697 nChanged 2 SP:Iteration 14Q (2968.520000 sec): 3 clusters Score: Raw -87150.823030 + Penalty 3175.350930 = -83975.472100 nChanged 2 SP:Iteration 15Q (2968.530000 sec): 3 clusters Score: Raw -87155.519550 + Penalty 3175.350930 = -83980.168621 nChanged 1 SP:Iteration 16Q (2968.530000 sec): 3 clusters Score: Raw -87157.594419 + Penalty 3175.350930 = -83982.243490 nChanged 1 SP:Iteration 17Q (2968.530000 sec): 3 clusters Score: Raw -87159.953830 + Penalty 3175.350930 = -83984.602900 nChanged 1 SP:Iteration 18Q (2968.540000 sec): 3 clusters Score: Raw -87161.282051 + Penalty 3175.350930 = -83985.931121 nChanged 0 SP:Iteration 19F (2968.540000 sec): 3 clusters Score: Raw -87161.282051 + Penalty 3175.350930 = -83985.931121 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2968.550000 sec): 2 clusters Score: Raw -430641.093233 + Penalty 1975.541398 = -428665.551835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2968.570000 sec): 3 clusters Score: Raw -429451.231356 + Penalty 3951.082797 = -425500.148559 nChanged 995 SP:Iteration 1F (2968.580000 sec): 3 clusters Score: Raw -430061.905060 + Penalty 3951.082797 = -426110.822263 nChanged 230 SP:Iteration 2F (2968.600000 sec): 3 clusters Score: Raw -430250.808956 + Penalty 3951.082797 = -426299.726159 nChanged 160 SP:Iteration 3F (2968.610000 sec): 3 clusters Score: Raw -430401.561303 + Penalty 3951.082797 = -426450.478507 nChanged 138 SP:Iteration 4Q (2968.620000 sec): 3 clusters Score: Raw -430548.556563 + Penalty 3951.082797 = -426597.473767 nChanged 121 SP:Iteration 5Q (2968.640000 sec): 3 clusters Score: Raw -430696.503006 + Penalty 3951.082797 = -426745.420209 nChanged 133 SP:Iteration 6Q (2968.650000 sec): 3 clusters Score: Raw -430850.989024 + Penalty 3951.082797 = -426899.906228 nChanged 132 SP:Iteration 7Q (2968.670000 sec): 3 clusters Score: Raw -430981.553029 + Penalty 3951.082797 = -427030.470232 nChanged 118 SP:Iteration 8Q (2968.680000 sec): 3 clusters Score: Raw -431089.293823 + Penalty 3951.082797 = -427138.211026 nChanged 91 SP:Iteration 9Q (2968.700000 sec): 3 clusters Score: Raw -431173.517189 + Penalty 3951.082797 = -427222.434393 nChanged 71 SP:Iteration 10Q (2968.710000 sec): 3 clusters Score: Raw -431231.931795 + Penalty 3951.082797 = -427280.848998 nChanged 57 SP:Iteration 11Q (2968.720000 sec): 3 clusters Score: Raw -431267.584562 + Penalty 3951.082797 = -427316.501765 nChanged 28 SP:Iteration 12Q (2968.740000 sec): 3 clusters Score: Raw -431285.679857 + Penalty 3951.082797 = -427334.597061 nChanged 26 SP:Iteration 13Q (2968.750000 sec): 3 clusters Score: Raw -431298.599670 + Penalty 3951.082797 = -427347.516874 nChanged 12 SP:Iteration 14Q (2968.760000 sec): 3 clusters Score: Raw -431304.029761 + Penalty 3951.082797 = -427352.946965 nChanged 11 SP:Iteration 15Q (2968.780000 sec): 3 clusters Score: Raw -431311.368517 + Penalty 3951.082797 = -427360.285721 nChanged 9 SP:Iteration 16Q (2968.790000 sec): 3 clusters Score: Raw -431315.985757 + Penalty 3951.082797 = -427364.902961 nChanged 5 SP:Iteration 17Q (2968.810000 sec): 3 clusters Score: Raw -431319.445219 + Penalty 3951.082797 = -427368.362422 nChanged 6 SP:Iteration 18Q (2968.820000 sec): 3 clusters Score: Raw -431322.297782 + Penalty 3951.082797 = -427371.214985 nChanged 3 SP:Iteration 19Q (2968.830000 sec): 3 clusters Score: Raw -431323.933785 + Penalty 3951.082797 = -427372.850988 nChanged 3 SP:Iteration 20F (2968.850000 sec): 3 clusters Score: Raw -431324.956767 + Penalty 3951.082797 = -427373.873970 nChanged 2 SP:Iteration 21Q (2968.860000 sec): 3 clusters Score: Raw -431325.694225 + Penalty 3951.082797 = -427374.611429 nChanged 0 SP:Iteration 22F (2968.880000 sec): 3 clusters Score: Raw -431325.694225 + Penalty 3951.082797 = -427374.611429 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2968.880000 sec): 2 clusters Score: Raw -83481.016787 + Penalty 1598.931854 = -81882.084933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2968.880000 sec): 3 clusters Score: Raw -83505.760839 + Penalty 3197.863708 = -80307.897131 nChanged 146 SP:Iteration 1F (2968.890000 sec): 3 clusters Score: Raw -83772.534912 + Penalty 3197.863708 = -80574.671204 nChanged 43 SP:Iteration 2F (2968.890000 sec): 3 clusters Score: Raw -83897.623809 + Penalty 3197.863708 = -80699.760101 nChanged 37 SP:Iteration 3F (2968.900000 sec): 3 clusters Score: Raw -84178.010788 + Penalty 3197.863708 = -80980.147080 nChanged 50 SP:Iteration 4F (2968.900000 sec): 3 clusters Score: Raw -84487.192762 + Penalty 3197.863708 = -81289.329054 nChanged 42 SP:Iteration 5F (2968.900000 sec): 3 clusters Score: Raw -84674.017011 + Penalty 3197.863708 = -81476.153303 nChanged 33 SP:Iteration 6F (2968.900000 sec): 3 clusters Score: Raw -84826.423659 + Penalty 3197.863708 = -81628.559951 nChanged 20 SP:Iteration 7Q (2968.910000 sec): 3 clusters Score: Raw -84916.958787 + Penalty 3197.863708 = -81719.095079 nChanged 24 SP:Iteration 8Q (2968.910000 sec): 3 clusters Score: Raw -85069.230067 + Penalty 3197.863708 = -81871.366359 nChanged 12 SP:Iteration 9Q (2968.910000 sec): 3 clusters Score: Raw -85129.444256 + Penalty 3197.863708 = -81931.580548 nChanged 5 SP:Iteration 10Q (2968.920000 sec): 3 clusters Score: Raw -85198.926038 + Penalty 3197.863708 = -82001.062330 nChanged 3 SP:Iteration 11Q (2968.920000 sec): 3 clusters Score: Raw -85208.737602 + Penalty 3197.863708 = -82010.873894 nChanged 4 SP:Iteration 12Q (2968.920000 sec): 3 clusters Score: Raw -85221.240086 + Penalty 3197.863708 = -82023.376378 nChanged 2 SP:Iteration 13Q (2968.920000 sec): 3 clusters Score: Raw -85230.546744 + Penalty 3197.863708 = -82032.683036 nChanged 0 SP:Iteration 14F (2968.920000 sec): 3 clusters Score: Raw -85230.546744 + Penalty 3197.863708 = -82032.683036 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (243113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2970.030000 sec): 2 clusters Score: Raw -37871843.243528 + Penalty 3075.517845 = -37868767.725682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.300000 sec): 3 clusters Score: Raw -37711279.498283 + Penalty 6151.035691 = -37705128.462592 nChanged 117768 SP:Iteration 1F (2972.550000 sec): 3 clusters Score: Raw -37781261.403267 + Penalty 6151.035691 = -37775110.367576 nChanged 7324 SP:Iteration 2Q (2973.820000 sec): 3 clusters Score: Raw -37783261.689952 + Penalty 6151.035691 = -37777110.654261 nChanged 9051 SP:Iteration 3Q (2975.090000 sec): 3 clusters Score: Raw -37786633.828591 + Penalty 6151.035691 = -37780482.792900 nChanged 12229 SP:Iteration 4F (2976.350000 sec): 3 clusters Score: Raw -37792888.378448 + Penalty 6151.035691 = -37786737.342758 nChanged 17148 SP:Iteration 5F (2977.610000 sec): 3 clusters Score: Raw -37804745.545984 + Penalty 6151.035691 = -37798594.510294 nChanged 21768 SP:Iteration 6F (2978.860000 sec): 3 clusters Score: Raw -37823539.630503 + Penalty 6151.035691 = -37817388.594812 nChanged 22582 SP:Iteration 7F (2980.100000 sec): 3 clusters Score: Raw -37845712.445974 + Penalty 6151.035691 = -37839561.410284 nChanged 16123 SP:Iteration 8F (2981.350000 sec): 3 clusters Score: Raw -37861858.884537 + Penalty 6151.035691 = -37855707.848846 nChanged 7565 SP:Iteration 9Q (2982.450000 sec): 3 clusters Score: Raw -37869100.497506 + Penalty 6151.035691 = -37862949.461815 nChanged 2449 SP:Iteration 10Q (2983.440000 sec): 3 clusters Score: Raw -37871325.734423 + Penalty 6151.035691 = -37865174.698732 nChanged 643 SP:Iteration 11Q (2984.350000 sec): 3 clusters Score: Raw -37871928.159582 + Penalty 6151.035691 = -37865777.123891 nChanged 213 SP:Iteration 12Q (2985.230000 sec): 3 clusters Score: Raw -37872159.150398 + Penalty 6151.035691 = -37866008.114707 nChanged 95 SP:Iteration 13Q (2986.100000 sec): 3 clusters Score: Raw -37872253.212544 + Penalty 6151.035691 = -37866102.176853 nChanged 59 SP:Iteration 14Q (2986.970000 sec): 3 clusters Score: Raw -37872327.917881 + Penalty 6151.035691 = -37866176.882190 nChanged 56 SP:Iteration 15Q (2987.830000 sec): 3 clusters Score: Raw -37872404.904678 + Penalty 6151.035691 = -37866253.868987 nChanged 52 SP:Iteration 16Q (2988.700000 sec): 3 clusters Score: Raw -37872466.525138 + Penalty 6151.035691 = -37866315.489447 nChanged 50 SP:Iteration 17Q (2989.560000 sec): 3 clusters Score: Raw -37872522.348324 + Penalty 6151.035691 = -37866371.312633 nChanged 43 SP:Iteration 18Q (2990.420000 sec): 3 clusters Score: Raw -37872559.366573 + Penalty 6151.035691 = -37866408.330882 nChanged 33 SP:Iteration 19Q (2991.280000 sec): 3 clusters Score: Raw -37872592.368879 + Penalty 6151.035691 = -37866441.333188 nChanged 34 SP:Iteration 20F (2992.520000 sec): 3 clusters Score: Raw -37872636.340885 + Penalty 6151.035691 = -37866485.305194 nChanged 40 SP:Iteration 21Q (2993.390000 sec): 3 clusters Score: Raw -37872670.827819 + Penalty 6151.035691 = -37866519.792128 nChanged 23 SP:Iteration 22Q (2994.250000 sec): 3 clusters Score: Raw -37872689.377355 + Penalty 6151.035691 = -37866538.341664 nChanged 22 SP:Iteration 23Q (2995.110000 sec): 3 clusters Score: Raw -37872708.607114 + Penalty 6151.035691 = -37866557.571423 nChanged 19 SP:Iteration 24Q (2995.970000 sec): 3 clusters Score: Raw -37872722.999825 + Penalty 6151.035691 = -37866571.964134 nChanged 14 SP:Iteration 25Q (2996.830000 sec): 3 clusters Score: Raw -37872734.515806 + Penalty 6151.035691 = -37866583.480115 nChanged 17 SP:Iteration 26Q (2997.680000 sec): 3 clusters Score: Raw -37872744.878258 + Penalty 6151.035691 = -37866593.842567 nChanged 13 SP:Iteration 27Q (2998.540000 sec): 3 clusters Score: Raw -37872753.385778 + Penalty 6151.035691 = -37866602.350088 nChanged 12 SP:Iteration 28Q (2999.400000 sec): 3 clusters Score: Raw -37872760.391669 + Penalty 6151.035691 = -37866609.355978 nChanged 7 SP:Iteration 29Q (3000.260000 sec): 3 clusters Score: Raw -37872764.458433 + Penalty 6151.035691 = -37866613.422742 nChanged 2 SP:Iteration 30Q (3001.120000 sec): 3 clusters Score: Raw -37872765.126705 + Penalty 6151.035691 = -37866614.091014 nChanged 1 SP:Iteration 31Q (3001.980000 sec): 3 clusters Score: Raw -37872765.475040 + Penalty 6151.035691 = -37866614.439349 nChanged 1 SP:Iteration 32Q (3002.840000 sec): 3 clusters Score: Raw -37872766.433792 + Penalty 6151.035691 = -37866615.398101 nChanged 2 SP:Iteration 33Q (3003.700000 sec): 3 clusters Score: Raw -37872767.373007 + Penalty 6151.035691 = -37866616.337316 nChanged 3 SP:Iteration 34Q (3004.560000 sec): 3 clusters Score: Raw -37872769.755529 + Penalty 6151.035691 = -37866618.719838 nChanged 3 SP:Iteration 35Q (3005.410000 sec): 3 clusters Score: Raw -37872770.619000 + Penalty 6151.035691 = -37866619.583309 nChanged 0 SP:Iteration 36F (3006.640000 sec): 3 clusters Score: Raw -37872770.619000 + Penalty 6151.035691 = -37866619.583309 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3006.780000 sec): 2 clusters Score: Raw -239765.296445 + Penalty 1845.447457 = -237919.848989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3006.790000 sec): 3 clusters Score: Raw -239204.045342 + Penalty 3690.894913 = -235513.150428 nChanged 506 SP:Iteration 1F (3006.800000 sec): 3 clusters Score: Raw -239631.633857 + Penalty 3690.894913 = -235940.738943 nChanged 146 SP:Iteration 2F (3006.810000 sec): 3 clusters Score: Raw -239796.161631 + Penalty 3690.894913 = -236105.266718 nChanged 82 SP:Iteration 3Q (3006.810000 sec): 3 clusters Score: Raw -239894.417825 + Penalty 3690.894913 = -236203.522912 nChanged 59 SP:Iteration 4Q (3006.820000 sec): 3 clusters Score: Raw -239990.312187 + Penalty 3690.894913 = -236299.417273 nChanged 69 SP:Iteration 5Q (3006.830000 sec): 3 clusters Score: Raw -240105.537733 + Penalty 3690.894913 = -236414.642819 nChanged 61 SP:Iteration 6Q (3006.840000 sec): 3 clusters Score: Raw -240224.581597 + Penalty 3690.894913 = -236533.686684 nChanged 63 SP:Iteration 7Q (3006.850000 sec): 3 clusters Score: Raw -240327.417089 + Penalty 3690.894913 = -236636.522175 nChanged 58 SP:Iteration 8Q (3006.850000 sec): 3 clusters Score: Raw -240412.793990 + Penalty 3690.894913 = -236721.899076 nChanged 47 SP:Iteration 9Q (3006.860000 sec): 3 clusters Score: Raw -240464.928729 + Penalty 3690.894913 = -236774.033816 nChanged 32 SP:Iteration 10Q (3006.870000 sec): 3 clusters Score: Raw -240504.724679 + Penalty 3690.894913 = -236813.829765 nChanged 28 SP:Iteration 11Q (3006.880000 sec): 3 clusters Score: Raw -240537.125675 + Penalty 3690.894913 = -236846.230761 nChanged 30 SP:Iteration 12Q (3006.890000 sec): 3 clusters Score: Raw -240577.619581 + Penalty 3690.894913 = -236886.724668 nChanged 27 SP:Iteration 13Q (3006.890000 sec): 3 clusters Score: Raw -240613.867797 + Penalty 3690.894913 = -236922.972883 nChanged 28 SP:Iteration 14Q (3006.900000 sec): 3 clusters Score: Raw -240644.346085 + Penalty 3690.894913 = -236953.451172 nChanged 22 SP:Iteration 15Q (3006.910000 sec): 3 clusters Score: Raw -240671.855791 + Penalty 3690.894913 = -236980.960878 nChanged 12 SP:Iteration 16Q (3006.920000 sec): 3 clusters Score: Raw -240683.531181 + Penalty 3690.894913 = -236992.636267 nChanged 12 SP:Iteration 17Q (3006.930000 sec): 3 clusters Score: Raw -240707.865468 + Penalty 3690.894913 = -237016.970554 nChanged 14 SP:Iteration 18Q (3006.930000 sec): 3 clusters Score: Raw -240728.048183 + Penalty 3690.894913 = -237037.153270 nChanged 11 SP:Iteration 19Q (3006.940000 sec): 3 clusters Score: Raw -240735.166595 + Penalty 3690.894913 = -237044.271682 nChanged 4 SP:Iteration 20F (3006.950000 sec): 3 clusters Score: Raw -240743.729029 + Penalty 3690.894913 = -237052.834116 nChanged 9 SP:Iteration 21Q (3006.960000 sec): 3 clusters Score: Raw -240765.092163 + Penalty 3690.894913 = -237074.197250 nChanged 15 SP:Iteration 22Q (3006.970000 sec): 3 clusters Score: Raw -240825.436541 + Penalty 3690.894913 = -237134.541628 nChanged 24 SP:Iteration 23Q (3006.970000 sec): 3 clusters Score: Raw -240889.154000 + Penalty 3690.894913 = -237198.259087 nChanged 19 SP:Iteration 24Q (3006.980000 sec): 3 clusters Score: Raw -240913.704627 + Penalty 3690.894913 = -237222.809714 nChanged 8 SP:Iteration 25Q (3006.990000 sec): 3 clusters Score: Raw -240922.065109 + Penalty 3690.894913 = -237231.170195 nChanged 6 SP:Iteration 26Q (3006.990000 sec): 3 clusters Score: Raw -240926.418357 + Penalty 3690.894913 = -237235.523444 nChanged 2 SP:Iteration 27Q (3007.000000 sec): 3 clusters Score: Raw -240928.545324 + Penalty 3690.894913 = -237237.650410 nChanged 2 SP:Iteration 28Q (3007.010000 sec): 3 clusters Score: Raw -240929.579772 + Penalty 3690.894913 = -237238.684859 nChanged 0 SP:Iteration 29F (3007.020000 sec): 3 clusters Score: Raw -240929.579772 + Penalty 3690.894913 = -237238.684859 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (28874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3007.150000 sec): 2 clusters Score: Raw -4525829.512326 + Penalty 2547.132810 = -4523282.379516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3007.300000 sec): 3 clusters Score: Raw -4508452.565430 + Penalty 5094.265620 = -4503358.299810 nChanged 13107 SP:Iteration 1F (3007.450000 sec): 3 clusters Score: Raw -4515884.934803 + Penalty 5094.265620 = -4510790.669183 nChanged 1633 SP:Iteration 2F (3007.600000 sec): 3 clusters Score: Raw -4516577.069741 + Penalty 5094.265620 = -4511482.804121 nChanged 1546 SP:Iteration 3F (3007.750000 sec): 3 clusters Score: Raw -4517290.011840 + Penalty 5094.265620 = -4512195.746220 nChanged 1609 SP:Iteration 4F (3007.890000 sec): 3 clusters Score: Raw -4518077.306515 + Penalty 5094.265620 = -4512983.040895 nChanged 1637 SP:Iteration 5F (3008.040000 sec): 3 clusters Score: Raw -4518924.617871 + Penalty 5094.265620 = -4513830.352251 nChanged 1531 SP:Iteration 6F (3008.190000 sec): 3 clusters Score: Raw -4519773.738969 + Penalty 5094.265620 = -4514679.473348 nChanged 1550 SP:Iteration 7F (3008.340000 sec): 3 clusters Score: Raw -4520588.732640 + Penalty 5094.265620 = -4515494.467020 nChanged 1409 SP:Iteration 8Q (3008.490000 sec): 3 clusters Score: Raw -4521263.446962 + Penalty 5094.265620 = -4516169.181341 nChanged 1174 SP:Iteration 9Q (3008.640000 sec): 3 clusters Score: Raw -4521771.631918 + Penalty 5094.265620 = -4516677.366298 nChanged 968 SP:Iteration 10Q (3008.790000 sec): 3 clusters Score: Raw -4522152.898381 + Penalty 5094.265620 = -4517058.632761 nChanged 793 SP:Iteration 11Q (3008.930000 sec): 3 clusters Score: Raw -4522465.982225 + Penalty 5094.265620 = -4517371.716604 nChanged 699 SP:Iteration 12Q (3009.080000 sec): 3 clusters Score: Raw -4522684.496809 + Penalty 5094.265620 = -4517590.231189 nChanged 590 SP:Iteration 13Q (3009.230000 sec): 3 clusters Score: Raw -4522842.098544 + Penalty 5094.265620 = -4517747.832924 nChanged 472 SP:Iteration 14Q (3009.380000 sec): 3 clusters Score: Raw -4522955.701345 + Penalty 5094.265620 = -4517861.435725 nChanged 386 SP:Iteration 15Q (3009.530000 sec): 3 clusters Score: Raw -4523041.902722 + Penalty 5094.265620 = -4517947.637101 nChanged 318 SP:Iteration 16Q (3009.670000 sec): 3 clusters Score: Raw -4523103.430734 + Penalty 5094.265620 = -4518009.165114 nChanged 290 SP:Iteration 17Q (3009.820000 sec): 3 clusters Score: Raw -4523156.133759 + Penalty 5094.265620 = -4518061.868138 nChanged 258 SP:Iteration 18Q (3009.970000 sec): 3 clusters Score: Raw -4523205.000845 + Penalty 5094.265620 = -4518110.735224 nChanged 260 SP:Iteration 19Q (3010.120000 sec): 3 clusters Score: Raw -4523247.715756 + Penalty 5094.265620 = -4518153.450135 nChanged 217 SP:Iteration 20F (3010.270000 sec): 3 clusters Score: Raw -4523284.915557 + Penalty 5094.265620 = -4518190.649937 nChanged 219 SP:Iteration 21Q (3010.410000 sec): 3 clusters Score: Raw -4523321.906439 + Penalty 5094.265620 = -4518227.640819 nChanged 218 SP:Iteration 22Q (3010.560000 sec): 3 clusters Score: Raw -4523364.109190 + Penalty 5094.265620 = -4518269.843569 nChanged 232 SP:Iteration 23Q (3010.710000 sec): 3 clusters Score: Raw -4523406.852238 + Penalty 5094.265620 = -4518312.586618 nChanged 236 SP:Iteration 24Q (3010.850000 sec): 3 clusters Score: Raw -4523451.086776 + Penalty 5094.265620 = -4518356.821155 nChanged 254 SP:Iteration 25Q (3011.000000 sec): 3 clusters Score: Raw -4523503.585063 + Penalty 5094.265620 = -4518409.319443 nChanged 276 SP:Iteration 26Q (3011.150000 sec): 3 clusters Score: Raw -4523566.775165 + Penalty 5094.265620 = -4518472.509545 nChanged 296 SP:Iteration 27Q (3011.290000 sec): 3 clusters Score: Raw -4523637.394196 + Penalty 5094.265620 = -4518543.128575 nChanged 320 SP:Iteration 28Q (3011.440000 sec): 3 clusters Score: Raw -4523717.438973 + Penalty 5094.265620 = -4518623.173352 nChanged 327 SP:Iteration 29Q (3011.590000 sec): 3 clusters Score: Raw -4523810.865007 + Penalty 5094.265620 = -4518716.599387 nChanged 391 SP:Iteration 30Q (3011.730000 sec): 3 clusters Score: Raw -4523918.680036 + Penalty 5094.265620 = -4518824.414416 nChanged 376 SP:Iteration 31Q (3011.880000 sec): 3 clusters Score: Raw -4524023.402395 + Penalty 5094.265620 = -4518929.136775 nChanged 400 SP:Iteration 32Q (3012.030000 sec): 3 clusters Score: Raw -4524128.875755 + Penalty 5094.265620 = -4519034.610135 nChanged 334 SP:Iteration 33Q (3012.170000 sec): 3 clusters Score: Raw -4524213.416671 + Penalty 5094.265620 = -4519119.151050 nChanged 348 SP:Iteration 34Q (3012.320000 sec): 3 clusters Score: Raw -4524302.482072 + Penalty 5094.265620 = -4519208.216451 nChanged 321 SP:Iteration 35Q (3012.460000 sec): 3 clusters Score: Raw -4524379.280334 + Penalty 5094.265620 = -4519285.014714 nChanged 270 SP:Iteration 36Q (3012.610000 sec): 3 clusters Score: Raw -4524435.587889 + Penalty 5094.265620 = -4519341.322268 nChanged 211 SP:Iteration 37Q (3012.750000 sec): 3 clusters Score: Raw -4524468.329333 + Penalty 5094.265620 = -4519374.063713 nChanged 155 SP:Iteration 38Q (3012.890000 sec): 3 clusters Score: Raw -4524488.897310 + Penalty 5094.265620 = -4519394.631690 nChanged 117 SP:Iteration 39Q (3013.040000 sec): 3 clusters Score: Raw -4524501.252709 + Penalty 5094.265620 = -4519406.987088 nChanged 77 SP:Iteration 40F (3013.180000 sec): 3 clusters Score: Raw -4524509.012733 + Penalty 5094.265620 = -4519414.747112 nChanged 76 SP:Iteration 41Q (3013.320000 sec): 3 clusters Score: Raw -4524516.452053 + Penalty 5094.265620 = -4519422.186433 nChanged 62 SP:Iteration 42Q (3013.470000 sec): 3 clusters Score: Raw -4524522.999851 + Penalty 5094.265620 = -4519428.734231 nChanged 65 SP:Iteration 43Q (3013.610000 sec): 3 clusters Score: Raw -4524530.427669 + Penalty 5094.265620 = -4519436.162048 nChanged 60 SP:Iteration 44Q (3013.750000 sec): 3 clusters Score: Raw -4524536.171292 + Penalty 5094.265620 = -4519441.905671 nChanged 60 SP:Iteration 45Q (3013.890000 sec): 3 clusters Score: Raw -4524541.941686 + Penalty 5094.265620 = -4519447.676065 nChanged 43 SP:Iteration 46Q (3014.030000 sec): 3 clusters Score: Raw -4524545.350955 + Penalty 5094.265620 = -4519451.085335 nChanged 29 SP:Iteration 47Q (3014.170000 sec): 3 clusters Score: Raw -4524548.054368 + Penalty 5094.265620 = -4519453.788748 nChanged 34 SP:Iteration 48Q (3014.320000 sec): 3 clusters Score: Raw -4524551.232227 + Penalty 5094.265620 = -4519456.966606 nChanged 38 SP:Iteration 49Q (3014.460000 sec): 3 clusters Score: Raw -4524554.557626 + Penalty 5094.265620 = -4519460.292006 nChanged 29 SP:Iteration 50Q (3014.600000 sec): 3 clusters Score: Raw -4524556.669539 + Penalty 5094.265620 = -4519462.403919 nChanged 27 SP:Iteration 51Q (3014.740000 sec): 3 clusters Score: Raw -4524558.646845 + Penalty 5094.265620 = -4519464.381225 nChanged 20 SP:Iteration 52Q (3014.880000 sec): 3 clusters Score: Raw -4524559.824251 + Penalty 5094.265620 = -4519465.558631 nChanged 17 SP:Iteration 53Q (3015.020000 sec): 3 clusters Score: Raw -4524560.793381 + Penalty 5094.265620 = -4519466.527761 nChanged 13 SP:Iteration 54Q (3015.160000 sec): 3 clusters Score: Raw -4524561.554524 + Penalty 5094.265620 = -4519467.288903 nChanged 10 SP:Iteration 55Q (3015.300000 sec): 3 clusters Score: Raw -4524562.056950 + Penalty 5094.265620 = -4519467.791329 nChanged 11 SP:Iteration 56Q (3015.440000 sec): 3 clusters Score: Raw -4524562.775772 + Penalty 5094.265620 = -4519468.510151 nChanged 13 SP:Iteration 57Q (3015.580000 sec): 3 clusters Score: Raw -4524563.690738 + Penalty 5094.265620 = -4519469.425118 nChanged 19 SP:Iteration 58Q (3015.720000 sec): 3 clusters Score: Raw -4524565.223780 + Penalty 5094.265620 = -4519470.958160 nChanged 16 SP:Iteration 59Q (3015.860000 sec): 3 clusters Score: Raw -4524566.216718 + Penalty 5094.265620 = -4519471.951098 nChanged 11 SP:Iteration 60F (3016.010000 sec): 3 clusters Score: Raw -4524566.960217 + Penalty 5094.265620 = -4519472.694596 nChanged 9 SP:Iteration 61Q (3016.160000 sec): 3 clusters Score: Raw -4524567.431389 + Penalty 5094.265620 = -4519473.165769 nChanged 4 SP:Iteration 62Q (3016.300000 sec): 3 clusters Score: Raw -4524567.559280 + Penalty 5094.265620 = -4519473.293660 nChanged 7 SP:Iteration 63Q (3016.440000 sec): 3 clusters Score: Raw -4524567.907896 + Penalty 5094.265620 = -4519473.642276 nChanged 6 SP:Iteration 64Q (3016.580000 sec): 3 clusters Score: Raw -4524568.599997 + Penalty 5094.265620 = -4519474.334377 nChanged 8 SP:Iteration 65Q (3016.720000 sec): 3 clusters Score: Raw -4524569.187078 + Penalty 5094.265620 = -4519474.921458 nChanged 10 SP:Iteration 66Q (3016.860000 sec): 3 clusters Score: Raw -4524569.759040 + Penalty 5094.265620 = -4519475.493419 nChanged 5 SP:Iteration 67Q (3017.000000 sec): 3 clusters Score: Raw -4524570.073248 + Penalty 5094.265620 = -4519475.807628 nChanged 8 SP:Iteration 68Q (3017.140000 sec): 3 clusters Score: Raw -4524570.372554 + Penalty 5094.265620 = -4519476.106933 nChanged 6 SP:Iteration 69Q (3017.280000 sec): 3 clusters Score: Raw -4524570.819395 + Penalty 5094.265620 = -4519476.553775 nChanged 6 SP:Iteration 70Q (3017.420000 sec): 3 clusters Score: Raw -4524571.152100 + Penalty 5094.265620 = -4519476.886480 nChanged 3 SP:Iteration 71Q (3017.560000 sec): 3 clusters Score: Raw -4524571.357387 + Penalty 5094.265620 = -4519477.091766 nChanged 2 SP:Iteration 72Q (3017.700000 sec): 3 clusters Score: Raw -4524571.402797 + Penalty 5094.265620 = -4519477.137177 nChanged 3 SP:Iteration 73Q (3017.840000 sec): 3 clusters Score: Raw -4524571.613494 + Penalty 5094.265620 = -4519477.347873 nChanged 4 SP:Iteration 74Q (3017.990000 sec): 3 clusters Score: Raw -4524571.757746 + Penalty 5094.265620 = -4519477.492126 nChanged 3 SP:Iteration 75Q (3018.130000 sec): 3 clusters Score: Raw -4524572.026620 + Penalty 5094.265620 = -4519477.761000 nChanged 5 SP:Iteration 76Q (3018.270000 sec): 3 clusters Score: Raw -4524572.370032 + Penalty 5094.265620 = -4519478.104411 nChanged 2 SP:Iteration 77Q (3018.410000 sec): 3 clusters Score: Raw -4524572.485481 + Penalty 5094.265620 = -4519478.219861 nChanged 0 SP:Iteration 78F (3018.560000 sec): 3 clusters Score: Raw -4524572.485481 + Penalty 5094.265620 = -4519478.219861 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 20 (15108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3018.640000 sec): 2 clusters Score: Raw -2344052.001829 + Penalty 2386.498962 = -2341665.502867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3018.710000 sec): 3 clusters Score: Raw -2335606.898973 + Penalty 4772.997923 = -2330833.901050 nChanged 6521 SP:Iteration 1F (3018.790000 sec): 3 clusters Score: Raw -2339105.159400 + Penalty 4772.997923 = -2334332.161477 nChanged 922 SP:Iteration 2F (3018.860000 sec): 3 clusters Score: Raw -2339529.302703 + Penalty 4772.997923 = -2334756.304780 nChanged 764 SP:Iteration 3F (3018.940000 sec): 3 clusters Score: Raw -2339901.682225 + Penalty 4772.997923 = -2335128.684302 nChanged 736 SP:Iteration 4Q (3019.010000 sec): 3 clusters Score: Raw -2340289.201788 + Penalty 4772.997923 = -2335516.203865 nChanged 714 SP:Iteration 5Q (3019.090000 sec): 3 clusters Score: Raw -2340679.335665 + Penalty 4772.997923 = -2335906.337742 nChanged 710 SP:Iteration 6Q (3019.160000 sec): 3 clusters Score: Raw -2341064.271583 + Penalty 4772.997923 = -2336291.273660 nChanged 732 SP:Iteration 7Q (3019.240000 sec): 3 clusters Score: Raw -2341465.566777 + Penalty 4772.997923 = -2336692.568854 nChanged 720 SP:Iteration 8Q (3019.310000 sec): 3 clusters Score: Raw -2341881.691333 + Penalty 4772.997923 = -2337108.693410 nChanged 660 SP:Iteration 9Q (3019.390000 sec): 3 clusters Score: Raw -2342262.680202 + Penalty 4772.997923 = -2337489.682279 nChanged 586 SP:Iteration 10Q (3019.460000 sec): 3 clusters Score: Raw -2342627.771035 + Penalty 4772.997923 = -2337854.773112 nChanged 544 SP:Iteration 11Q (3019.540000 sec): 3 clusters Score: Raw -2342974.334608 + Penalty 4772.997923 = -2338201.336685 nChanged 499 SP:Iteration 12Q (3019.610000 sec): 3 clusters Score: Raw -2343325.802980 + Penalty 4772.997923 = -2338552.805057 nChanged 430 SP:Iteration 13Q (3019.680000 sec): 3 clusters Score: Raw -2343634.761065 + Penalty 4772.997923 = -2338861.763142 nChanged 377 SP:Iteration 14Q (3019.760000 sec): 3 clusters Score: Raw -2343929.885207 + Penalty 4772.997923 = -2339156.887283 nChanged 330 SP:Iteration 15Q (3019.820000 sec): 3 clusters Score: Raw -2344207.083306 + Penalty 4772.997923 = -2339434.085383 nChanged 287 SP:Iteration 16Q (3019.890000 sec): 3 clusters Score: Raw -2344458.559640 + Penalty 4772.997923 = -2339685.561717 nChanged 235 SP:Iteration 17Q (3019.960000 sec): 3 clusters Score: Raw -2344659.731991 + Penalty 4772.997923 = -2339886.734068 nChanged 210 SP:Iteration 18Q (3020.020000 sec): 3 clusters Score: Raw -2344818.673796 + Penalty 4772.997923 = -2340045.675873 nChanged 161 SP:Iteration 19Q (3020.090000 sec): 3 clusters Score: Raw -2344911.525268 + Penalty 4772.997923 = -2340138.527345 nChanged 113 SP:Iteration 20F (3020.160000 sec): 3 clusters Score: Raw -2344966.683900 + Penalty 4772.997923 = -2340193.685977 nChanged 96 SP:Iteration 21Q (3020.220000 sec): 3 clusters Score: Raw -2345004.254347 + Penalty 4772.997923 = -2340231.256424 nChanged 68 SP:Iteration 22Q (3020.280000 sec): 3 clusters Score: Raw -2345031.143923 + Penalty 4772.997923 = -2340258.146000 nChanged 64 SP:Iteration 23Q (3020.340000 sec): 3 clusters Score: Raw -2345056.295048 + Penalty 4772.997923 = -2340283.297125 nChanged 49 SP:Iteration 24Q (3020.400000 sec): 3 clusters Score: Raw -2345074.218204 + Penalty 4772.997923 = -2340301.220281 nChanged 36 SP:Iteration 25Q (3020.460000 sec): 3 clusters Score: Raw -2345086.658417 + Penalty 4772.997923 = -2340313.660494 nChanged 22 SP:Iteration 26Q (3020.520000 sec): 3 clusters Score: Raw -2345093.151005 + Penalty 4772.997923 = -2340320.153081 nChanged 13 SP:Iteration 27Q (3020.580000 sec): 3 clusters Score: Raw -2345096.761939 + Penalty 4772.997923 = -2340323.764015 nChanged 17 SP:Iteration 28Q (3020.640000 sec): 3 clusters Score: Raw -2345100.726333 + Penalty 4772.997923 = -2340327.728410 nChanged 19 SP:Iteration 29Q (3020.710000 sec): 3 clusters Score: Raw -2345107.302919 + Penalty 4772.997923 = -2340334.304996 nChanged 23 SP:Iteration 30Q (3020.760000 sec): 3 clusters Score: Raw -2345114.507236 + Penalty 4772.997923 = -2340341.509312 nChanged 23 SP:Iteration 31Q (3020.820000 sec): 3 clusters Score: Raw -2345122.350129 + Penalty 4772.997923 = -2340349.352205 nChanged 22 SP:Iteration 32Q (3020.880000 sec): 3 clusters Score: Raw -2345131.023638 + Penalty 4772.997923 = -2340358.025715 nChanged 24 SP:Iteration 33Q (3020.940000 sec): 3 clusters Score: Raw -2345139.258770 + Penalty 4772.997923 = -2340366.260847 nChanged 20 SP:Iteration 34Q (3021.000000 sec): 3 clusters Score: Raw -2345146.685627 + Penalty 4772.997923 = -2340373.687704 nChanged 19 SP:Iteration 35Q (3021.060000 sec): 3 clusters Score: Raw -2345154.720756 + Penalty 4772.997923 = -2340381.722832 nChanged 25 SP:Iteration 36Q (3021.110000 sec): 3 clusters Score: Raw -2345163.009312 + Penalty 4772.997923 = -2340390.011389 nChanged 25 SP:Iteration 37Q (3021.170000 sec): 3 clusters Score: Raw -2345173.276381 + Penalty 4772.997923 = -2340400.278458 nChanged 21 SP:Iteration 38Q (3021.230000 sec): 3 clusters Score: Raw -2345180.917444 + Penalty 4772.997923 = -2340407.919521 nChanged 16 SP:Iteration 39Q (3021.290000 sec): 3 clusters Score: Raw -2345186.705363 + Penalty 4772.997923 = -2340413.707440 nChanged 10 SP:Iteration 40F (3021.360000 sec): 3 clusters Score: Raw -2345189.357578 + Penalty 4772.997923 = -2340416.359655 nChanged 10 SP:Iteration 41Q (3021.420000 sec): 3 clusters Score: Raw -2345192.346541 + Penalty 4772.997923 = -2340419.348617 nChanged 6 SP:Iteration 42Q (3021.480000 sec): 3 clusters Score: Raw -2345193.915071 + Penalty 4772.997923 = -2340420.917148 nChanged 4 SP:Iteration 43Q (3021.540000 sec): 3 clusters Score: Raw -2345195.664453 + Penalty 4772.997923 = -2340422.666530 nChanged 3 SP:Iteration 44Q (3021.590000 sec): 3 clusters Score: Raw -2345196.364108 + Penalty 4772.997923 = -2340423.366185 nChanged 4 SP:Iteration 45Q (3021.650000 sec): 3 clusters Score: Raw -2345197.328255 + Penalty 4772.997923 = -2340424.330332 nChanged 3 SP:Iteration 46Q (3021.710000 sec): 3 clusters Score: Raw -2345197.822447 + Penalty 4772.997923 = -2340424.824523 nChanged 2 SP:Iteration 47Q (3021.770000 sec): 3 clusters Score: Raw -2345198.492338 + Penalty 4772.997923 = -2340425.494415 nChanged 1 SP:Iteration 48Q (3021.830000 sec): 3 clusters Score: Raw -2345198.790415 + Penalty 4772.997923 = -2340425.792492 nChanged 0 SP:Iteration 49F (3021.900000 sec): 3 clusters Score: Raw -2345198.790415 + Penalty 4772.997923 = -2340425.792492 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 21 (7278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.940000 sec): 2 clusters Score: Raw -1127569.102941 + Penalty 2205.367622 = -1125363.735319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.970000 sec): 3 clusters Score: Raw -1123791.023425 + Penalty 4410.735244 = -1119380.288182 nChanged 2941 SP:Iteration 1F (3022.010000 sec): 3 clusters Score: Raw -1125385.977820 + Penalty 4410.735244 = -1120975.242577 nChanged 526 SP:Iteration 2F (3022.050000 sec): 3 clusters Score: Raw -1125712.464908 + Penalty 4410.735244 = -1121301.729664 nChanged 394 SP:Iteration 3F (3022.080000 sec): 3 clusters Score: Raw -1125951.838173 + Penalty 4410.735244 = -1121541.102930 nChanged 365 SP:Iteration 4F (3022.120000 sec): 3 clusters Score: Raw -1126169.898122 + Penalty 4410.735244 = -1121759.162878 nChanged 327 SP:Iteration 5Q (3022.150000 sec): 3 clusters Score: Raw -1126368.318506 + Penalty 4410.735244 = -1121957.583262 nChanged 284 SP:Iteration 6Q (3022.190000 sec): 3 clusters Score: Raw -1126536.861144 + Penalty 4410.735244 = -1122126.125900 nChanged 239 SP:Iteration 7Q (3022.230000 sec): 3 clusters Score: Raw -1126664.798766 + Penalty 4410.735244 = -1122254.063523 nChanged 210 SP:Iteration 8Q (3022.260000 sec): 3 clusters Score: Raw -1126785.463359 + Penalty 4410.735244 = -1122374.728115 nChanged 218 SP:Iteration 9Q (3022.300000 sec): 3 clusters Score: Raw -1126912.756835 + Penalty 4410.735244 = -1122502.021591 nChanged 222 SP:Iteration 10Q (3022.330000 sec): 3 clusters Score: Raw -1127029.630882 + Penalty 4410.735244 = -1122618.895638 nChanged 211 SP:Iteration 11Q (3022.370000 sec): 3 clusters Score: Raw -1127136.422178 + Penalty 4410.735244 = -1122725.686935 nChanged 186 SP:Iteration 12Q (3022.400000 sec): 3 clusters Score: Raw -1127233.768587 + Penalty 4410.735244 = -1122823.033343 nChanged 204 SP:Iteration 13Q (3022.430000 sec): 3 clusters Score: Raw -1127351.255195 + Penalty 4410.735244 = -1122940.519951 nChanged 206 SP:Iteration 14Q (3022.470000 sec): 3 clusters Score: Raw -1127472.341882 + Penalty 4410.735244 = -1123061.606638 nChanged 214 SP:Iteration 15Q (3022.510000 sec): 3 clusters Score: Raw -1127603.062554 + Penalty 4410.735244 = -1123192.327311 nChanged 225 SP:Iteration 16Q (3022.540000 sec): 3 clusters Score: Raw -1127767.264370 + Penalty 4410.735244 = -1123356.529126 nChanged 213 SP:Iteration 17Q (3022.570000 sec): 3 clusters Score: Raw -1127968.822715 + Penalty 4410.735244 = -1123558.087472 nChanged 259 SP:Iteration 18Q (3022.610000 sec): 3 clusters Score: Raw -1128256.411260 + Penalty 4410.735244 = -1123845.676016 nChanged 282 SP:Iteration 19Q (3022.640000 sec): 3 clusters Score: Raw -1128659.731709 + Penalty 4410.735244 = -1124248.996466 nChanged 276 SP:Iteration 20F (3022.680000 sec): 3 clusters Score: Raw -1129084.598236 + Penalty 4410.735244 = -1124673.862992 nChanged 210 SP:Iteration 21Q (3022.710000 sec): 3 clusters Score: Raw -1129385.132035 + Penalty 4410.735244 = -1124974.396791 nChanged 122 SP:Iteration 22Q (3022.740000 sec): 3 clusters Score: Raw -1129506.206913 + Penalty 4410.735244 = -1125095.471670 nChanged 83 SP:Iteration 23Q (3022.770000 sec): 3 clusters Score: Raw -1129569.545031 + Penalty 4410.735244 = -1125158.809788 nChanged 50 SP:Iteration 24Q (3022.790000 sec): 3 clusters Score: Raw -1129600.463225 + Penalty 4410.735244 = -1125189.727981 nChanged 33 SP:Iteration 25Q (3022.820000 sec): 3 clusters Score: Raw -1129612.504162 + Penalty 4410.735244 = -1125201.768918 nChanged 13 SP:Iteration 26Q (3022.850000 sec): 3 clusters Score: Raw -1129616.613333 + Penalty 4410.735244 = -1125205.878089 nChanged 9 SP:Iteration 27Q (3022.880000 sec): 3 clusters Score: Raw -1129619.437596 + Penalty 4410.735244 = -1125208.702352 nChanged 8 SP:Iteration 28Q (3022.910000 sec): 3 clusters Score: Raw -1129622.019936 + Penalty 4410.735244 = -1125211.284693 nChanged 8 SP:Iteration 29Q (3022.930000 sec): 3 clusters Score: Raw -1129624.439365 + Penalty 4410.735244 = -1125213.704122 nChanged 9 SP:Iteration 30Q (3022.960000 sec): 3 clusters Score: Raw -1129628.051817 + Penalty 4410.735244 = -1125217.316573 nChanged 11 SP:Iteration 31Q (3022.990000 sec): 3 clusters Score: Raw -1129632.102594 + Penalty 4410.735244 = -1125221.367350 nChanged 12 SP:Iteration 32Q (3023.020000 sec): 3 clusters Score: Raw -1129635.280836 + Penalty 4410.735244 = -1125224.545592 nChanged 7 SP:Iteration 33Q (3023.050000 sec): 3 clusters Score: Raw -1129636.946075 + Penalty 4410.735244 = -1125226.210831 nChanged 2 SP:Iteration 34Q (3023.070000 sec): 3 clusters Score: Raw -1129637.212152 + Penalty 4410.735244 = -1125226.476908 nChanged 0 SP:Iteration 35F (3023.110000 sec): 3 clusters Score: Raw -1129637.212152 + Penalty 4410.735244 = -1125226.476908 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 22 (4604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3023.130000 sec): 2 clusters Score: Raw -714599.058979 + Penalty 2091.800831 = -712507.258148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3023.160000 sec): 3 clusters Score: Raw -712396.558991 + Penalty 4183.601662 = -708212.957329 nChanged 1759 SP:Iteration 1F (3023.180000 sec): 3 clusters Score: Raw -713422.247122 + Penalty 4183.601662 = -709238.645460 nChanged 308 SP:Iteration 2F (3023.200000 sec): 3 clusters Score: Raw -713611.262523 + Penalty 4183.601662 = -709427.660861 nChanged 201 SP:Iteration 3Q (3023.230000 sec): 3 clusters Score: Raw -713733.103137 + Penalty 4183.601662 = -709549.501475 nChanged 166 SP:Iteration 4Q (3023.250000 sec): 3 clusters Score: Raw -713814.671204 + Penalty 4183.601662 = -709631.069542 nChanged 113 SP:Iteration 5Q (3023.270000 sec): 3 clusters Score: Raw -713878.706211 + Penalty 4183.601662 = -709695.104549 nChanged 115 SP:Iteration 6Q (3023.290000 sec): 3 clusters Score: Raw -713943.640529 + Penalty 4183.601662 = -709760.038868 nChanged 125 SP:Iteration 7Q (3023.320000 sec): 3 clusters Score: Raw -714018.679118 + Penalty 4183.601662 = -709835.077456 nChanged 131 SP:Iteration 8Q (3023.340000 sec): 3 clusters Score: Raw -714104.797118 + Penalty 4183.601662 = -709921.195456 nChanged 126 SP:Iteration 9Q (3023.370000 sec): 3 clusters Score: Raw -714192.299705 + Penalty 4183.601662 = -710008.698043 nChanged 123 SP:Iteration 10Q (3023.390000 sec): 3 clusters Score: Raw -714278.961267 + Penalty 4183.601662 = -710095.359606 nChanged 111 SP:Iteration 11Q (3023.410000 sec): 3 clusters Score: Raw -714357.819165 + Penalty 4183.601662 = -710174.217503 nChanged 105 SP:Iteration 12Q (3023.430000 sec): 3 clusters Score: Raw -714427.233478 + Penalty 4183.601662 = -710243.631816 nChanged 92 SP:Iteration 13Q (3023.450000 sec): 3 clusters Score: Raw -714491.652398 + Penalty 4183.601662 = -710308.050736 nChanged 88 SP:Iteration 14Q (3023.470000 sec): 3 clusters Score: Raw -714557.448038 + Penalty 4183.601662 = -710373.846376 nChanged 72 SP:Iteration 15Q (3023.500000 sec): 3 clusters Score: Raw -714612.710204 + Penalty 4183.601662 = -710429.108542 nChanged 60 SP:Iteration 16Q (3023.520000 sec): 3 clusters Score: Raw -714664.717615 + Penalty 4183.601662 = -710481.115953 nChanged 52 SP:Iteration 17Q (3023.540000 sec): 3 clusters Score: Raw -714710.616346 + Penalty 4183.601662 = -710527.014684 nChanged 49 SP:Iteration 18Q (3023.570000 sec): 3 clusters Score: Raw -714749.888808 + Penalty 4183.601662 = -710566.287147 nChanged 32 SP:Iteration 19Q (3023.590000 sec): 3 clusters Score: Raw -714771.919743 + Penalty 4183.601662 = -710588.318081 nChanged 25 SP:Iteration 20F (3023.610000 sec): 3 clusters Score: Raw -714798.034777 + Penalty 4183.601662 = -710614.433115 nChanged 20 SP:Iteration 21Q (3023.630000 sec): 3 clusters Score: Raw -714816.334389 + Penalty 4183.601662 = -710632.732727 nChanged 17 SP:Iteration 22Q (3023.650000 sec): 3 clusters Score: Raw -714828.068102 + Penalty 4183.601662 = -710644.466440 nChanged 13 SP:Iteration 23Q (3023.670000 sec): 3 clusters Score: Raw -714838.888836 + Penalty 4183.601662 = -710655.287174 nChanged 10 SP:Iteration 24Q (3023.690000 sec): 3 clusters Score: Raw -714846.255077 + Penalty 4183.601662 = -710662.653415 nChanged 11 SP:Iteration 25Q (3023.710000 sec): 3 clusters Score: Raw -714854.389138 + Penalty 4183.601662 = -710670.787476 nChanged 5 SP:Iteration 26Q (3023.730000 sec): 3 clusters Score: Raw -714857.792831 + Penalty 4183.601662 = -710674.191169 nChanged 6 SP:Iteration 27Q (3023.750000 sec): 3 clusters Score: Raw -714864.487332 + Penalty 4183.601662 = -710680.885670 nChanged 4 SP:Iteration 28Q (3023.770000 sec): 3 clusters Score: Raw -714867.919780 + Penalty 4183.601662 = -710684.318118 nChanged 4 SP:Iteration 29Q (3023.790000 sec): 3 clusters Score: Raw -714870.142403 + Penalty 4183.601662 = -710686.540741 nChanged 4 SP:Iteration 30Q (3023.810000 sec): 3 clusters Score: Raw -714872.955767 + Penalty 4183.601662 = -710689.354105 nChanged 4 SP:Iteration 31Q (3023.830000 sec): 3 clusters Score: Raw -714876.980006 + Penalty 4183.601662 = -710693.378344 nChanged 4 SP:Iteration 32Q (3023.850000 sec): 3 clusters Score: Raw -714880.063576 + Penalty 4183.601662 = -710696.461914 nChanged 1 SP:Iteration 33Q (3023.870000 sec): 3 clusters Score: Raw -714880.595437 + Penalty 4183.601662 = -710696.993775 nChanged 0 SP:Iteration 34F (3023.890000 sec): 3 clusters Score: Raw -714880.595437 + Penalty 4183.601662 = -710696.993775 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 23 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3023.900000 sec): 2 clusters Score: Raw -87033.041554 + Penalty 1574.152524 = -85458.889030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3023.900000 sec): 3 clusters Score: Raw -87012.613464 + Penalty 3148.305048 = -83864.308416 nChanged 96 SP:Iteration 1F (3023.910000 sec): 3 clusters Score: Raw -87181.393134 + Penalty 3148.305048 = -84033.088086 nChanged 29 SP:Iteration 2F (3023.910000 sec): 3 clusters Score: Raw -87235.335819 + Penalty 3148.305048 = -84087.030771 nChanged 8 SP:Iteration 3Q (3023.910000 sec): 3 clusters Score: Raw -87250.772620 + Penalty 3148.305048 = -84102.467572 nChanged 8 SP:Iteration 4Q (3023.920000 sec): 3 clusters Score: Raw -87270.269395 + Penalty 3148.305048 = -84121.964347 nChanged 2 SP:Iteration 5Q (3023.920000 sec): 3 clusters Score: Raw -87274.679337 + Penalty 3148.305048 = -84126.374289 nChanged 2 SP:Iteration 6Q (3023.920000 sec): 3 clusters Score: Raw -87278.902849 + Penalty 3148.305048 = -84130.597801 nChanged 2 SP:Iteration 7Q (3023.920000 sec): 3 clusters Score: Raw -87283.157680 + Penalty 3148.305048 = -84134.852632 nChanged 2 SP:Iteration 8Q (3023.930000 sec): 3 clusters Score: Raw -87287.495389 + Penalty 3148.305048 = -84139.190341 nChanged 3 SP:Iteration 9Q (3023.930000 sec): 3 clusters Score: Raw -87292.547666 + Penalty 3148.305048 = -84144.242618 nChanged 0 SP:Iteration 10F (3023.930000 sec): 3 clusters Score: Raw -87292.547666 + Penalty 3148.305048 = -84144.242618 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 24 (4329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3023.960000 sec): 2 clusters Score: Raw -667992.469296 + Penalty 2076.526778 = -665915.942518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3023.980000 sec): 3 clusters Score: Raw -666011.107229 + Penalty 4153.053556 = -661858.053672 nChanged 1639 SP:Iteration 1F (3024.000000 sec): 3 clusters Score: Raw -666932.097036 + Penalty 4153.053556 = -662779.043480 nChanged 299 SP:Iteration 2F (3024.020000 sec): 3 clusters Score: Raw -667112.177242 + Penalty 4153.053556 = -662959.123686 nChanged 209 SP:Iteration 3Q (3024.040000 sec): 3 clusters Score: Raw -667241.878489 + Penalty 4153.053556 = -663088.824933 nChanged 179 SP:Iteration 4Q (3024.060000 sec): 3 clusters Score: Raw -667368.519856 + Penalty 4153.053556 = -663215.466300 nChanged 146 SP:Iteration 5Q (3024.080000 sec): 3 clusters Score: Raw -667466.049344 + Penalty 4153.053556 = -663312.995787 nChanged 138 SP:Iteration 6Q (3024.100000 sec): 3 clusters Score: Raw -667551.529777 + Penalty 4153.053556 = -663398.476221 nChanged 108 SP:Iteration 7Q (3024.130000 sec): 3 clusters Score: Raw -667621.210403 + Penalty 4153.053556 = -663468.156846 nChanged 119 SP:Iteration 8Q (3024.150000 sec): 3 clusters Score: Raw -667707.339412 + Penalty 4153.053556 = -663554.285855 nChanged 131 SP:Iteration 9Q (3024.170000 sec): 3 clusters Score: Raw -667789.040354 + Penalty 4153.053556 = -663635.986798 nChanged 136 SP:Iteration 10Q (3024.190000 sec): 3 clusters Score: Raw -667867.930289 + Penalty 4153.053556 = -663714.876733 nChanged 136 SP:Iteration 11Q (3024.210000 sec): 3 clusters Score: Raw -667950.027096 + Penalty 4153.053556 = -663796.973540 nChanged 136 SP:Iteration 12Q (3024.230000 sec): 3 clusters Score: Raw -668038.984939 + Penalty 4153.053556 = -663885.931383 nChanged 142 SP:Iteration 13Q (3024.250000 sec): 3 clusters Score: Raw -668125.161417 + Penalty 4153.053556 = -663972.107861 nChanged 107 SP:Iteration 14Q (3024.280000 sec): 3 clusters Score: Raw -668184.530020 + Penalty 4153.053556 = -664031.476464 nChanged 112 SP:Iteration 15Q (3024.300000 sec): 3 clusters Score: Raw -668246.380430 + Penalty 4153.053556 = -664093.326873 nChanged 95 SP:Iteration 16Q (3024.320000 sec): 3 clusters Score: Raw -668292.648649 + Penalty 4153.053556 = -664139.595093 nChanged 79 SP:Iteration 17Q (3024.340000 sec): 3 clusters Score: Raw -668336.455579 + Penalty 4153.053556 = -664183.402022 nChanged 68 SP:Iteration 18Q (3024.360000 sec): 3 clusters Score: Raw -668369.261604 + Penalty 4153.053556 = -664216.208048 nChanged 62 SP:Iteration 19Q (3024.380000 sec): 3 clusters Score: Raw -668401.354111 + Penalty 4153.053556 = -664248.300554 nChanged 54 SP:Iteration 20F (3024.400000 sec): 3 clusters Score: Raw -668430.271413 + Penalty 4153.053556 = -664277.217857 nChanged 46 SP:Iteration 21Q (3024.420000 sec): 3 clusters Score: Raw -668454.234713 + Penalty 4153.053556 = -664301.181156 nChanged 34 SP:Iteration 22Q (3024.440000 sec): 3 clusters Score: Raw -668469.837419 + Penalty 4153.053556 = -664316.783862 nChanged 25 SP:Iteration 23Q (3024.470000 sec): 3 clusters Score: Raw -668481.996298 + Penalty 4153.053556 = -664328.942742 nChanged 25 SP:Iteration 24Q (3024.490000 sec): 3 clusters Score: Raw -668493.115868 + Penalty 4153.053556 = -664340.062312 nChanged 21 SP:Iteration 25Q (3024.510000 sec): 3 clusters Score: Raw -668501.851963 + Penalty 4153.053556 = -664348.798406 nChanged 21 SP:Iteration 26Q (3024.530000 sec): 3 clusters Score: Raw -668510.516127 + Penalty 4153.053556 = -664357.462571 nChanged 15 SP:Iteration 27Q (3024.550000 sec): 3 clusters Score: Raw -668516.975574 + Penalty 4153.053556 = -664363.922018 nChanged 20 SP:Iteration 28Q (3024.570000 sec): 3 clusters Score: Raw -668530.451845 + Penalty 4153.053556 = -664377.398289 nChanged 26 SP:Iteration 29Q (3024.590000 sec): 3 clusters Score: Raw -668541.841867 + Penalty 4153.053556 = -664388.788310 nChanged 16 SP:Iteration 30Q (3024.610000 sec): 3 clusters Score: Raw -668549.300724 + Penalty 4153.053556 = -664396.247168 nChanged 18 SP:Iteration 31Q (3024.630000 sec): 3 clusters Score: Raw -668557.938662 + Penalty 4153.053556 = -664404.885105 nChanged 15 SP:Iteration 32Q (3024.650000 sec): 3 clusters Score: Raw -668564.906537 + Penalty 4153.053556 = -664411.852981 nChanged 7 SP:Iteration 33Q (3024.680000 sec): 3 clusters Score: Raw -668568.049629 + Penalty 4153.053556 = -664414.996072 nChanged 5 SP:Iteration 34Q (3024.700000 sec): 3 clusters Score: Raw -668570.682827 + Penalty 4153.053556 = -664417.629271 nChanged 2 SP:Iteration 35Q (3024.720000 sec): 3 clusters Score: Raw -668571.462481 + Penalty 4153.053556 = -664418.408925 nChanged 5 SP:Iteration 36Q (3024.740000 sec): 3 clusters Score: Raw -668573.632906 + Penalty 4153.053556 = -664420.579350 nChanged 2 SP:Iteration 37Q (3024.760000 sec): 3 clusters Score: Raw -668574.430254 + Penalty 4153.053556 = -664421.376697 nChanged 4 SP:Iteration 38Q (3024.780000 sec): 3 clusters Score: Raw -668576.665170 + Penalty 4153.053556 = -664423.611614 nChanged 4 SP:Iteration 39Q (3024.800000 sec): 3 clusters Score: Raw -668578.756041 + Penalty 4153.053556 = -664425.702485 nChanged 6 SP:Iteration 40F (3024.820000 sec): 3 clusters Score: Raw -668581.350814 + Penalty 4153.053556 = -664428.297258 nChanged 8 SP:Iteration 41Q (3024.840000 sec): 3 clusters Score: Raw -668585.615467 + Penalty 4153.053556 = -664432.561911 nChanged 5 SP:Iteration 42Q (3024.860000 sec): 3 clusters Score: Raw -668588.584089 + Penalty 4153.053556 = -664435.530533 nChanged 5 SP:Iteration 43Q (3024.890000 sec): 3 clusters Score: Raw -668590.005546 + Penalty 4153.053556 = -664436.951990 nChanged 2 SP:Iteration 44Q (3024.910000 sec): 3 clusters Score: Raw -668590.888913 + Penalty 4153.053556 = -664437.835356 nChanged 1 SP:Iteration 45Q (3024.930000 sec): 3 clusters Score: Raw -668591.331264 + Penalty 4153.053556 = -664438.277708 nChanged 1 SP:Iteration 46Q (3024.950000 sec): 3 clusters Score: Raw -668591.679312 + Penalty 4153.053556 = -664438.625756 nChanged 3 SP:Iteration 47Q (3024.970000 sec): 3 clusters Score: Raw -668593.068997 + Penalty 4153.053556 = -664440.015440 nChanged 2 SP:Iteration 48Q (3024.990000 sec): 3 clusters Score: Raw -668593.584104 + Penalty 4153.053556 = -664440.530548 nChanged 1 SP:Iteration 49Q (3025.020000 sec): 3 clusters Score: Raw -668594.071140 + Penalty 4153.053556 = -664441.017584 nChanged 0 SP:Iteration 50F (3025.040000 sec): 3 clusters Score: Raw -668594.071140 + Penalty 4153.053556 = -664441.017584 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 25 (24367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.150000 sec): 2 clusters Score: Raw -3756857.169449 + Penalty 2505.044289 = -3754352.125160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.270000 sec): 3 clusters Score: Raw -3742302.102169 + Penalty 5010.088578 = -3737292.013590 nChanged 11033 SP:Iteration 1F (3025.400000 sec): 3 clusters Score: Raw -3748381.573558 + Penalty 5010.088578 = -3743371.484980 nChanged 1336 SP:Iteration 2F (3025.520000 sec): 3 clusters Score: Raw -3748924.127299 + Penalty 5010.088578 = -3743914.038721 nChanged 1257 SP:Iteration 3F (3025.650000 sec): 3 clusters Score: Raw -3749473.990192 + Penalty 5010.088578 = -3744463.901613 nChanged 1250 SP:Iteration 4F (3025.770000 sec): 3 clusters Score: Raw -3750072.143896 + Penalty 5010.088578 = -3745062.055318 nChanged 1299 SP:Iteration 5F (3025.900000 sec): 3 clusters Score: Raw -3750736.591522 + Penalty 5010.088578 = -3745726.502944 nChanged 1294 SP:Iteration 6F (3026.020000 sec): 3 clusters Score: Raw -3751416.106344 + Penalty 5010.088578 = -3746406.017766 nChanged 1231 SP:Iteration 7F (3026.140000 sec): 3 clusters Score: Raw -3752073.990609 + Penalty 5010.088578 = -3747063.902031 nChanged 1112 SP:Iteration 8Q (3026.270000 sec): 3 clusters Score: Raw -3752646.715907 + Penalty 5010.088578 = -3747636.627329 nChanged 928 SP:Iteration 9Q (3026.390000 sec): 3 clusters Score: Raw -3753063.643549 + Penalty 5010.088578 = -3748053.554970 nChanged 734 SP:Iteration 10Q (3026.520000 sec): 3 clusters Score: Raw -3753345.329460 + Penalty 5010.088578 = -3748335.240881 nChanged 595 SP:Iteration 11Q (3026.640000 sec): 3 clusters Score: Raw -3753561.147158 + Penalty 5010.088578 = -3748551.058580 nChanged 498 SP:Iteration 12Q (3026.770000 sec): 3 clusters Score: Raw -3753740.532297 + Penalty 5010.088578 = -3748730.443718 nChanged 441 SP:Iteration 13Q (3026.890000 sec): 3 clusters Score: Raw -3753909.588980 + Penalty 5010.088578 = -3748899.500401 nChanged 454 SP:Iteration 14Q (3027.020000 sec): 3 clusters Score: Raw -3754103.616115 + Penalty 5010.088578 = -3749093.527537 nChanged 469 SP:Iteration 15Q (3027.140000 sec): 3 clusters Score: Raw -3754312.637279 + Penalty 5010.088578 = -3749302.548701 nChanged 476 SP:Iteration 16Q (3027.260000 sec): 3 clusters Score: Raw -3754567.590036 + Penalty 5010.088578 = -3749557.501458 nChanged 491 SP:Iteration 17Q (3027.380000 sec): 3 clusters Score: Raw -3754858.084694 + Penalty 5010.088578 = -3749847.996116 nChanged 454 SP:Iteration 18Q (3027.500000 sec): 3 clusters Score: Raw -3755139.153743 + Penalty 5010.088578 = -3750129.065165 nChanged 423 SP:Iteration 19Q (3027.620000 sec): 3 clusters Score: Raw -3755429.468164 + Penalty 5010.088578 = -3750419.379586 nChanged 410 SP:Iteration 20F (3027.740000 sec): 3 clusters Score: Raw -3755776.132509 + Penalty 5010.088578 = -3750766.043931 nChanged 370 SP:Iteration 21Q (3027.860000 sec): 3 clusters Score: Raw -3756143.878334 + Penalty 5010.088578 = -3751133.789756 nChanged 260 SP:Iteration 22Q (3027.970000 sec): 3 clusters Score: Raw -3756454.958082 + Penalty 5010.088578 = -3751444.869504 nChanged 204 SP:Iteration 23Q (3028.070000 sec): 3 clusters Score: Raw -3756698.349898 + Penalty 5010.088578 = -3751688.261319 nChanged 140 SP:Iteration 24Q (3028.170000 sec): 3 clusters Score: Raw -3756865.812517 + Penalty 5010.088578 = -3751855.723938 nChanged 118 SP:Iteration 25Q (3028.260000 sec): 3 clusters Score: Raw -3756973.112391 + Penalty 5010.088578 = -3751963.023812 nChanged 91 SP:Iteration 26Q (3028.350000 sec): 3 clusters Score: Raw -3757036.503929 + Penalty 5010.088578 = -3752026.415350 nChanged 75 SP:Iteration 27Q (3028.440000 sec): 3 clusters Score: Raw -3757082.846245 + Penalty 5010.088578 = -3752072.757667 nChanged 56 SP:Iteration 28Q (3028.540000 sec): 3 clusters Score: Raw -3757118.280643 + Penalty 5010.088578 = -3752108.192064 nChanged 51 SP:Iteration 29Q (3028.620000 sec): 3 clusters Score: Raw -3757147.204928 + Penalty 5010.088578 = -3752137.116350 nChanged 40 SP:Iteration 30Q (3028.720000 sec): 3 clusters Score: Raw -3757165.487997 + Penalty 5010.088578 = -3752155.399419 nChanged 17 SP:Iteration 31Q (3028.810000 sec): 3 clusters Score: Raw -3757176.590028 + Penalty 5010.088578 = -3752166.501449 nChanged 15 SP:Iteration 32Q (3028.900000 sec): 3 clusters Score: Raw -3757183.951251 + Penalty 5010.088578 = -3752173.862673 nChanged 17 SP:Iteration 33Q (3028.980000 sec): 3 clusters Score: Raw -3757191.208366 + Penalty 5010.088578 = -3752181.119788 nChanged 15 SP:Iteration 34Q (3029.080000 sec): 3 clusters Score: Raw -3757196.688766 + Penalty 5010.088578 = -3752186.600188 nChanged 5 SP:Iteration 35Q (3029.160000 sec): 3 clusters Score: Raw -3757198.467357 + Penalty 5010.088578 = -3752188.378779 nChanged 4 SP:Iteration 36Q (3029.250000 sec): 3 clusters Score: Raw -3757199.535885 + Penalty 5010.088578 = -3752189.447306 nChanged 2 SP:Iteration 37Q (3029.340000 sec): 3 clusters Score: Raw -3757200.220534 + Penalty 5010.088578 = -3752190.131956 nChanged 3 SP:Iteration 38Q (3029.430000 sec): 3 clusters Score: Raw -3757201.053556 + Penalty 5010.088578 = -3752190.964977 nChanged 3 SP:Iteration 39Q (3029.520000 sec): 3 clusters Score: Raw -3757202.158254 + Penalty 5010.088578 = -3752192.069675 nChanged 1 SP:Iteration 40F (3029.640000 sec): 3 clusters Score: Raw -3757202.410338 + Penalty 5010.088578 = -3752192.321760 nChanged 1 SP:Iteration 41Q (3029.730000 sec): 3 clusters Score: Raw -3757202.520371 + Penalty 5010.088578 = -3752192.431792 nChanged 0 SP:Iteration 42F (3029.850000 sec): 3 clusters Score: Raw -3757202.520371 + Penalty 5010.088578 = -3752192.431792 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 26 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3029.870000 sec): 2 clusters Score: Raw -99071.563909 + Penalty 1624.667923 = -97446.895986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3029.870000 sec): 3 clusters Score: Raw -98989.047810 + Penalty 3249.335846 = -95739.711964 nChanged 157 SP:Iteration 1F (3029.880000 sec): 3 clusters Score: Raw -99230.818875 + Penalty 3249.335846 = -95981.483028 nChanged 43 SP:Iteration 2F (3029.880000 sec): 3 clusters Score: Raw -99330.338170 + Penalty 3249.335846 = -96081.002324 nChanged 28 SP:Iteration 3Q (3029.880000 sec): 3 clusters Score: Raw -99380.775728 + Penalty 3249.335846 = -96131.439881 nChanged 13 SP:Iteration 4Q (3029.880000 sec): 3 clusters Score: Raw -99404.803400 + Penalty 3249.335846 = -96155.467554 nChanged 8 SP:Iteration 5Q (3029.890000 sec): 3 clusters Score: Raw -99419.211287 + Penalty 3249.335846 = -96169.875441 nChanged 9 SP:Iteration 6Q (3029.890000 sec): 3 clusters Score: Raw -99430.833904 + Penalty 3249.335846 = -96181.498057 nChanged 4 SP:Iteration 7Q (3029.900000 sec): 3 clusters Score: Raw -99438.759967 + Penalty 3249.335846 = -96189.424121 nChanged 2 SP:Iteration 8Q (3029.900000 sec): 3 clusters Score: Raw -99441.433225 + Penalty 3249.335846 = -96192.097379 nChanged 0 SP:Iteration 9F (3029.900000 sec): 3 clusters Score: Raw -99441.433225 + Penalty 3249.335846 = -96192.097379 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 27 (8267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3029.940000 sec): 2 clusters Score: Raw -1194835.311881 + Penalty 2236.966687 = -1192598.345193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3029.980000 sec): 3 clusters Score: Raw -1190522.776904 + Penalty 4473.933375 = -1186048.843529 nChanged 3326 SP:Iteration 1F (3030.020000 sec): 3 clusters Score: Raw -1192407.978752 + Penalty 4473.933375 = -1187934.045377 nChanged 609 SP:Iteration 2F (3030.060000 sec): 3 clusters Score: Raw -1192737.385630 + Penalty 4473.933375 = -1188263.452255 nChanged 472 SP:Iteration 3F (3030.110000 sec): 3 clusters Score: Raw -1193001.855112 + Penalty 4473.933375 = -1188527.921737 nChanged 396 SP:Iteration 4Q (3030.150000 sec): 3 clusters Score: Raw -1193244.216538 + Penalty 4473.933375 = -1188770.283163 nChanged 384 SP:Iteration 5Q (3030.190000 sec): 3 clusters Score: Raw -1193496.425550 + Penalty 4473.933375 = -1189022.492176 nChanged 383 SP:Iteration 6Q (3030.230000 sec): 3 clusters Score: Raw -1193745.928801 + Penalty 4473.933375 = -1189271.995426 nChanged 358 SP:Iteration 7Q (3030.270000 sec): 3 clusters Score: Raw -1193969.150638 + Penalty 4473.933375 = -1189495.217263 nChanged 340 SP:Iteration 8Q (3030.310000 sec): 3 clusters Score: Raw -1194189.372984 + Penalty 4473.933375 = -1189715.439609 nChanged 311 SP:Iteration 9Q (3030.350000 sec): 3 clusters Score: Raw -1194387.805569 + Penalty 4473.933375 = -1189913.872194 nChanged 300 SP:Iteration 10Q (3030.390000 sec): 3 clusters Score: Raw -1194568.154519 + Penalty 4473.933375 = -1190094.221145 nChanged 265 SP:Iteration 11Q (3030.430000 sec): 3 clusters Score: Raw -1194709.692608 + Penalty 4473.933375 = -1190235.759233 nChanged 227 SP:Iteration 12Q (3030.470000 sec): 3 clusters Score: Raw -1194827.190421 + Penalty 4473.933375 = -1190353.257046 nChanged 200 SP:Iteration 13Q (3030.510000 sec): 3 clusters Score: Raw -1194930.787982 + Penalty 4473.933375 = -1190456.854607 nChanged 181 SP:Iteration 14Q (3030.550000 sec): 3 clusters Score: Raw -1195026.227905 + Penalty 4473.933375 = -1190552.294530 nChanged 170 SP:Iteration 15Q (3030.590000 sec): 3 clusters Score: Raw -1195110.876467 + Penalty 4473.933375 = -1190636.943092 nChanged 136 SP:Iteration 16Q (3030.630000 sec): 3 clusters Score: Raw -1195164.495645 + Penalty 4473.933375 = -1190690.562271 nChanged 102 SP:Iteration 17Q (3030.670000 sec): 3 clusters Score: Raw -1195193.386577 + Penalty 4473.933375 = -1190719.453202 nChanged 69 SP:Iteration 18Q (3030.710000 sec): 3 clusters Score: Raw -1195210.995814 + Penalty 4473.933375 = -1190737.062439 nChanged 52 SP:Iteration 19Q (3030.750000 sec): 3 clusters Score: Raw -1195223.233648 + Penalty 4473.933375 = -1190749.300274 nChanged 39 SP:Iteration 20F (3030.790000 sec): 3 clusters Score: Raw -1195231.519845 + Penalty 4473.933375 = -1190757.586470 nChanged 28 SP:Iteration 21Q (3030.830000 sec): 3 clusters Score: Raw -1195238.365309 + Penalty 4473.933375 = -1190764.431934 nChanged 21 SP:Iteration 22Q (3030.870000 sec): 3 clusters Score: Raw -1195243.596914 + Penalty 4473.933375 = -1190769.663539 nChanged 15 SP:Iteration 23Q (3030.910000 sec): 3 clusters Score: Raw -1195245.901154 + Penalty 4473.933375 = -1190771.967779 nChanged 13 SP:Iteration 24Q (3030.950000 sec): 3 clusters Score: Raw -1195247.944160 + Penalty 4473.933375 = -1190774.010786 nChanged 15 SP:Iteration 25Q (3030.980000 sec): 3 clusters Score: Raw -1195251.931734 + Penalty 4473.933375 = -1190777.998359 nChanged 22 SP:Iteration 26Q (3031.020000 sec): 3 clusters Score: Raw -1195256.850134 + Penalty 4473.933375 = -1190782.916759 nChanged 27 SP:Iteration 27Q (3031.060000 sec): 3 clusters Score: Raw -1195261.835939 + Penalty 4473.933375 = -1190787.902564 nChanged 21 SP:Iteration 28Q (3031.100000 sec): 3 clusters Score: Raw -1195265.697827 + Penalty 4473.933375 = -1190791.764452 nChanged 18 SP:Iteration 29Q (3031.140000 sec): 3 clusters Score: Raw -1195270.766017 + Penalty 4473.933375 = -1190796.832642 nChanged 18 SP:Iteration 30Q (3031.180000 sec): 3 clusters Score: Raw -1195274.994853 + Penalty 4473.933375 = -1190801.061478 nChanged 14 SP:Iteration 31Q (3031.220000 sec): 3 clusters Score: Raw -1195277.422228 + Penalty 4473.933375 = -1190803.488853 nChanged 9 SP:Iteration 32Q (3031.260000 sec): 3 clusters Score: Raw -1195279.057201 + Penalty 4473.933375 = -1190805.123826 nChanged 8 SP:Iteration 33Q (3031.300000 sec): 3 clusters Score: Raw -1195280.392842 + Penalty 4473.933375 = -1190806.459467 nChanged 12 SP:Iteration 34Q (3031.340000 sec): 3 clusters Score: Raw -1195282.161658 + Penalty 4473.933375 = -1190808.228284 nChanged 11 SP:Iteration 35Q (3031.380000 sec): 3 clusters Score: Raw -1195284.642033 + Penalty 4473.933375 = -1190810.708658 nChanged 16 SP:Iteration 36Q (3031.410000 sec): 3 clusters Score: Raw -1195289.196558 + Penalty 4473.933375 = -1190815.263183 nChanged 17 SP:Iteration 37Q (3031.450000 sec): 3 clusters Score: Raw -1195293.128396 + Penalty 4473.933375 = -1190819.195021 nChanged 16 SP:Iteration 38Q (3031.490000 sec): 3 clusters Score: Raw -1195296.492095 + Penalty 4473.933375 = -1190822.558720 nChanged 17 SP:Iteration 39Q (3031.530000 sec): 3 clusters Score: Raw -1195299.430272 + Penalty 4473.933375 = -1190825.496897 nChanged 13 SP:Iteration 40F (3031.570000 sec): 3 clusters Score: Raw -1195301.650231 + Penalty 4473.933375 = -1190827.716856 nChanged 14 SP:Iteration 41Q (3031.610000 sec): 3 clusters Score: Raw -1195303.952888 + Penalty 4473.933375 = -1190830.019513 nChanged 8 SP:Iteration 42Q (3031.650000 sec): 3 clusters Score: Raw -1195305.904254 + Penalty 4473.933375 = -1190831.970879 nChanged 10 SP:Iteration 43Q (3031.690000 sec): 3 clusters Score: Raw -1195307.733468 + Penalty 4473.933375 = -1190833.800094 nChanged 8 SP:Iteration 44Q (3031.730000 sec): 3 clusters Score: Raw -1195309.063112 + Penalty 4473.933375 = -1190835.129738 nChanged 9 SP:Iteration 45Q (3031.760000 sec): 3 clusters Score: Raw -1195310.411731 + Penalty 4473.933375 = -1190836.478356 nChanged 6 SP:Iteration 46Q (3031.800000 sec): 3 clusters Score: Raw -1195311.309261 + Penalty 4473.933375 = -1190837.375886 nChanged 2 SP:Iteration 47Q (3031.840000 sec): 3 clusters Score: Raw -1195311.578726 + Penalty 4473.933375 = -1190837.645351 nChanged 2 SP:Iteration 48Q (3031.880000 sec): 3 clusters Score: Raw -1195311.844408 + Penalty 4473.933375 = -1190837.911033 nChanged 2 SP:Iteration 49Q (3031.920000 sec): 3 clusters Score: Raw -1195312.045661 + Penalty 4473.933375 = -1190838.112287 nChanged 5 SP:Iteration 50Q (3031.960000 sec): 3 clusters Score: Raw -1195312.591913 + Penalty 4473.933375 = -1190838.658538 nChanged 1 SP:Iteration 51Q (3032.000000 sec): 3 clusters Score: Raw -1195312.750674 + Penalty 4473.933375 = -1190838.817300 nChanged 1 SP:Iteration 52Q (3032.040000 sec): 3 clusters Score: Raw -1195312.799762 + Penalty 4473.933375 = -1190838.866388 nChanged 1 SP:Iteration 53Q (3032.080000 sec): 3 clusters Score: Raw -1195312.917549 + Penalty 4473.933375 = -1190838.984174 nChanged 1 SP:Iteration 54Q (3032.110000 sec): 3 clusters Score: Raw -1195313.034486 + Penalty 4473.933375 = -1190839.101112 nChanged 0 SP:Iteration 55F (3032.160000 sec): 3 clusters Score: Raw -1195313.034486 + Penalty 4473.933375 = -1190839.101112 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 28 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.160000 sec): 2 clusters Score: Raw -37843.632796 + Penalty 1394.756342 = -36448.876455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.160000 sec): 3 clusters Score: Raw -37996.803170 + Penalty 2789.512683 = -35207.290487 nChanged 25 SP:Iteration 1F (3032.160000 sec): 3 clusters Score: Raw -38082.254318 + Penalty 2789.512683 = -35292.741635 nChanged 5 SP:Iteration 2Q (3032.170000 sec): 3 clusters Score: Raw -38104.811909 + Penalty 2789.512683 = -35315.299226 nChanged 3 SP:Iteration 3Q (3032.170000 sec): 3 clusters Score: Raw -38114.275667 + Penalty 2789.512683 = -35324.762984 nChanged 2 SP:Iteration 4Q (3032.170000 sec): 3 clusters Score: Raw -38122.915741 + Penalty 2789.512683 = -35333.403058 nChanged 2 SP:Iteration 5Q (3032.170000 sec): 3 clusters Score: Raw -38135.549221 + Penalty 2789.512683 = -35346.036538 nChanged 0 SP:Iteration 6F (3032.170000 sec): 3 clusters Score: Raw -38135.549221 + Penalty 2789.512683 = -35346.036538 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 29 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.180000 sec): 2 clusters Score: Raw -13004.548906 + Penalty 1139.589723 = -11864.959184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.180000 sec): 3 clusters Score: Raw -13348.563414 + Penalty 2279.179446 = -11069.383968 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 30 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.180000 sec): 2 clusters Score: Raw -81048.779650 + Penalty 1559.849462 = -79488.930189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.180000 sec): 3 clusters Score: Raw -81032.886023 + Penalty 3119.698923 = -77913.187100 nChanged 113 SP:Iteration 1F (3032.190000 sec): 3 clusters Score: Raw -81219.903543 + Penalty 3119.698923 = -78100.204620 nChanged 21 SP:Iteration 2Q (3032.190000 sec): 3 clusters Score: Raw -81265.421741 + Penalty 3119.698923 = -78145.722818 nChanged 4 SP:Iteration 3Q (3032.190000 sec): 3 clusters Score: Raw -81274.492367 + Penalty 3119.698923 = -78154.793444 nChanged 3 SP:Iteration 4Q (3032.200000 sec): 3 clusters Score: Raw -81282.065449 + Penalty 3119.698923 = -78162.366526 nChanged 1 SP:Iteration 5Q (3032.200000 sec): 3 clusters Score: Raw -81290.196951 + Penalty 3119.698923 = -78170.498028 nChanged 2 SP:Iteration 6Q (3032.200000 sec): 3 clusters Score: Raw -81296.665210 + Penalty 3119.698923 = -78176.966287 nChanged 0 SP:Iteration 7F (3032.200000 sec): 3 clusters Score: Raw -81296.665210 + Penalty 3119.698923 = -78176.966287 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 31 (6071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.230000 sec): 2 clusters Score: Raw -912847.845220 + Penalty 2160.397097 = -910687.448123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.260000 sec): 3 clusters Score: Raw -909829.700448 + Penalty 4320.794193 = -905508.906255 nChanged 2356 SP:Iteration 1F (3032.290000 sec): 3 clusters Score: Raw -911109.180358 + Penalty 4320.794193 = -906788.386164 nChanged 416 SP:Iteration 2F (3032.320000 sec): 3 clusters Score: Raw -911315.633253 + Penalty 4320.794193 = -906994.839060 nChanged 312 SP:Iteration 3F (3032.350000 sec): 3 clusters Score: Raw -911475.618664 + Penalty 4320.794193 = -907154.824471 nChanged 276 SP:Iteration 4Q (3032.380000 sec): 3 clusters Score: Raw -911635.874977 + Penalty 4320.794193 = -907315.080784 nChanged 272 SP:Iteration 5Q (3032.410000 sec): 3 clusters Score: Raw -911787.608508 + Penalty 4320.794193 = -907466.814315 nChanged 254 SP:Iteration 6Q (3032.440000 sec): 3 clusters Score: Raw -911920.991243 + Penalty 4320.794193 = -907600.197050 nChanged 199 SP:Iteration 7Q (3032.480000 sec): 3 clusters Score: Raw -912018.883193 + Penalty 4320.794193 = -907698.089000 nChanged 161 SP:Iteration 8Q (3032.500000 sec): 3 clusters Score: Raw -912095.253213 + Penalty 4320.794193 = -907774.459019 nChanged 152 SP:Iteration 9Q (3032.540000 sec): 3 clusters Score: Raw -912167.601221 + Penalty 4320.794193 = -907846.807028 nChanged 132 SP:Iteration 10Q (3032.560000 sec): 3 clusters Score: Raw -912230.393890 + Penalty 4320.794193 = -907909.599697 nChanged 128 SP:Iteration 11Q (3032.600000 sec): 3 clusters Score: Raw -912289.062761 + Penalty 4320.794193 = -907968.268568 nChanged 112 SP:Iteration 12Q (3032.620000 sec): 3 clusters Score: Raw -912350.667343 + Penalty 4320.794193 = -908029.873150 nChanged 107 SP:Iteration 13Q (3032.660000 sec): 3 clusters Score: Raw -912407.920300 + Penalty 4320.794193 = -908087.126107 nChanged 103 SP:Iteration 14Q (3032.690000 sec): 3 clusters Score: Raw -912467.398781 + Penalty 4320.794193 = -908146.604588 nChanged 109 SP:Iteration 15Q (3032.720000 sec): 3 clusters Score: Raw -912526.272799 + Penalty 4320.794193 = -908205.478605 nChanged 89 SP:Iteration 16Q (3032.750000 sec): 3 clusters Score: Raw -912576.755929 + Penalty 4320.794193 = -908255.961736 nChanged 77 SP:Iteration 17Q (3032.780000 sec): 3 clusters Score: Raw -912619.119384 + Penalty 4320.794193 = -908298.325191 nChanged 71 SP:Iteration 18Q (3032.810000 sec): 3 clusters Score: Raw -912659.529353 + Penalty 4320.794193 = -908338.735160 nChanged 61 SP:Iteration 19Q (3032.830000 sec): 3 clusters Score: Raw -912694.232204 + Penalty 4320.794193 = -908373.438011 nChanged 45 SP:Iteration 20F (3032.860000 sec): 3 clusters Score: Raw -912719.484948 + Penalty 4320.794193 = -908398.690755 nChanged 48 SP:Iteration 21Q (3032.890000 sec): 3 clusters Score: Raw -912750.128728 + Penalty 4320.794193 = -908429.334535 nChanged 58 SP:Iteration 22Q (3032.920000 sec): 3 clusters Score: Raw -912793.033587 + Penalty 4320.794193 = -908472.239394 nChanged 45 SP:Iteration 23Q (3032.950000 sec): 3 clusters Score: Raw -912826.876670 + Penalty 4320.794193 = -908506.082477 nChanged 46 SP:Iteration 24Q (3032.980000 sec): 3 clusters Score: Raw -912858.736288 + Penalty 4320.794193 = -908537.942095 nChanged 38 SP:Iteration 25Q (3033.010000 sec): 3 clusters Score: Raw -912882.586858 + Penalty 4320.794193 = -908561.792665 nChanged 28 SP:Iteration 26Q (3033.040000 sec): 3 clusters Score: Raw -912903.229771 + Penalty 4320.794193 = -908582.435578 nChanged 31 SP:Iteration 27Q (3033.070000 sec): 3 clusters Score: Raw -912924.488301 + Penalty 4320.794193 = -908603.694108 nChanged 26 SP:Iteration 28Q (3033.100000 sec): 3 clusters Score: Raw -912938.546524 + Penalty 4320.794193 = -908617.752330 nChanged 21 SP:Iteration 29Q (3033.120000 sec): 3 clusters Score: Raw -912953.875964 + Penalty 4320.794193 = -908633.081771 nChanged 20 SP:Iteration 30Q (3033.150000 sec): 3 clusters Score: Raw -912967.924173 + Penalty 4320.794193 = -908647.129980 nChanged 15 SP:Iteration 31Q (3033.180000 sec): 3 clusters Score: Raw -912979.229224 + Penalty 4320.794193 = -908658.435031 nChanged 16 SP:Iteration 32Q (3033.210000 sec): 3 clusters Score: Raw -912992.424713 + Penalty 4320.794193 = -908671.630520 nChanged 15 SP:Iteration 33Q (3033.240000 sec): 3 clusters Score: Raw -913002.886925 + Penalty 4320.794193 = -908682.092732 nChanged 15 SP:Iteration 34Q (3033.260000 sec): 3 clusters Score: Raw -913015.738881 + Penalty 4320.794193 = -908694.944688 nChanged 11 SP:Iteration 35Q (3033.290000 sec): 3 clusters Score: Raw -913024.244882 + Penalty 4320.794193 = -908703.450689 nChanged 12 SP:Iteration 36Q (3033.320000 sec): 3 clusters Score: Raw -913030.843262 + Penalty 4320.794193 = -908710.049069 nChanged 8 SP:Iteration 37Q (3033.350000 sec): 3 clusters Score: Raw -913036.869990 + Penalty 4320.794193 = -908716.075797 nChanged 4 SP:Iteration 38Q (3033.370000 sec): 3 clusters Score: Raw -913039.512686 + Penalty 4320.794193 = -908718.718493 nChanged 3 SP:Iteration 39Q (3033.400000 sec): 3 clusters Score: Raw -913041.810900 + Penalty 4320.794193 = -908721.016707 nChanged 4 SP:Iteration 40F (3033.430000 sec): 3 clusters Score: Raw -913044.613258 + Penalty 4320.794193 = -908723.819065 nChanged 5 SP:Iteration 41Q (3033.460000 sec): 3 clusters Score: Raw -913047.703902 + Penalty 4320.794193 = -908726.909709 nChanged 3 SP:Iteration 42Q (3033.480000 sec): 3 clusters Score: Raw -913049.271296 + Penalty 4320.794193 = -908728.477102 nChanged 2 SP:Iteration 43Q (3033.510000 sec): 3 clusters Score: Raw -913050.008171 + Penalty 4320.794193 = -908729.213978 nChanged 0 SP:Iteration 44F (3033.540000 sec): 3 clusters Score: Raw -913050.008171 + Penalty 4320.794193 = -908729.213978 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 32 (126838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3034.120000 sec): 2 clusters Score: Raw -19803589.065199 + Penalty 2914.165158 = -19800674.900040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3034.780000 sec): 3 clusters Score: Raw -19721753.029241 + Penalty 5828.330316 = -19715924.698924 nChanged 60450 SP:Iteration 1F (3035.440000 sec): 3 clusters Score: Raw -19756029.929355 + Penalty 5828.330316 = -19750201.599039 nChanged 3981 SP:Iteration 2Q (3036.100000 sec): 3 clusters Score: Raw -19756980.157068 + Penalty 5828.330316 = -19751151.826752 nChanged 4443 SP:Iteration 3Q (3036.760000 sec): 3 clusters Score: Raw -19758228.016897 + Penalty 5828.330316 = -19752399.686580 nChanged 5167 SP:Iteration 4Q (3037.420000 sec): 3 clusters Score: Raw -19760064.890110 + Penalty 5828.330316 = -19754236.559794 nChanged 6500 SP:Iteration 5F (3038.080000 sec): 3 clusters Score: Raw -19763081.725289 + Penalty 5828.330316 = -19757253.394972 nChanged 8064 SP:Iteration 6F (3038.740000 sec): 3 clusters Score: Raw -19767778.506386 + Penalty 5828.330316 = -19761950.176070 nChanged 9340 SP:Iteration 7F (3039.410000 sec): 3 clusters Score: Raw -19774241.435752 + Penalty 5828.330316 = -19768413.105435 nChanged 9713 SP:Iteration 8F (3040.060000 sec): 3 clusters Score: Raw -19781686.563316 + Penalty 5828.330316 = -19775858.233000 nChanged 8752 SP:Iteration 9F (3040.720000 sec): 3 clusters Score: Raw -19788798.181595 + Penalty 5828.330316 = -19782969.851279 nChanged 6844 SP:Iteration 10F (3041.360000 sec): 3 clusters Score: Raw -19794358.282357 + Penalty 5828.330316 = -19788529.952041 nChanged 4785 SP:Iteration 11Q (3042.020000 sec): 3 clusters Score: Raw -19798210.133557 + Penalty 5828.330316 = -19792381.803241 nChanged 3015 SP:Iteration 12Q (3042.640000 sec): 3 clusters Score: Raw -19800567.469642 + Penalty 5828.330316 = -19794739.139325 nChanged 1785 SP:Iteration 13Q (3043.220000 sec): 3 clusters Score: Raw -19802002.377433 + Penalty 5828.330316 = -19796174.047117 nChanged 1033 SP:Iteration 14Q (3043.760000 sec): 3 clusters Score: Raw -19802814.602829 + Penalty 5828.330316 = -19796986.272512 nChanged 598 SP:Iteration 15Q (3044.260000 sec): 3 clusters Score: Raw -19803268.662348 + Penalty 5828.330316 = -19797440.332032 nChanged 394 SP:Iteration 16Q (3044.750000 sec): 3 clusters Score: Raw -19803573.465937 + Penalty 5828.330316 = -19797745.135621 nChanged 319 SP:Iteration 17Q (3045.220000 sec): 3 clusters Score: Raw -19803794.256215 + Penalty 5828.330316 = -19797965.925899 nChanged 246 SP:Iteration 18Q (3045.690000 sec): 3 clusters Score: Raw -19803953.911908 + Penalty 5828.330316 = -19798125.581591 nChanged 170 SP:Iteration 19Q (3046.160000 sec): 3 clusters Score: Raw -19804074.462276 + Penalty 5828.330316 = -19798246.131960 nChanged 154 SP:Iteration 20F (3046.800000 sec): 3 clusters Score: Raw -19804171.252762 + Penalty 5828.330316 = -19798342.922446 nChanged 133 SP:Iteration 21Q (3047.260000 sec): 3 clusters Score: Raw -19804235.327961 + Penalty 5828.330316 = -19798406.997645 nChanged 101 SP:Iteration 22Q (3047.720000 sec): 3 clusters Score: Raw -19804282.859025 + Penalty 5828.330316 = -19798454.528709 nChanged 82 SP:Iteration 23Q (3048.180000 sec): 3 clusters Score: Raw -19804319.023479 + Penalty 5828.330316 = -19798490.693163 nChanged 68 SP:Iteration 24Q (3048.630000 sec): 3 clusters Score: Raw -19804346.952839 + Penalty 5828.330316 = -19798518.622523 nChanged 52 SP:Iteration 25Q (3049.090000 sec): 3 clusters Score: Raw -19804368.973039 + Penalty 5828.330316 = -19798540.642723 nChanged 56 SP:Iteration 26Q (3049.550000 sec): 3 clusters Score: Raw -19804387.168218 + Penalty 5828.330316 = -19798558.837902 nChanged 41 SP:Iteration 27Q (3050.000000 sec): 3 clusters Score: Raw -19804398.791515 + Penalty 5828.330316 = -19798570.461199 nChanged 33 SP:Iteration 28Q (3050.450000 sec): 3 clusters Score: Raw -19804408.494758 + Penalty 5828.330316 = -19798580.164441 nChanged 20 SP:Iteration 29Q (3050.910000 sec): 3 clusters Score: Raw -19804415.495920 + Penalty 5828.330316 = -19798587.165604 nChanged 33 SP:Iteration 30Q (3051.360000 sec): 3 clusters Score: Raw -19804427.578953 + Penalty 5828.330316 = -19798599.248636 nChanged 29 SP:Iteration 31Q (3051.810000 sec): 3 clusters Score: Raw -19804438.547766 + Penalty 5828.330316 = -19798610.217450 nChanged 25 SP:Iteration 32Q (3052.270000 sec): 3 clusters Score: Raw -19804446.917041 + Penalty 5828.330316 = -19798618.586725 nChanged 34 SP:Iteration 33Q (3052.720000 sec): 3 clusters Score: Raw -19804460.785602 + Penalty 5828.330316 = -19798632.455285 nChanged 41 SP:Iteration 34Q (3053.170000 sec): 3 clusters Score: Raw -19804473.706653 + Penalty 5828.330316 = -19798645.376337 nChanged 30 SP:Iteration 35Q (3053.630000 sec): 3 clusters Score: Raw -19804484.169337 + Penalty 5828.330316 = -19798655.839021 nChanged 27 SP:Iteration 36Q (3054.080000 sec): 3 clusters Score: Raw -19804491.725777 + Penalty 5828.330316 = -19798663.395460 nChanged 23 SP:Iteration 37Q (3054.530000 sec): 3 clusters Score: Raw -19804499.064563 + Penalty 5828.330316 = -19798670.734247 nChanged 19 SP:Iteration 38Q (3054.980000 sec): 3 clusters Score: Raw -19804504.633892 + Penalty 5828.330316 = -19798676.303575 nChanged 20 SP:Iteration 39Q (3055.440000 sec): 3 clusters Score: Raw -19804511.561076 + Penalty 5828.330316 = -19798683.230759 nChanged 23 SP:Iteration 40F (3056.080000 sec): 3 clusters Score: Raw -19804517.683654 + Penalty 5828.330316 = -19798689.353338 nChanged 14 SP:Iteration 41Q (3056.530000 sec): 3 clusters Score: Raw -19804521.161670 + Penalty 5828.330316 = -19798692.831353 nChanged 5 SP:Iteration 42Q (3056.980000 sec): 3 clusters Score: Raw -19804522.295964 + Penalty 5828.330316 = -19798693.965647 nChanged 7 SP:Iteration 43Q (3057.440000 sec): 3 clusters Score: Raw -19804523.785334 + Penalty 5828.330316 = -19798695.455018 nChanged 7 SP:Iteration 44Q (3057.880000 sec): 3 clusters Score: Raw -19804525.375922 + Penalty 5828.330316 = -19798697.045605 nChanged 7 SP:Iteration 45Q (3058.340000 sec): 3 clusters Score: Raw -19804527.242522 + Penalty 5828.330316 = -19798698.912206 nChanged 8 SP:Iteration 46Q (3058.790000 sec): 3 clusters Score: Raw -19804529.520983 + Penalty 5828.330316 = -19798701.190666 nChanged 5 SP:Iteration 47Q (3059.240000 sec): 3 clusters Score: Raw -19804530.633836 + Penalty 5828.330316 = -19798702.303519 nChanged 9 SP:Iteration 48Q (3059.690000 sec): 3 clusters Score: Raw -19804533.935638 + Penalty 5828.330316 = -19798705.605321 nChanged 10 SP:Iteration 49Q (3060.140000 sec): 3 clusters Score: Raw -19804536.496872 + Penalty 5828.330316 = -19798708.166555 nChanged 10 SP:Iteration 50Q (3060.590000 sec): 3 clusters Score: Raw -19804539.164886 + Penalty 5828.330316 = -19798710.834569 nChanged 9 SP:Iteration 51Q (3061.040000 sec): 3 clusters Score: Raw -19804542.037249 + Penalty 5828.330316 = -19798713.706933 nChanged 8 SP:Iteration 52Q (3061.500000 sec): 3 clusters Score: Raw -19804544.133482 + Penalty 5828.330316 = -19798715.803165 nChanged 4 SP:Iteration 53Q (3061.950000 sec): 3 clusters Score: Raw -19804544.891075 + Penalty 5828.330316 = -19798716.560759 nChanged 5 SP:Iteration 54Q (3062.400000 sec): 3 clusters Score: Raw -19804546.115677 + Penalty 5828.330316 = -19798717.785360 nChanged 7 SP:Iteration 55Q (3062.850000 sec): 3 clusters Score: Raw -19804547.672083 + Penalty 5828.330316 = -19798719.341767 nChanged 5 SP:Iteration 56Q (3063.300000 sec): 3 clusters Score: Raw -19804548.778587 + Penalty 5828.330316 = -19798720.448271 nChanged 5 SP:Iteration 57Q (3063.750000 sec): 3 clusters Score: Raw -19804550.234081 + Penalty 5828.330316 = -19798721.903765 nChanged 6 SP:Iteration 58Q (3064.200000 sec): 3 clusters Score: Raw -19804551.973383 + Penalty 5828.330316 = -19798723.643066 nChanged 6 SP:Iteration 59Q (3064.660000 sec): 3 clusters Score: Raw -19804553.789189 + Penalty 5828.330316 = -19798725.458872 nChanged 4 SP:Iteration 60F (3065.300000 sec): 3 clusters Score: Raw -19804554.741293 + Penalty 5828.330316 = -19798726.410977 nChanged 4 SP:Iteration 61Q (3065.750000 sec): 3 clusters Score: Raw -19804555.543662 + Penalty 5828.330316 = -19798727.213345 nChanged 2 SP:Iteration 62Q (3066.200000 sec): 3 clusters Score: Raw -19804556.033270 + Penalty 5828.330316 = -19798727.702954 nChanged 1 SP:Iteration 63Q (3066.660000 sec): 3 clusters Score: Raw -19804556.316569 + Penalty 5828.330316 = -19798727.986253 nChanged 1 SP:Iteration 64Q (3067.110000 sec): 3 clusters Score: Raw -19804556.658227 + Penalty 5828.330316 = -19798728.327910 nChanged 1 SP:Iteration 65Q (3067.570000 sec): 3 clusters Score: Raw -19804556.790382 + Penalty 5828.330316 = -19798728.460066 nChanged 0 SP:Iteration 66F (3068.210000 sec): 3 clusters Score: Raw -19804556.790382 + Penalty 5828.330316 = -19798728.460066 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 33 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.280000 sec): 2 clusters Score: Raw -29160.545173 + Penalty 1331.918231 = -27828.626942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.280000 sec): 3 clusters Score: Raw -29439.583218 + Penalty 2663.836462 = -26775.746756 nChanged 25 SP:Iteration 1F (3068.280000 sec): 3 clusters Score: Raw -29528.083745 + Penalty 2663.836462 = -26864.247283 nChanged 7 SP:Iteration 2Q (3068.290000 sec): 3 clusters Score: Raw -29559.287117 + Penalty 2663.836462 = -26895.450655 nChanged 2 SP:Iteration 3Q (3068.290000 sec): 3 clusters Score: Raw -29566.629666 + Penalty 2663.836462 = -26902.793204 nChanged 0 SP:Iteration 4F (3068.290000 sec): 3 clusters Score: Raw -29566.629666 + Penalty 2663.836462 = -26902.793204 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 34 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.290000 sec): 2 clusters Score: Raw -33971.616130 + Penalty 1413.710006 = -32557.906124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.290000 sec): 3 clusters Score: Raw -34341.372129 + Penalty 2827.420012 = -31513.952116 nChanged 58 SP:Iteration 1F (3068.290000 sec): 3 clusters Score: Raw -34690.274269 + Penalty 2827.420012 = -31862.854257 nChanged 26 SP:Iteration 2F (3068.290000 sec): 3 clusters Score: Raw -34885.620799 + Penalty 2827.420012 = -32058.200787 nChanged 14 SP:Iteration 3Q (3068.300000 sec): 3 clusters Score: Raw -35007.623447 + Penalty 2827.420012 = -32180.203435 nChanged 5 SP:Iteration 4Q (3068.300000 sec): 3 clusters Score: Raw -35060.500074 + Penalty 2827.420012 = -32233.080062 nChanged 3 SP:Iteration 5Q (3068.300000 sec): 3 clusters Score: Raw -35101.626771 + Penalty 2827.420012 = -32274.206759 nChanged 5 SP:Iteration 6Q (3068.300000 sec): 3 clusters Score: Raw -35226.463666 + Penalty 2827.420012 = -32399.043654 nChanged 4 SP:Iteration 7Q (3068.300000 sec): 3 clusters Score: Raw -35254.263646 + Penalty 2827.420012 = -32426.843634 nChanged 1 SP:Iteration 8Q (3068.300000 sec): 3 clusters Score: Raw -35268.661302 + Penalty 2827.420012 = -32441.241290 nChanged 0 SP:Iteration 9F (3068.310000 sec): 3 clusters Score: Raw -35268.661302 + Penalty 2827.420012 = -32441.241290 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 35 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.310000 sec): 2 clusters Score: Raw -230075.758592 + Penalty 1846.318652 = -228229.439940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.320000 sec): 3 clusters Score: Raw -229565.472385 + Penalty 3692.637304 = -225872.835081 nChanged 508 SP:Iteration 1F (3068.330000 sec): 3 clusters Score: Raw -230109.150572 + Penalty 3692.637304 = -226416.513268 nChanged 144 SP:Iteration 2F (3068.340000 sec): 3 clusters Score: Raw -230328.239113 + Penalty 3692.637304 = -226635.601809 nChanged 95 SP:Iteration 3F (3068.350000 sec): 3 clusters Score: Raw -230480.549768 + Penalty 3692.637304 = -226787.912464 nChanged 61 SP:Iteration 4Q (3068.360000 sec): 3 clusters Score: Raw -230538.417451 + Penalty 3692.637304 = -226845.780147 nChanged 28 SP:Iteration 5Q (3068.370000 sec): 3 clusters Score: Raw -230568.532739 + Penalty 3692.637304 = -226875.895435 nChanged 30 SP:Iteration 6Q (3068.370000 sec): 3 clusters Score: Raw -230605.369911 + Penalty 3692.637304 = -226912.732607 nChanged 32 SP:Iteration 7Q (3068.380000 sec): 3 clusters Score: Raw -230647.944010 + Penalty 3692.637304 = -226955.306706 nChanged 33 SP:Iteration 8Q (3068.390000 sec): 3 clusters Score: Raw -230691.795291 + Penalty 3692.637304 = -226999.157987 nChanged 28 SP:Iteration 9Q (3068.400000 sec): 3 clusters Score: Raw -230718.421923 + Penalty 3692.637304 = -227025.784619 nChanged 25 SP:Iteration 10Q (3068.410000 sec): 3 clusters Score: Raw -230738.658387 + Penalty 3692.637304 = -227046.021083 nChanged 21 SP:Iteration 11Q (3068.410000 sec): 3 clusters Score: Raw -230757.846283 + Penalty 3692.637304 = -227065.208979 nChanged 29 SP:Iteration 12Q (3068.420000 sec): 3 clusters Score: Raw -230780.323284 + Penalty 3692.637304 = -227087.685980 nChanged 22 SP:Iteration 13Q (3068.430000 sec): 3 clusters Score: Raw -230803.275130 + Penalty 3692.637304 = -227110.637826 nChanged 25 SP:Iteration 14Q (3068.440000 sec): 3 clusters Score: Raw -230836.495757 + Penalty 3692.637304 = -227143.858453 nChanged 31 SP:Iteration 15Q (3068.450000 sec): 3 clusters Score: Raw -230863.713567 + Penalty 3692.637304 = -227171.076263 nChanged 20 SP:Iteration 16Q (3068.450000 sec): 3 clusters Score: Raw -230880.051843 + Penalty 3692.637304 = -227187.414539 nChanged 19 SP:Iteration 17Q (3068.460000 sec): 3 clusters Score: Raw -230893.451762 + Penalty 3692.637304 = -227200.814459 nChanged 12 SP:Iteration 18Q (3068.470000 sec): 3 clusters Score: Raw -230907.664017 + Penalty 3692.637304 = -227215.026713 nChanged 21 SP:Iteration 19Q (3068.470000 sec): 3 clusters Score: Raw -230926.500649 + Penalty 3692.637304 = -227233.863345 nChanged 15 SP:Iteration 20F (3068.490000 sec): 3 clusters Score: Raw -230939.777623 + Penalty 3692.637304 = -227247.140319 nChanged 12 SP:Iteration 21Q (3068.490000 sec): 3 clusters Score: Raw -230955.299176 + Penalty 3692.637304 = -227262.661873 nChanged 15 SP:Iteration 22Q (3068.500000 sec): 3 clusters Score: Raw -230970.779249 + Penalty 3692.637304 = -227278.141945 nChanged 16 SP:Iteration 23Q (3068.510000 sec): 3 clusters Score: Raw -230987.757742 + Penalty 3692.637304 = -227295.120438 nChanged 14 SP:Iteration 24Q (3068.510000 sec): 3 clusters Score: Raw -231025.973887 + Penalty 3692.637304 = -227333.336583 nChanged 24 SP:Iteration 25Q (3068.520000 sec): 3 clusters Score: Raw -231070.801294 + Penalty 3692.637304 = -227378.163990 nChanged 20 SP:Iteration 26Q (3068.530000 sec): 3 clusters Score: Raw -231090.649964 + Penalty 3692.637304 = -227398.012660 nChanged 10 SP:Iteration 27Q (3068.540000 sec): 3 clusters Score: Raw -231103.277572 + Penalty 3692.637304 = -227410.640269 nChanged 6 SP:Iteration 28Q (3068.550000 sec): 3 clusters Score: Raw -231111.184881 + Penalty 3692.637304 = -227418.547577 nChanged 6 SP:Iteration 29Q (3068.550000 sec): 3 clusters Score: Raw -231119.102928 + Penalty 3692.637304 = -227426.465624 nChanged 6 SP:Iteration 30Q (3068.560000 sec): 3 clusters Score: Raw -231124.256334 + Penalty 3692.637304 = -227431.619031 nChanged 4 SP:Iteration 31Q (3068.570000 sec): 3 clusters Score: Raw -231127.918633 + Penalty 3692.637304 = -227435.281329 nChanged 3 SP:Iteration 32Q (3068.570000 sec): 3 clusters Score: Raw -231131.078757 + Penalty 3692.637304 = -227438.441453 nChanged 2 SP:Iteration 33Q (3068.580000 sec): 3 clusters Score: Raw -231133.693672 + Penalty 3692.637304 = -227441.056368 nChanged 2 SP:Iteration 34Q (3068.590000 sec): 3 clusters Score: Raw -231136.870417 + Penalty 3692.637304 = -227444.233113 nChanged 6 SP:Iteration 35Q (3068.600000 sec): 3 clusters Score: Raw -231144.340868 + Penalty 3692.637304 = -227451.703564 nChanged 6 SP:Iteration 36Q (3068.610000 sec): 3 clusters Score: Raw -231149.399299 + Penalty 3692.637304 = -227456.761996 nChanged 4 SP:Iteration 37Q (3068.610000 sec): 3 clusters Score: Raw -231157.105788 + Penalty 3692.637304 = -227464.468484 nChanged 6 SP:Iteration 38Q (3068.620000 sec): 3 clusters Score: Raw -231166.124276 + Penalty 3692.637304 = -227473.486972 nChanged 6 SP:Iteration 39Q (3068.630000 sec): 3 clusters Score: Raw -231172.276768 + Penalty 3692.637304 = -227479.639464 nChanged 1 SP:Iteration 40F (3068.630000 sec): 3 clusters Score: Raw -231173.794966 + Penalty 3692.637304 = -227481.157662 nChanged 1 SP:Iteration 41Q (3068.640000 sec): 3 clusters Score: Raw -231174.388523 + Penalty 3692.637304 = -227481.751220 nChanged 1 SP:Iteration 42Q (3068.650000 sec): 3 clusters Score: Raw -231174.982352 + Penalty 3692.637304 = -227482.345049 nChanged 0 SP:Iteration 43F (3068.660000 sec): 3 clusters Score: Raw -231174.982352 + Penalty 3692.637304 = -227482.345049 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 36 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.670000 sec): 2 clusters Score: Raw -98918.075612 + Penalty 1605.524893 = -97312.550719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.670000 sec): 3 clusters Score: Raw -98847.065275 + Penalty 3211.049785 = -95636.015489 nChanged 128 SP:Iteration 1F (3068.670000 sec): 3 clusters Score: Raw -99037.491615 + Penalty 3211.049785 = -95826.441830 nChanged 29 SP:Iteration 2Q (3068.670000 sec): 3 clusters Score: Raw -99087.490961 + Penalty 3211.049785 = -95876.441176 nChanged 13 SP:Iteration 3Q (3068.680000 sec): 3 clusters Score: Raw -99120.741362 + Penalty 3211.049785 = -95909.691577 nChanged 7 SP:Iteration 4Q (3068.680000 sec): 3 clusters Score: Raw -99134.413241 + Penalty 3211.049785 = -95923.363456 nChanged 4 SP:Iteration 5Q (3068.680000 sec): 3 clusters Score: Raw -99141.382893 + Penalty 3211.049785 = -95930.333108 nChanged 3 SP:Iteration 6Q (3068.690000 sec): 3 clusters Score: Raw -99146.052800 + Penalty 3211.049785 = -95935.003015 nChanged 2 SP:Iteration 7Q (3068.690000 sec): 3 clusters Score: Raw -99148.062072 + Penalty 3211.049785 = -95937.012287 nChanged 0 SP:Iteration 8F (3068.690000 sec): 3 clusters Score: Raw -99148.062072 + Penalty 3211.049785 = -95937.012287 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 37 (12833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.750000 sec): 2 clusters Score: Raw -1972461.421600 + Penalty 2346.024264 = -1970115.397336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3068.820000 sec): 3 clusters Score: Raw -1965317.550677 + Penalty 4692.048528 = -1960625.502150 nChanged 5448 SP:Iteration 1F (3068.880000 sec): 3 clusters Score: Raw -1968261.076713 + Penalty 4692.048528 = -1963569.028185 nChanged 822 SP:Iteration 2F (3068.950000 sec): 3 clusters Score: Raw -1968668.986137 + Penalty 4692.048528 = -1963976.937609 nChanged 707 SP:Iteration 3F (3069.010000 sec): 3 clusters Score: Raw -1969015.980625 + Penalty 4692.048528 = -1964323.932097 nChanged 641 SP:Iteration 4Q (3069.070000 sec): 3 clusters Score: Raw -1969372.935848 + Penalty 4692.048528 = -1964680.887320 nChanged 618 SP:Iteration 5Q (3069.140000 sec): 3 clusters Score: Raw -1969731.086846 + Penalty 4692.048528 = -1965039.038318 nChanged 592 SP:Iteration 6Q (3069.200000 sec): 3 clusters Score: Raw -1970093.138038 + Penalty 4692.048528 = -1965401.089510 nChanged 595 SP:Iteration 7Q (3069.270000 sec): 3 clusters Score: Raw -1970485.745822 + Penalty 4692.048528 = -1965793.697294 nChanged 618 SP:Iteration 8Q (3069.330000 sec): 3 clusters Score: Raw -1970895.722203 + Penalty 4692.048528 = -1966203.673676 nChanged 624 SP:Iteration 9Q (3069.390000 sec): 3 clusters Score: Raw -1971328.403520 + Penalty 4692.048528 = -1966636.354992 nChanged 602 SP:Iteration 10Q (3069.450000 sec): 3 clusters Score: Raw -1971774.888895 + Penalty 4692.048528 = -1967082.840367 nChanged 547 SP:Iteration 11Q (3069.520000 sec): 3 clusters Score: Raw -1972190.364572 + Penalty 4692.048528 = -1967498.316044 nChanged 472 SP:Iteration 12Q (3069.580000 sec): 3 clusters Score: Raw -1972538.429377 + Penalty 4692.048528 = -1967846.380850 nChanged 402 SP:Iteration 13Q (3069.640000 sec): 3 clusters Score: Raw -1972814.167566 + Penalty 4692.048528 = -1968122.119039 nChanged 311 SP:Iteration 14Q (3069.700000 sec): 3 clusters Score: Raw -1973023.535479 + Penalty 4692.048528 = -1968331.486952 nChanged 239 SP:Iteration 15Q (3069.760000 sec): 3 clusters Score: Raw -1973184.337723 + Penalty 4692.048528 = -1968492.289195 nChanged 203 SP:Iteration 16Q (3069.810000 sec): 3 clusters Score: Raw -1973350.871880 + Penalty 4692.048528 = -1968658.823353 nChanged 196 SP:Iteration 17Q (3069.870000 sec): 3 clusters Score: Raw -1973536.921091 + Penalty 4692.048528 = -1968844.872563 nChanged 184 SP:Iteration 18Q (3069.930000 sec): 3 clusters Score: Raw -1973713.695445 + Penalty 4692.048528 = -1969021.646917 nChanged 155 SP:Iteration 19Q (3069.980000 sec): 3 clusters Score: Raw -1973828.701409 + Penalty 4692.048528 = -1969136.652881 nChanged 108 SP:Iteration 20F (3070.050000 sec): 3 clusters Score: Raw -1973884.076992 + Penalty 4692.048528 = -1969192.028464 nChanged 73 SP:Iteration 21Q (3070.100000 sec): 3 clusters Score: Raw -1973911.855094 + Penalty 4692.048528 = -1969219.806567 nChanged 58 SP:Iteration 22Q (3070.150000 sec): 3 clusters Score: Raw -1973932.862386 + Penalty 4692.048528 = -1969240.813859 nChanged 51 SP:Iteration 23Q (3070.200000 sec): 3 clusters Score: Raw -1973952.601692 + Penalty 4692.048528 = -1969260.553164 nChanged 53 SP:Iteration 24Q (3070.250000 sec): 3 clusters Score: Raw -1973970.320990 + Penalty 4692.048528 = -1969278.272463 nChanged 28 SP:Iteration 25Q (3070.310000 sec): 3 clusters Score: Raw -1973979.714794 + Penalty 4692.048528 = -1969287.666267 nChanged 38 SP:Iteration 26Q (3070.360000 sec): 3 clusters Score: Raw -1973990.276448 + Penalty 4692.048528 = -1969298.227921 nChanged 32 SP:Iteration 27Q (3070.410000 sec): 3 clusters Score: Raw -1973999.450550 + Penalty 4692.048528 = -1969307.402022 nChanged 19 SP:Iteration 28Q (3070.460000 sec): 3 clusters Score: Raw -1974004.060311 + Penalty 4692.048528 = -1969312.011783 nChanged 15 SP:Iteration 29Q (3070.510000 sec): 3 clusters Score: Raw -1974006.932527 + Penalty 4692.048528 = -1969314.883999 nChanged 9 SP:Iteration 30Q (3070.570000 sec): 3 clusters Score: Raw -1974008.434820 + Penalty 4692.048528 = -1969316.386292 nChanged 7 SP:Iteration 31Q (3070.620000 sec): 3 clusters Score: Raw -1974010.021493 + Penalty 4692.048528 = -1969317.972965 nChanged 8 SP:Iteration 32Q (3070.670000 sec): 3 clusters Score: Raw -1974012.058839 + Penalty 4692.048528 = -1969320.010311 nChanged 9 SP:Iteration 33Q (3070.720000 sec): 3 clusters Score: Raw -1974013.961319 + Penalty 4692.048528 = -1969321.912791 nChanged 11 SP:Iteration 34Q (3070.770000 sec): 3 clusters Score: Raw -1974016.534353 + Penalty 4692.048528 = -1969324.485825 nChanged 10 SP:Iteration 35Q (3070.820000 sec): 3 clusters Score: Raw -1974018.415006 + Penalty 4692.048528 = -1969326.366478 nChanged 8 SP:Iteration 36Q (3070.870000 sec): 3 clusters Score: Raw -1974020.223910 + Penalty 4692.048528 = -1969328.175383 nChanged 5 SP:Iteration 37Q (3070.930000 sec): 3 clusters Score: Raw -1974021.129015 + Penalty 4692.048528 = -1969329.080488 nChanged 4 SP:Iteration 38Q (3070.970000 sec): 3 clusters Score: Raw -1974022.171965 + Penalty 4692.048528 = -1969330.123438 nChanged 6 SP:Iteration 39Q (3071.030000 sec): 3 clusters Score: Raw -1974023.275432 + Penalty 4692.048528 = -1969331.226905 nChanged 3 SP:Iteration 40F (3071.090000 sec): 3 clusters Score: Raw -1974023.742294 + Penalty 4692.048528 = -1969331.693766 nChanged 5 SP:Iteration 41Q (3071.140000 sec): 3 clusters Score: Raw -1974024.693349 + Penalty 4692.048528 = -1969332.644821 nChanged 8 SP:Iteration 42Q (3071.190000 sec): 3 clusters Score: Raw -1974026.374329 + Penalty 4692.048528 = -1969334.325802 nChanged 5 SP:Iteration 43Q (3071.250000 sec): 3 clusters Score: Raw -1974027.237436 + Penalty 4692.048528 = -1969335.188908 nChanged 4 SP:Iteration 44Q (3071.300000 sec): 3 clusters Score: Raw -1974027.826782 + Penalty 4692.048528 = -1969335.778254 nChanged 3 SP:Iteration 45Q (3071.350000 sec): 3 clusters Score: Raw -1974028.369395 + Penalty 4692.048528 = -1969336.320868 nChanged 2 SP:Iteration 46Q (3071.400000 sec): 3 clusters Score: Raw -1974028.974104 + Penalty 4692.048528 = -1969336.925576 nChanged 2 SP:Iteration 47Q (3071.450000 sec): 3 clusters Score: Raw -1974029.496312 + Penalty 4692.048528 = -1969337.447785 nChanged 4 SP:Iteration 48Q (3071.500000 sec): 3 clusters Score: Raw -1974030.493910 + Penalty 4692.048528 = -1969338.445382 nChanged 2 SP:Iteration 49Q (3071.550000 sec): 3 clusters Score: Raw -1974030.796775 + Penalty 4692.048528 = -1969338.748247 nChanged 1 SP:Iteration 50Q (3071.610000 sec): 3 clusters Score: Raw -1974030.962426 + Penalty 4692.048528 = -1969338.913898 nChanged 1 SP:Iteration 51Q (3071.650000 sec): 3 clusters Score: Raw -1974031.136123 + Penalty 4692.048528 = -1969339.087595 nChanged 1 SP:Iteration 52Q (3071.710000 sec): 3 clusters Score: Raw -1974031.228754 + Penalty 4692.048528 = -1969339.180226 nChanged 0 SP:Iteration 53F (3071.770000 sec): 3 clusters Score: Raw -1974031.228754 + Penalty 4692.048528 = -1969339.180226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 38 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.780000 sec): 2 clusters Score: Raw -75404.011923 + Penalty 1552.376203 = -73851.635720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.790000 sec): 3 clusters Score: Raw -75384.771752 + Penalty 3104.752406 = -72280.019346 nChanged 95 SP:Iteration 1F (3071.790000 sec): 3 clusters Score: Raw -75553.108360 + Penalty 3104.752406 = -72448.355953 nChanged 24 SP:Iteration 2Q (3071.790000 sec): 3 clusters Score: Raw -75608.796267 + Penalty 3104.752406 = -72504.043861 nChanged 12 SP:Iteration 3Q (3071.790000 sec): 3 clusters Score: Raw -75633.448778 + Penalty 3104.752406 = -72528.696372 nChanged 5 SP:Iteration 4Q (3071.790000 sec): 3 clusters Score: Raw -75643.252618 + Penalty 3104.752406 = -72538.500212 nChanged 0 SP:Iteration 5F (3071.800000 sec): 3 clusters Score: Raw -75643.252618 + Penalty 3104.752406 = -72538.500212 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 39 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.800000 sec): 2 clusters Score: Raw -47574.706097 + Penalty 1447.033063 = -46127.673034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.800000 sec): 3 clusters Score: Raw -47875.386993 + Penalty 2894.066126 = -44981.320868 nChanged 55 SP:Iteration 1F (3071.810000 sec): 3 clusters Score: Raw -47999.955103 + Penalty 2894.066126 = -45105.888977 nChanged 5 SP:Iteration 2Q (3071.810000 sec): 3 clusters Score: Raw -48014.189826 + Penalty 2894.066126 = -45120.123700 nChanged 4 SP:Iteration 3Q (3071.810000 sec): 3 clusters Score: Raw -48025.337802 + Penalty 2894.066126 = -45131.271676 nChanged 4 SP:Iteration 4Q (3071.810000 sec): 3 clusters Score: Raw -48038.064812 + Penalty 2894.066126 = -45143.998687 nChanged 1 SP:Iteration 5Q (3071.810000 sec): 3 clusters Score: Raw -48039.814168 + Penalty 2894.066126 = -45145.748042 nChanged 2 SP:Iteration 6Q (3071.810000 sec): 3 clusters Score: Raw -48052.638109 + Penalty 2894.066126 = -45158.571984 nChanged 1 SP:Iteration 7Q (3071.810000 sec): 3 clusters Score: Raw -48054.576232 + Penalty 2894.066126 = -45160.510107 nChanged 1 SP:Iteration 8Q (3071.820000 sec): 3 clusters Score: Raw -48057.845341 + Penalty 2894.066126 = -45163.779216 nChanged 1 SP:Iteration 9Q (3071.820000 sec): 3 clusters Score: Raw -48059.587292 + Penalty 2894.066126 = -45165.521166 nChanged 0 SP:Iteration 10F (3071.820000 sec): 3 clusters Score: Raw -48059.587292 + Penalty 2894.066126 = -45165.521166 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 40 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.830000 sec): 2 clusters Score: Raw -47756.801198 + Penalty 1447.033063 = -46309.768135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.830000 sec): 3 clusters Score: Raw -47970.734562 + Penalty 2894.066126 = -45076.668437 nChanged 65 SP:Iteration 1F (3071.830000 sec): 3 clusters Score: Raw -48247.707462 + Penalty 2894.066126 = -45353.641336 nChanged 12 SP:Iteration 2Q (3071.830000 sec): 3 clusters Score: Raw -48283.634993 + Penalty 2894.066126 = -45389.568867 nChanged 10 SP:Iteration 3Q (3071.830000 sec): 3 clusters Score: Raw -48324.390537 + Penalty 2894.066126 = -45430.324411 nChanged 11 SP:Iteration 4Q (3071.830000 sec): 3 clusters Score: Raw -48374.983479 + Penalty 2894.066126 = -45480.917354 nChanged 9 SP:Iteration 5Q (3071.830000 sec): 3 clusters Score: Raw -48427.576884 + Penalty 2894.066126 = -45533.510759 nChanged 6 SP:Iteration 6Q (3071.840000 sec): 3 clusters Score: Raw -48450.528695 + Penalty 2894.066126 = -45556.462570 nChanged 4 SP:Iteration 7Q (3071.840000 sec): 3 clusters Score: Raw -48469.847675 + Penalty 2894.066126 = -45575.781550 nChanged 6 SP:Iteration 8Q (3071.840000 sec): 3 clusters Score: Raw -48505.898993 + Penalty 2894.066126 = -45611.832867 nChanged 4 SP:Iteration 9Q (3071.840000 sec): 3 clusters Score: Raw -48544.730888 + Penalty 2894.066126 = -45650.664763 nChanged 3 SP:Iteration 10Q (3071.840000 sec): 3 clusters Score: Raw -48582.877318 + Penalty 2894.066126 = -45688.811192 nChanged 3 SP:Iteration 11Q (3071.840000 sec): 3 clusters Score: Raw -48607.060329 + Penalty 2894.066126 = -45712.994203 nChanged 4 SP:Iteration 12Q (3071.850000 sec): 3 clusters Score: Raw -48630.077802 + Penalty 2894.066126 = -45736.011676 nChanged 4 SP:Iteration 13Q (3071.850000 sec): 3 clusters Score: Raw -48664.408672 + Penalty 2894.066126 = -45770.342547 nChanged 4 SP:Iteration 14Q (3071.850000 sec): 3 clusters Score: Raw -48695.849091 + Penalty 2894.066126 = -45801.782965 nChanged 1 SP:Iteration 15Q (3071.850000 sec): 3 clusters Score: Raw -48699.048877 + Penalty 2894.066126 = -45804.982751 nChanged 1 SP:Iteration 16Q (3071.850000 sec): 3 clusters Score: Raw -48704.979357 + Penalty 2894.066126 = -45810.913232 nChanged 1 SP:Iteration 17Q (3071.850000 sec): 3 clusters Score: Raw -48722.866375 + Penalty 2894.066126 = -45828.800250 nChanged 2 SP:Iteration 18Q (3071.850000 sec): 3 clusters Score: Raw -48743.601674 + Penalty 2894.066126 = -45849.535548 nChanged 0 SP:Iteration 19F (3071.850000 sec): 3 clusters Score: Raw -48749.097331 + Penalty 2894.066126 = -45855.031205 nChanged 1 SP:Iteration 20F (3071.860000 sec): 3 clusters Score: Raw -48770.907058 + Penalty 2894.066126 = -45876.840933 nChanged 1 SP:Iteration 21Q (3071.860000 sec): 3 clusters Score: Raw -48778.869953 + Penalty 2894.066126 = -45884.803827 nChanged 2 SP:Iteration 22Q (3071.860000 sec): 3 clusters Score: Raw -48804.899678 + Penalty 2894.066126 = -45910.833553 nChanged 2 SP:Iteration 23Q (3071.860000 sec): 3 clusters Score: Raw -48830.594659 + Penalty 2894.066126 = -45936.528534 nChanged 1 SP:Iteration 24Q (3071.860000 sec): 3 clusters Score: Raw -48845.250910 + Penalty 2894.066126 = -45951.184784 nChanged 0 SP:Iteration 25F (3071.860000 sec): 3 clusters Score: Raw -48845.250910 + Penalty 2894.066126 = -45951.184784 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 41 (2448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.880000 sec): 2 clusters Score: Raw -365548.853172 + Penalty 1935.150608 = -363613.702565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.890000 sec): 3 clusters Score: Raw -364549.456662 + Penalty 3870.301215 = -360679.155446 nChanged 831 SP:Iteration 1F (3071.900000 sec): 3 clusters Score: Raw -365250.365772 + Penalty 3870.301215 = -361380.064557 nChanged 224 SP:Iteration 2F (3071.910000 sec): 3 clusters Score: Raw -365530.689428 + Penalty 3870.301215 = -361660.388213 nChanged 168 SP:Iteration 3F (3071.930000 sec): 3 clusters Score: Raw -365763.376109 + Penalty 3870.301215 = -361893.074894 nChanged 153 SP:Iteration 4F (3071.940000 sec): 3 clusters Score: Raw -365997.035821 + Penalty 3870.301215 = -362126.734606 nChanged 136 SP:Iteration 5F (3071.950000 sec): 3 clusters Score: Raw -366201.622360 + Penalty 3870.301215 = -362331.321144 nChanged 106 SP:Iteration 6Q (3071.960000 sec): 3 clusters Score: Raw -366324.687303 + Penalty 3870.301215 = -362454.386087 nChanged 73 SP:Iteration 7Q (3071.970000 sec): 3 clusters Score: Raw -366399.291220 + Penalty 3870.301215 = -362528.990005 nChanged 68 SP:Iteration 8Q (3071.990000 sec): 3 clusters Score: Raw -366464.260837 + Penalty 3870.301215 = -362593.959622 nChanged 56 SP:Iteration 9Q (3071.990000 sec): 3 clusters Score: Raw -366520.156740 + Penalty 3870.301215 = -362649.855525 nChanged 44 SP:Iteration 10Q (3072.010000 sec): 3 clusters Score: Raw -366563.111001 + Penalty 3870.301215 = -362692.809786 nChanged 39 SP:Iteration 11Q (3072.020000 sec): 3 clusters Score: Raw -366605.523326 + Penalty 3870.301215 = -362735.222110 nChanged 35 SP:Iteration 12Q (3072.030000 sec): 3 clusters Score: Raw -366638.660461 + Penalty 3870.301215 = -362768.359246 nChanged 17 SP:Iteration 13Q (3072.040000 sec): 3 clusters Score: Raw -366653.784911 + Penalty 3870.301215 = -362783.483696 nChanged 15 SP:Iteration 14Q (3072.050000 sec): 3 clusters Score: Raw -366664.058930 + Penalty 3870.301215 = -362793.757715 nChanged 12 SP:Iteration 15Q (3072.060000 sec): 3 clusters Score: Raw -366672.615221 + Penalty 3870.301215 = -362802.314006 nChanged 15 SP:Iteration 16Q (3072.070000 sec): 3 clusters Score: Raw -366683.367250 + Penalty 3870.301215 = -362813.066034 nChanged 13 SP:Iteration 17Q (3072.080000 sec): 3 clusters Score: Raw -366693.314535 + Penalty 3870.301215 = -362823.013320 nChanged 9 SP:Iteration 18Q (3072.090000 sec): 3 clusters Score: Raw -366699.098709 + Penalty 3870.301215 = -362828.797494 nChanged 9 SP:Iteration 19Q (3072.100000 sec): 3 clusters Score: Raw -366704.410717 + Penalty 3870.301215 = -362834.109502 nChanged 6 SP:Iteration 20F (3072.110000 sec): 3 clusters Score: Raw -366709.061625 + Penalty 3870.301215 = -362838.760409 nChanged 5 SP:Iteration 21Q (3072.130000 sec): 3 clusters Score: Raw -366711.217944 + Penalty 3870.301215 = -362840.916729 nChanged 3 SP:Iteration 22Q (3072.140000 sec): 3 clusters Score: Raw -366712.251395 + Penalty 3870.301215 = -362841.950180 nChanged 2 SP:Iteration 23Q (3072.150000 sec): 3 clusters Score: Raw -366713.208414 + Penalty 3870.301215 = -362842.907199 nChanged 4 SP:Iteration 24Q (3072.160000 sec): 3 clusters Score: Raw -366715.534043 + Penalty 3870.301215 = -362845.232828 nChanged 2 SP:Iteration 25Q (3072.170000 sec): 3 clusters Score: Raw -366716.567542 + Penalty 3870.301215 = -362846.266327 nChanged 3 SP:Iteration 26Q (3072.180000 sec): 3 clusters Score: Raw -366718.995763 + Penalty 3870.301215 = -362848.694547 nChanged 2 SP:Iteration 27Q (3072.190000 sec): 3 clusters Score: Raw -366719.970582 + Penalty 3870.301215 = -362849.669367 nChanged 1 SP:Iteration 28Q (3072.200000 sec): 3 clusters Score: Raw -366720.391556 + Penalty 3870.301215 = -362850.090341 nChanged 0 SP:Iteration 29F (3072.210000 sec): 3 clusters Score: Raw -366720.391556 + Penalty 3870.301215 = -362850.090341 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 42 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.220000 sec): 2 clusters Score: Raw -76252.389409 + Penalty 1535.198221 = -74717.191188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.220000 sec): 3 clusters Score: Raw -76254.604345 + Penalty 3070.396441 = -73184.207904 nChanged 92 SP:Iteration 1F (3072.220000 sec): 3 clusters Score: Raw -76442.956535 + Penalty 3070.396441 = -73372.560093 nChanged 15 SP:Iteration 2Q (3072.230000 sec): 3 clusters Score: Raw -76470.206554 + Penalty 3070.396441 = -73399.810113 nChanged 9 SP:Iteration 3Q (3072.230000 sec): 3 clusters Score: Raw -76493.093262 + Penalty 3070.396441 = -73422.696821 nChanged 2 SP:Iteration 4Q (3072.230000 sec): 3 clusters Score: Raw -76499.439746 + Penalty 3070.396441 = -73429.043304 nChanged 0 SP:Iteration 5F (3072.230000 sec): 3 clusters Score: Raw -76499.439746 + Penalty 3070.396441 = -73429.043304 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 43 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.240000 sec): 2 clusters Score: Raw -64943.610914 + Penalty 1529.544090 = -63414.066824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.240000 sec): 3 clusters Score: Raw -64988.052400 + Penalty 3059.088179 = -61928.964221 nChanged 88 SP:Iteration 1F (3072.240000 sec): 3 clusters Score: Raw -65166.210141 + Penalty 3059.088179 = -62107.121962 nChanged 28 SP:Iteration 2F (3072.250000 sec): 3 clusters Score: Raw -65245.608755 + Penalty 3059.088179 = -62186.520576 nChanged 13 SP:Iteration 3Q (3072.250000 sec): 3 clusters Score: Raw -65305.790621 + Penalty 3059.088179 = -62246.702442 nChanged 12 SP:Iteration 4Q (3072.250000 sec): 3 clusters Score: Raw -65347.653387 + Penalty 3059.088179 = -62288.565208 nChanged 17 SP:Iteration 5Q (3072.250000 sec): 3 clusters Score: Raw -65388.978692 + Penalty 3059.088179 = -62329.890513 nChanged 14 SP:Iteration 6Q (3072.250000 sec): 3 clusters Score: Raw -65427.386736 + Penalty 3059.088179 = -62368.298556 nChanged 12 SP:Iteration 7Q (3072.250000 sec): 3 clusters Score: Raw -65453.222121 + Penalty 3059.088179 = -62394.133942 nChanged 12 SP:Iteration 8Q (3072.260000 sec): 3 clusters Score: Raw -65491.547912 + Penalty 3059.088179 = -62432.459733 nChanged 12 SP:Iteration 9Q (3072.260000 sec): 3 clusters Score: Raw -65538.832587 + Penalty 3059.088179 = -62479.744408 nChanged 13 SP:Iteration 10Q (3072.260000 sec): 3 clusters Score: Raw -65590.961385 + Penalty 3059.088179 = -62531.873206 nChanged 11 SP:Iteration 11Q (3072.270000 sec): 3 clusters Score: Raw -65637.048132 + Penalty 3059.088179 = -62577.959953 nChanged 10 SP:Iteration 12Q (3072.270000 sec): 3 clusters Score: Raw -65695.346701 + Penalty 3059.088179 = -62636.258522 nChanged 6 SP:Iteration 13Q (3072.270000 sec): 3 clusters Score: Raw -65716.316006 + Penalty 3059.088179 = -62657.227827 nChanged 5 SP:Iteration 14Q (3072.270000 sec): 3 clusters Score: Raw -65737.430650 + Penalty 3059.088179 = -62678.342471 nChanged 10 SP:Iteration 15Q (3072.270000 sec): 3 clusters Score: Raw -65790.042790 + Penalty 3059.088179 = -62730.954611 nChanged 3 SP:Iteration 16Q (3072.270000 sec): 3 clusters Score: Raw -65883.137631 + Penalty 3059.088179 = -62824.049451 nChanged 5 SP:Iteration 17Q (3072.270000 sec): 3 clusters Score: Raw -65937.427406 + Penalty 3059.088179 = -62878.339227 nChanged 4 SP:Iteration 18Q (3072.280000 sec): 3 clusters Score: Raw -65958.464892 + Penalty 3059.088179 = -62899.376713 nChanged 1 SP:Iteration 19Q (3072.280000 sec): 3 clusters Score: Raw -65962.707457 + Penalty 3059.088179 = -62903.619277 nChanged 1 SP:Iteration 20F (3072.280000 sec): 3 clusters Score: Raw -65968.110167 + Penalty 3059.088179 = -62909.021987 nChanged 2 SP:Iteration 21Q (3072.280000 sec): 3 clusters Score: Raw -65987.932071 + Penalty 3059.088179 = -62928.843891 nChanged 1 SP:Iteration 22Q (3072.290000 sec): 3 clusters Score: Raw -65999.096526 + Penalty 3059.088179 = -62940.008347 nChanged 2 SP:Iteration 23Q (3072.290000 sec): 3 clusters Score: Raw -66006.767055 + Penalty 3059.088179 = -62947.678875 nChanged 0 SP:Iteration 24F (3072.290000 sec): 3 clusters Score: Raw -66006.767055 + Penalty 3059.088179 = -62947.678875 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.290000 sec): 2 clusters Score: Raw -32225.656958 + Penalty 1361.256556 = -30864.400402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.290000 sec): 3 clusters Score: Raw -32404.691368 + Penalty 2722.513112 = -29682.178256 nChanged 22 SP:Iteration 1F (3072.290000 sec): 3 clusters Score: Raw -32503.395665 + Penalty 2722.513112 = -29780.882553 nChanged 13 SP:Iteration 2F (3072.300000 sec): 3 clusters Score: Raw -32558.663171 + Penalty 2722.513112 = -29836.150059 nChanged 5 SP:Iteration 3Q (3072.300000 sec): 3 clusters Score: Raw -32585.517930 + Penalty 2722.513112 = -29863.004818 nChanged 2 SP:Iteration 4Q (3072.300000 sec): 3 clusters Score: Raw -32612.698115 + Penalty 2722.513112 = -29890.185003 nChanged 1 SP:Iteration 5Q (3072.300000 sec): 3 clusters Score: Raw -32617.095516 + Penalty 2722.513112 = -29894.582404 nChanged 1 SP:Iteration 6Q (3072.300000 sec): 3 clusters Score: Raw -32622.757970 + Penalty 2722.513112 = -29900.244858 nChanged 0 SP:Iteration 7F (3072.300000 sec): 3 clusters Score: Raw -32622.757970 + Penalty 2722.513112 = -29900.244858 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 45 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.310000 sec): 2 clusters Score: Raw -35990.250301 + Penalty 1380.001061 = -34610.249240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.310000 sec): 3 clusters Score: Raw -36335.660416 + Penalty 2760.002122 = -33575.658294 nChanged 44 SP:Iteration 1F (3072.310000 sec): 3 clusters Score: Raw -36496.301085 + Penalty 2760.002122 = -33736.298963 nChanged 12 SP:Iteration 2Q (3072.310000 sec): 3 clusters Score: Raw -36548.388191 + Penalty 2760.002122 = -33788.386069 nChanged 12 SP:Iteration 3Q (3072.310000 sec): 3 clusters Score: Raw -36611.565579 + Penalty 2760.002122 = -33851.563457 nChanged 7 SP:Iteration 4Q (3072.310000 sec): 3 clusters Score: Raw -36645.842401 + Penalty 2760.002122 = -33885.840279 nChanged 3 SP:Iteration 5Q (3072.310000 sec): 3 clusters Score: Raw -36660.865948 + Penalty 2760.002122 = -33900.863826 nChanged 1 SP:Iteration 6Q (3072.310000 sec): 3 clusters Score: Raw -36673.091361 + Penalty 2760.002122 = -33913.089239 nChanged 0 SP:Iteration 7F (3072.320000 sec): 3 clusters Score: Raw -36673.091361 + Penalty 2760.002122 = -33913.089239 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 46 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.320000 sec): 2 clusters Score: Raw -77054.560549 + Penalty 1567.996180 = -75486.564370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.330000 sec): 3 clusters Score: Raw -77072.799537 + Penalty 3135.992359 = -73936.807178 nChanged 90 SP:Iteration 1F (3072.330000 sec): 3 clusters Score: Raw -77220.789321 + Penalty 3135.992359 = -74084.796962 nChanged 21 SP:Iteration 2Q (3072.330000 sec): 3 clusters Score: Raw -77268.684571 + Penalty 3135.992359 = -74132.692212 nChanged 14 SP:Iteration 3Q (3072.330000 sec): 3 clusters Score: Raw -77296.226969 + Penalty 3135.992359 = -74160.234610 nChanged 6 SP:Iteration 4Q (3072.340000 sec): 3 clusters Score: Raw -77312.876157 + Penalty 3135.992359 = -74176.883798 nChanged 5 SP:Iteration 5Q (3072.340000 sec): 3 clusters Score: Raw -77329.217255 + Penalty 3135.992359 = -74193.224896 nChanged 5 SP:Iteration 6Q (3072.340000 sec): 3 clusters Score: Raw -77338.490905 + Penalty 3135.992359 = -74202.498546 nChanged 3 SP:Iteration 7Q (3072.350000 sec): 3 clusters Score: Raw -77345.163923 + Penalty 3135.992359 = -74209.171564 nChanged 1 SP:Iteration 8Q (3072.350000 sec): 3 clusters Score: Raw -77347.890434 + Penalty 3135.992359 = -74211.898075 nChanged 1 SP:Iteration 9Q (3072.350000 sec): 3 clusters Score: Raw -77349.220773 + Penalty 3135.992359 = -74213.228414 nChanged 1 SP:Iteration 10Q (3072.350000 sec): 3 clusters Score: Raw -77350.333392 + Penalty 3135.992359 = -74214.341033 nChanged 0 SP:Iteration 11F (3072.350000 sec): 3 clusters Score: Raw -77350.333392 + Penalty 3135.992359 = -74214.341033 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 47 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.360000 sec): 2 clusters Score: Raw -73550.518154 + Penalty 1549.034478 = -72001.483677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.360000 sec): 3 clusters Score: Raw -73562.834353 + Penalty 3098.068956 = -70464.765398 nChanged 93 SP:Iteration 1F (3072.370000 sec): 3 clusters Score: Raw -73760.270313 + Penalty 3098.068956 = -70662.201357 nChanged 27 SP:Iteration 2F (3072.370000 sec): 3 clusters Score: Raw -73826.155104 + Penalty 3098.068956 = -70728.086148 nChanged 11 SP:Iteration 3Q (3072.370000 sec): 3 clusters Score: Raw -73858.793755 + Penalty 3098.068956 = -70760.724800 nChanged 6 SP:Iteration 4Q (3072.370000 sec): 3 clusters Score: Raw -73879.205787 + Penalty 3098.068956 = -70781.136831 nChanged 9 SP:Iteration 5Q (3072.370000 sec): 3 clusters Score: Raw -73909.932680 + Penalty 3098.068956 = -70811.863725 nChanged 7 SP:Iteration 6Q (3072.380000 sec): 3 clusters Score: Raw -73930.270189 + Penalty 3098.068956 = -70832.201233 nChanged 5 SP:Iteration 7Q (3072.380000 sec): 3 clusters Score: Raw -73952.774550 + Penalty 3098.068956 = -70854.705594 nChanged 4 SP:Iteration 8Q (3072.380000 sec): 3 clusters Score: Raw -73959.623993 + Penalty 3098.068956 = -70861.555038 nChanged 6 SP:Iteration 9Q (3072.390000 sec): 3 clusters Score: Raw -73972.340070 + Penalty 3098.068956 = -70874.271114 nChanged 6 SP:Iteration 10Q (3072.390000 sec): 3 clusters Score: Raw -73991.655427 + Penalty 3098.068956 = -70893.586472 nChanged 6 SP:Iteration 11Q (3072.390000 sec): 3 clusters Score: Raw -74010.182926 + Penalty 3098.068956 = -70912.113970 nChanged 4 SP:Iteration 12Q (3072.390000 sec): 3 clusters Score: Raw -74029.445101 + Penalty 3098.068956 = -70931.376145 nChanged 5 SP:Iteration 13Q (3072.390000 sec): 3 clusters Score: Raw -74048.537413 + Penalty 3098.068956 = -70950.468457 nChanged 6 SP:Iteration 14Q (3072.400000 sec): 3 clusters Score: Raw -74070.012285 + Penalty 3098.068956 = -70971.943329 nChanged 4 SP:Iteration 15Q (3072.400000 sec): 3 clusters Score: Raw -74084.204236 + Penalty 3098.068956 = -70986.135280 nChanged 8 SP:Iteration 16Q (3072.400000 sec): 3 clusters Score: Raw -74108.102609 + Penalty 3098.068956 = -71010.033653 nChanged 5 SP:Iteration 17Q (3072.400000 sec): 3 clusters Score: Raw -74128.336848 + Penalty 3098.068956 = -71030.267893 nChanged 5 SP:Iteration 18Q (3072.410000 sec): 3 clusters Score: Raw -74146.867528 + Penalty 3098.068956 = -71048.798572 nChanged 6 SP:Iteration 19Q (3072.410000 sec): 3 clusters Score: Raw -74161.202443 + Penalty 3098.068956 = -71063.133487 nChanged 2 SP:Iteration 20F (3072.410000 sec): 3 clusters Score: Raw -74166.666540 + Penalty 3098.068956 = -71068.597584 nChanged 1 SP:Iteration 21Q (3072.410000 sec): 3 clusters Score: Raw -74168.593853 + Penalty 3098.068956 = -71070.524897 nChanged 0 SP:Iteration 22F (3072.420000 sec): 3 clusters Score: Raw -74168.593853 + Penalty 3098.068956 = -71070.524897 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 48 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.420000 sec): 2 clusters Score: Raw -39266.443042 + Penalty 1394.756342 = -37871.686700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.420000 sec): 3 clusters Score: Raw -39427.605159 + Penalty 2789.512683 = -36638.092476 nChanged 23 SP:Iteration 1F (3072.420000 sec): 3 clusters Score: Raw -39506.382981 + Penalty 2789.512683 = -36716.870298 nChanged 4 SP:Iteration 2Q (3072.430000 sec): 3 clusters Score: Raw -39525.749998 + Penalty 2789.512683 = -36736.237315 nChanged 1 SP:Iteration 3Q (3072.430000 sec): 3 clusters Score: Raw -39527.662989 + Penalty 2789.512683 = -36738.150305 nChanged 0 SP:Iteration 4F (3072.430000 sec): 3 clusters Score: Raw -39527.662989 + Penalty 2789.512683 = -36738.150305 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 49 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.430000 sec): 2 clusters Score: Raw -17470.137432 + Penalty 1195.429828 = -16274.707604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.430000 sec): 3 clusters Score: Raw -17730.985107 + Penalty 2390.859657 = -15340.125450 nChanged 6 SP:Iteration 1Q (3072.430000 sec): 3 clusters Score: Raw -17776.054746 + Penalty 2390.859657 = -15385.195090 nChanged 0 SP:Iteration 2F (3072.430000 sec): 3 clusters Score: Raw -17776.054746 + Penalty 2390.859657 = -15385.195090 nChanged 0 Iteration 179Q (3084.280000 sec): 53 clusters Score: Raw -95011565.006439 + Penalty 172091.167979 = -94839473.838460 nChanged 5 Iteration 180F (3142.890000 sec): 53 clusters Score: Raw -95011570.271254 + Penalty 172091.167979 = -94839479.103275 nChanged 2 Iteration 181Q (3154.670000 sec): 53 clusters Score: Raw -95011570.353106 + Penalty 172091.167979 = -94839479.185127 nChanged 2 Iteration 182Q (3166.440000 sec): 53 clusters Score: Raw -95011570.399864 + Penalty 172091.167979 = -94839479.231885 nChanged 2 Iteration 183Q (3178.260000 sec): 53 clusters Score: Raw -95011570.529757 + Penalty 172091.167979 = -94839479.361778 nChanged 3 Iteration 184Q (3190.070000 sec): 53 clusters Score: Raw -95011570.719679 + Penalty 172091.167979 = -94839479.551700 nChanged 2 Iteration 185Q (3201.870000 sec): 53 clusters Score: Raw -95011570.872109 + Penalty 172091.167979 = -94839479.704130 nChanged 1 Iteration 186Q (3213.680000 sec): 53 clusters Score: Raw -95011570.927560 + Penalty 172091.167979 = -94839479.759581 nChanged 1 Iteration 187Q (3225.540000 sec): 53 clusters Score: Raw -95011570.979643 + Penalty 172091.167979 = -94839479.811665 nChanged 2 Iteration 188Q (3237.360000 sec): 53 clusters Score: Raw -95011571.146534 + Penalty 172091.167979 = -94839479.978556 nChanged 2 Iteration 189Q (3249.150000 sec): 53 clusters Score: Raw -95011571.216156 + Penalty 172091.167979 = -94839480.048178 nChanged 1 Iteration 190Q (3260.960000 sec): 53 clusters Score: Raw -95011571.262498 + Penalty 172091.167979 = -94839480.094519 nChanged 1 Iteration 191Q (3272.820000 sec): 53 clusters Score: Raw -95011571.315345 + Penalty 172091.167979 = -94839480.147366 nChanged 2 Iteration 192Q (3284.620000 sec): 53 clusters Score: Raw -95011571.336984 + Penalty 172091.167979 = -94839480.169005 nChanged 1 Iteration 193Q (3296.430000 sec): 53 clusters Score: Raw -95011571.389874 + Penalty 172091.167979 = -94839480.221895 nChanged 2 Iteration 194Q (3308.250000 sec): 53 clusters Score: Raw -95011571.422514 + Penalty 172091.167979 = -94839480.254535 nChanged 1 Iteration 195Q (3320.050000 sec): 53 clusters Score: Raw -95011571.431706 + Penalty 172091.167979 = -94839480.263727 nChanged 1 Iteration 196Q (3331.870000 sec): 53 clusters Score: Raw -95011571.450126 + Penalty 172091.167979 = -94839480.282147 nChanged 1 Iteration 197Q (3343.690000 sec): 53 clusters Score: Raw -95011571.483433 + Penalty 172091.167979 = -94839480.315454 nChanged 1 Iteration 198Q (3355.500000 sec): 53 clusters Score: Raw -95011571.539554 + Penalty 172091.167979 = -94839480.371575 nChanged 0 Iteration 199F (3414.000000 sec): 53 clusters Score: Raw -95011571.539554 + Penalty 172091.167979 = -94839480.371575 nChanged 0 Compute initial score before splitting: Score: Raw -95011571.539554 + Penalty 172091.167979 = -94839480.371575 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 1 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3414.020000 sec): 2 clusters Score: Raw -23416.425738 + Penalty 1269.262465 = -22147.163273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3414.030000 sec): 3 clusters Score: Raw -23600.420846 + Penalty 2538.524931 = -21061.895915 nChanged 6 SP:Iteration 1Q (3414.030000 sec): 3 clusters Score: Raw -23646.158841 + Penalty 2538.524931 = -21107.633910 nChanged 3 SP:Iteration 2Q (3414.030000 sec): 3 clusters Score: Raw -23670.511128 + Penalty 2538.524931 = -21131.986197 nChanged 0 SP:Iteration 3F (3414.030000 sec): 3 clusters Score: Raw -23670.511128 + Penalty 2538.524931 = -21131.986197 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 2 (41542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3414.220000 sec): 2 clusters Score: Raw -6386424.099420 + Penalty 2637.346140 = -6383786.753280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3414.430000 sec): 3 clusters Score: Raw -6361071.447897 + Penalty 5274.692280 = -6355796.755617 nChanged 18903 SP:Iteration 1F (3414.640000 sec): 3 clusters Score: Raw -6371777.096107 + Penalty 5274.692280 = -6366502.403826 nChanged 2365 SP:Iteration 2F (3414.850000 sec): 3 clusters Score: Raw -6372990.635750 + Penalty 5274.692280 = -6367715.943470 nChanged 2424 SP:Iteration 3F (3415.060000 sec): 3 clusters Score: Raw -6374353.971301 + Penalty 5274.692280 = -6369079.279021 nChanged 2516 SP:Iteration 4F (3415.280000 sec): 3 clusters Score: Raw -6375643.355539 + Penalty 5274.692280 = -6370368.663258 nChanged 2365 SP:Iteration 5F (3415.480000 sec): 3 clusters Score: Raw -6376802.723649 + Penalty 5274.692280 = -6371528.031368 nChanged 2207 SP:Iteration 6F (3415.690000 sec): 3 clusters Score: Raw -6377944.182172 + Penalty 5274.692280 = -6372669.489892 nChanged 2194 SP:Iteration 7F (3415.900000 sec): 3 clusters Score: Raw -6379248.196471 + Penalty 5274.692280 = -6373973.504190 nChanged 2190 SP:Iteration 8F (3416.110000 sec): 3 clusters Score: Raw -6380819.318513 + Penalty 5274.692280 = -6375544.626233 nChanged 2054 SP:Iteration 9Q (3416.320000 sec): 3 clusters Score: Raw -6382552.064800 + Penalty 5274.692280 = -6377277.372519 nChanged 1737 SP:Iteration 10Q (3416.530000 sec): 3 clusters Score: Raw -6384186.387092 + Penalty 5274.692280 = -6378911.694811 nChanged 1372 SP:Iteration 11Q (3416.720000 sec): 3 clusters Score: Raw -6385433.508453 + Penalty 5274.692280 = -6380158.816173 nChanged 975 SP:Iteration 12Q (3416.910000 sec): 3 clusters Score: Raw -6386209.992885 + Penalty 5274.692280 = -6380935.300605 nChanged 696 SP:Iteration 13Q (3417.090000 sec): 3 clusters Score: Raw -6386701.423617 + Penalty 5274.692280 = -6381426.731337 nChanged 530 SP:Iteration 14Q (3417.270000 sec): 3 clusters Score: Raw -6387026.882116 + Penalty 5274.692280 = -6381752.189836 nChanged 404 SP:Iteration 15Q (3417.440000 sec): 3 clusters Score: Raw -6387215.000832 + Penalty 5274.692280 = -6381940.308552 nChanged 282 SP:Iteration 16Q (3417.610000 sec): 3 clusters Score: Raw -6387325.193807 + Penalty 5274.692280 = -6382050.501526 nChanged 249 SP:Iteration 17Q (3417.770000 sec): 3 clusters Score: Raw -6387404.898773 + Penalty 5274.692280 = -6382130.206493 nChanged 176 SP:Iteration 18Q (3417.940000 sec): 3 clusters Score: Raw -6387456.912406 + Penalty 5274.692280 = -6382182.220126 nChanged 135 SP:Iteration 19Q (3418.100000 sec): 3 clusters Score: Raw -6387489.183287 + Penalty 5274.692280 = -6382214.491006 nChanged 101 SP:Iteration 20F (3418.310000 sec): 3 clusters Score: Raw -6387509.615617 + Penalty 5274.692280 = -6382234.923337 nChanged 89 SP:Iteration 21Q (3418.470000 sec): 3 clusters Score: Raw -6387526.001771 + Penalty 5274.692280 = -6382251.309490 nChanged 74 SP:Iteration 22Q (3418.630000 sec): 3 clusters Score: Raw -6387538.137511 + Penalty 5274.692280 = -6382263.445231 nChanged 63 SP:Iteration 23Q (3418.800000 sec): 3 clusters Score: Raw -6387546.466188 + Penalty 5274.692280 = -6382271.773907 nChanged 42 SP:Iteration 24Q (3418.960000 sec): 3 clusters Score: Raw -6387552.483649 + Penalty 5274.692280 = -6382277.791369 nChanged 34 SP:Iteration 25Q (3419.120000 sec): 3 clusters Score: Raw -6387557.881549 + Penalty 5274.692280 = -6382283.189269 nChanged 37 SP:Iteration 26Q (3419.280000 sec): 3 clusters Score: Raw -6387563.998359 + Penalty 5274.692280 = -6382289.306079 nChanged 28 SP:Iteration 27Q (3419.440000 sec): 3 clusters Score: Raw -6387567.639355 + Penalty 5274.692280 = -6382292.947074 nChanged 24 SP:Iteration 28Q (3419.600000 sec): 3 clusters Score: Raw -6387571.150856 + Penalty 5274.692280 = -6382296.458576 nChanged 21 SP:Iteration 29Q (3419.760000 sec): 3 clusters Score: Raw -6387574.188679 + Penalty 5274.692280 = -6382299.496399 nChanged 17 SP:Iteration 30Q (3419.920000 sec): 3 clusters Score: Raw -6387576.268775 + Penalty 5274.692280 = -6382301.576494 nChanged 11 SP:Iteration 31Q (3420.080000 sec): 3 clusters Score: Raw -6387577.651618 + Penalty 5274.692280 = -6382302.959337 nChanged 16 SP:Iteration 32Q (3420.240000 sec): 3 clusters Score: Raw -6387579.938752 + Penalty 5274.692280 = -6382305.246472 nChanged 19 SP:Iteration 33Q (3420.400000 sec): 3 clusters Score: Raw -6387582.605873 + Penalty 5274.692280 = -6382307.913593 nChanged 11 SP:Iteration 34Q (3420.560000 sec): 3 clusters Score: Raw -6387583.798152 + Penalty 5274.692280 = -6382309.105871 nChanged 10 SP:Iteration 35Q (3420.720000 sec): 3 clusters Score: Raw -6387584.843335 + Penalty 5274.692280 = -6382310.151055 nChanged 9 SP:Iteration 36Q (3420.880000 sec): 3 clusters Score: Raw -6387585.828093 + Penalty 5274.692280 = -6382311.135813 nChanged 7 SP:Iteration 37Q (3421.040000 sec): 3 clusters Score: Raw -6387587.137572 + Penalty 5274.692280 = -6382312.445292 nChanged 15 SP:Iteration 38Q (3421.200000 sec): 3 clusters Score: Raw -6387589.242778 + Penalty 5274.692280 = -6382314.550497 nChanged 13 SP:Iteration 39Q (3421.360000 sec): 3 clusters Score: Raw -6387590.918990 + Penalty 5274.692280 = -6382316.226710 nChanged 8 SP:Iteration 40F (3421.570000 sec): 3 clusters Score: Raw -6387591.948850 + Penalty 5274.692280 = -6382317.256569 nChanged 9 SP:Iteration 41Q (3421.730000 sec): 3 clusters Score: Raw -6387593.199674 + Penalty 5274.692280 = -6382318.507393 nChanged 9 SP:Iteration 42Q (3421.890000 sec): 3 clusters Score: Raw -6387594.056547 + Penalty 5274.692280 = -6382319.364266 nChanged 5 SP:Iteration 43Q (3422.050000 sec): 3 clusters Score: Raw -6387594.498990 + Penalty 5274.692280 = -6382319.806709 nChanged 4 SP:Iteration 44Q (3422.200000 sec): 3 clusters Score: Raw -6387594.915721 + Penalty 5274.692280 = -6382320.223440 nChanged 2 SP:Iteration 45Q (3422.360000 sec): 3 clusters Score: Raw -6387595.152210 + Penalty 5274.692280 = -6382320.459930 nChanged 6 SP:Iteration 46Q (3422.520000 sec): 3 clusters Score: Raw -6387595.778513 + Penalty 5274.692280 = -6382321.086233 nChanged 7 SP:Iteration 47Q (3422.680000 sec): 3 clusters Score: Raw -6387596.689171 + Penalty 5274.692280 = -6382321.996890 nChanged 5 SP:Iteration 48Q (3422.840000 sec): 3 clusters Score: Raw -6387597.189308 + Penalty 5274.692280 = -6382322.497028 nChanged 4 SP:Iteration 49Q (3423.000000 sec): 3 clusters Score: Raw -6387597.446211 + Penalty 5274.692280 = -6382322.753931 nChanged 3 SP:Iteration 50Q (3423.160000 sec): 3 clusters Score: Raw -6387597.733132 + Penalty 5274.692280 = -6382323.040852 nChanged 2 SP:Iteration 51Q (3423.320000 sec): 3 clusters Score: Raw -6387597.953158 + Penalty 5274.692280 = -6382323.260878 nChanged 1 SP:Iteration 52Q (3423.480000 sec): 3 clusters Score: Raw -6387598.093520 + Penalty 5274.692280 = -6382323.401240 nChanged 0 SP:Iteration 53F (3423.680000 sec): 3 clusters Score: Raw -6387598.093520 + Penalty 5274.692280 = -6382323.401240 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 3 (5289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3423.730000 sec): 2 clusters Score: Raw -779702.019962 + Penalty 2126.199349 = -777575.820613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3423.760000 sec): 3 clusters Score: Raw -777131.388038 + Penalty 4252.398698 = -772878.989340 nChanged 2027 SP:Iteration 1F (3423.780000 sec): 3 clusters Score: Raw -778332.354996 + Penalty 4252.398698 = -774079.956299 nChanged 439 SP:Iteration 2F (3423.800000 sec): 3 clusters Score: Raw -778705.518492 + Penalty 4252.398698 = -774453.119794 nChanged 322 SP:Iteration 3F (3423.830000 sec): 3 clusters Score: Raw -779036.732736 + Penalty 4252.398698 = -774784.334039 nChanged 290 SP:Iteration 4F (3423.860000 sec): 3 clusters Score: Raw -779317.212844 + Penalty 4252.398698 = -775064.814146 nChanged 252 SP:Iteration 5Q (3423.880000 sec): 3 clusters Score: Raw -779510.850909 + Penalty 4252.398698 = -775258.452211 nChanged 232 SP:Iteration 6Q (3423.910000 sec): 3 clusters Score: Raw -779661.665811 + Penalty 4252.398698 = -775409.267114 nChanged 192 SP:Iteration 7Q (3423.930000 sec): 3 clusters Score: Raw -779791.483112 + Penalty 4252.398698 = -775539.084414 nChanged 189 SP:Iteration 8Q (3423.960000 sec): 3 clusters Score: Raw -779917.413731 + Penalty 4252.398698 = -775665.015034 nChanged 162 SP:Iteration 9Q (3423.980000 sec): 3 clusters Score: Raw -780027.203756 + Penalty 4252.398698 = -775774.805058 nChanged 171 SP:Iteration 10Q (3424.010000 sec): 3 clusters Score: Raw -780155.714746 + Penalty 4252.398698 = -775903.316049 nChanged 186 SP:Iteration 11Q (3424.030000 sec): 3 clusters Score: Raw -780294.999312 + Penalty 4252.398698 = -776042.600614 nChanged 194 SP:Iteration 12Q (3424.060000 sec): 3 clusters Score: Raw -780463.265864 + Penalty 4252.398698 = -776210.867166 nChanged 199 SP:Iteration 13Q (3424.080000 sec): 3 clusters Score: Raw -780656.655345 + Penalty 4252.398698 = -776404.256647 nChanged 192 SP:Iteration 14Q (3424.110000 sec): 3 clusters Score: Raw -780834.183219 + Penalty 4252.398698 = -776581.784522 nChanged 173 SP:Iteration 15Q (3424.130000 sec): 3 clusters Score: Raw -780995.590379 + Penalty 4252.398698 = -776743.191681 nChanged 132 SP:Iteration 16Q (3424.160000 sec): 3 clusters Score: Raw -781113.039008 + Penalty 4252.398698 = -776860.640311 nChanged 86 SP:Iteration 17Q (3424.180000 sec): 3 clusters Score: Raw -781184.347967 + Penalty 4252.398698 = -776931.949269 nChanged 59 SP:Iteration 18Q (3424.200000 sec): 3 clusters Score: Raw -781223.858209 + Penalty 4252.398698 = -776971.459511 nChanged 52 SP:Iteration 19Q (3424.220000 sec): 3 clusters Score: Raw -781258.402178 + Penalty 4252.398698 = -777006.003480 nChanged 38 SP:Iteration 20F (3424.250000 sec): 3 clusters Score: Raw -781281.104781 + Penalty 4252.398698 = -777028.706083 nChanged 26 SP:Iteration 21Q (3424.270000 sec): 3 clusters Score: Raw -781295.942490 + Penalty 4252.398698 = -777043.543793 nChanged 17 SP:Iteration 22Q (3424.300000 sec): 3 clusters Score: Raw -781303.566455 + Penalty 4252.398698 = -777051.167757 nChanged 11 SP:Iteration 23Q (3424.320000 sec): 3 clusters Score: Raw -781309.631415 + Penalty 4252.398698 = -777057.232717 nChanged 6 SP:Iteration 24Q (3424.340000 sec): 3 clusters Score: Raw -781313.274576 + Penalty 4252.398698 = -777060.875879 nChanged 4 SP:Iteration 25Q (3424.360000 sec): 3 clusters Score: Raw -781315.649464 + Penalty 4252.398698 = -777063.250767 nChanged 8 SP:Iteration 26Q (3424.380000 sec): 3 clusters Score: Raw -781319.873555 + Penalty 4252.398698 = -777067.474857 nChanged 7 SP:Iteration 27Q (3424.410000 sec): 3 clusters Score: Raw -781322.886244 + Penalty 4252.398698 = -777070.487547 nChanged 5 SP:Iteration 28Q (3424.430000 sec): 3 clusters Score: Raw -781324.349769 + Penalty 4252.398698 = -777071.951071 nChanged 3 SP:Iteration 29Q (3424.450000 sec): 3 clusters Score: Raw -781325.154255 + Penalty 4252.398698 = -777072.755557 nChanged 1 SP:Iteration 30Q (3424.480000 sec): 3 clusters Score: Raw -781325.543007 + Penalty 4252.398698 = -777073.144309 nChanged 0 SP:Iteration 31F (3424.500000 sec): 3 clusters Score: Raw -781325.543007 + Penalty 4252.398698 = -777073.144309 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 4 (19488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3424.590000 sec): 2 clusters Score: Raw -3019391.678630 + Penalty 2449.633434 = -3016942.045196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3424.680000 sec): 3 clusters Score: Raw -3008043.157357 + Penalty 4899.266869 = -3003143.890489 nChanged 8666 SP:Iteration 1F (3424.780000 sec): 3 clusters Score: Raw -3012543.690872 + Penalty 4899.266869 = -3007644.424004 nChanged 1157 SP:Iteration 2F (3424.880000 sec): 3 clusters Score: Raw -3013060.736154 + Penalty 4899.266869 = -3008161.469286 nChanged 1071 SP:Iteration 3F (3424.980000 sec): 3 clusters Score: Raw -3013528.539997 + Penalty 4899.266869 = -3008629.273128 nChanged 966 SP:Iteration 4Q (3425.070000 sec): 3 clusters Score: Raw -3013956.974829 + Penalty 4899.266869 = -3009057.707960 nChanged 929 SP:Iteration 5Q (3425.170000 sec): 3 clusters Score: Raw -3014398.888047 + Penalty 4899.266869 = -3009499.621178 nChanged 890 SP:Iteration 6Q (3425.270000 sec): 3 clusters Score: Raw -3014818.287468 + Penalty 4899.266869 = -3009919.020600 nChanged 906 SP:Iteration 7Q (3425.360000 sec): 3 clusters Score: Raw -3015261.382409 + Penalty 4899.266869 = -3010362.115541 nChanged 930 SP:Iteration 8Q (3425.460000 sec): 3 clusters Score: Raw -3015736.872876 + Penalty 4899.266869 = -3010837.606007 nChanged 906 SP:Iteration 9Q (3425.560000 sec): 3 clusters Score: Raw -3016185.031627 + Penalty 4899.266869 = -3011285.764758 nChanged 873 SP:Iteration 10Q (3425.650000 sec): 3 clusters Score: Raw -3016629.056751 + Penalty 4899.266869 = -3011729.789882 nChanged 814 SP:Iteration 11Q (3425.750000 sec): 3 clusters Score: Raw -3017063.958973 + Penalty 4899.266869 = -3012164.692104 nChanged 749 SP:Iteration 12Q (3425.840000 sec): 3 clusters Score: Raw -3017482.028917 + Penalty 4899.266869 = -3012582.762048 nChanged 647 SP:Iteration 13Q (3425.940000 sec): 3 clusters Score: Raw -3017853.355898 + Penalty 4899.266869 = -3012954.089029 nChanged 588 SP:Iteration 14Q (3426.040000 sec): 3 clusters Score: Raw -3018222.107876 + Penalty 4899.266869 = -3013322.841007 nChanged 571 SP:Iteration 15Q (3426.130000 sec): 3 clusters Score: Raw -3018625.928247 + Penalty 4899.266869 = -3013726.661379 nChanged 625 SP:Iteration 16Q (3426.230000 sec): 3 clusters Score: Raw -3019129.659057 + Penalty 4899.266869 = -3014230.392188 nChanged 645 SP:Iteration 17Q (3426.320000 sec): 3 clusters Score: Raw -3019731.961703 + Penalty 4899.266869 = -3014832.694834 nChanged 620 SP:Iteration 18Q (3426.410000 sec): 3 clusters Score: Raw -3020305.168690 + Penalty 4899.266869 = -3015405.901822 nChanged 572 SP:Iteration 19Q (3426.500000 sec): 3 clusters Score: Raw -3020775.157767 + Penalty 4899.266869 = -3015875.890898 nChanged 448 SP:Iteration 20F (3426.600000 sec): 3 clusters Score: Raw -3021055.889696 + Penalty 4899.266869 = -3016156.622827 nChanged 313 SP:Iteration 21Q (3426.680000 sec): 3 clusters Score: Raw -3021211.638092 + Penalty 4899.266869 = -3016312.371223 nChanged 228 SP:Iteration 22Q (3426.760000 sec): 3 clusters Score: Raw -3021300.990750 + Penalty 4899.266869 = -3016401.723881 nChanged 155 SP:Iteration 23Q (3426.840000 sec): 3 clusters Score: Raw -3021347.267471 + Penalty 4899.266869 = -3016448.000602 nChanged 125 SP:Iteration 24Q (3426.920000 sec): 3 clusters Score: Raw -3021376.427055 + Penalty 4899.266869 = -3016477.160186 nChanged 84 SP:Iteration 25Q (3427.010000 sec): 3 clusters Score: Raw -3021391.964990 + Penalty 4899.266869 = -3016492.698121 nChanged 61 SP:Iteration 26Q (3427.090000 sec): 3 clusters Score: Raw -3021400.768416 + Penalty 4899.266869 = -3016501.501548 nChanged 47 SP:Iteration 27Q (3427.170000 sec): 3 clusters Score: Raw -3021407.120848 + Penalty 4899.266869 = -3016507.853980 nChanged 44 SP:Iteration 28Q (3427.250000 sec): 3 clusters Score: Raw -3021413.869141 + Penalty 4899.266869 = -3016514.602272 nChanged 39 SP:Iteration 29Q (3427.330000 sec): 3 clusters Score: Raw -3021418.728468 + Penalty 4899.266869 = -3016519.461600 nChanged 23 SP:Iteration 30Q (3427.410000 sec): 3 clusters Score: Raw -3021420.978297 + Penalty 4899.266869 = -3016521.711428 nChanged 17 SP:Iteration 31Q (3427.500000 sec): 3 clusters Score: Raw -3021422.716000 + Penalty 4899.266869 = -3016523.449132 nChanged 19 SP:Iteration 32Q (3427.580000 sec): 3 clusters Score: Raw -3021424.761314 + Penalty 4899.266869 = -3016525.494446 nChanged 16 SP:Iteration 33Q (3427.660000 sec): 3 clusters Score: Raw -3021426.392168 + Penalty 4899.266869 = -3016527.125300 nChanged 10 SP:Iteration 34Q (3427.740000 sec): 3 clusters Score: Raw -3021427.396988 + Penalty 4899.266869 = -3016528.130120 nChanged 12 SP:Iteration 35Q (3427.820000 sec): 3 clusters Score: Raw -3021428.671382 + Penalty 4899.266869 = -3016529.404514 nChanged 10 SP:Iteration 36Q (3427.900000 sec): 3 clusters Score: Raw -3021429.413051 + Penalty 4899.266869 = -3016530.146183 nChanged 8 SP:Iteration 37Q (3427.980000 sec): 3 clusters Score: Raw -3021430.052014 + Penalty 4899.266869 = -3016530.785145 nChanged 7 SP:Iteration 38Q (3428.060000 sec): 3 clusters Score: Raw -3021431.040286 + Penalty 4899.266869 = -3016531.773418 nChanged 5 SP:Iteration 39Q (3428.150000 sec): 3 clusters Score: Raw -3021431.382620 + Penalty 4899.266869 = -3016532.115751 nChanged 2 SP:Iteration 40F (3428.240000 sec): 3 clusters Score: Raw -3021431.518475 + Penalty 4899.266869 = -3016532.251606 nChanged 1 SP:Iteration 41Q (3428.320000 sec): 3 clusters Score: Raw -3021431.598600 + Penalty 4899.266869 = -3016532.331731 nChanged 3 SP:Iteration 42Q (3428.410000 sec): 3 clusters Score: Raw -3021431.845616 + Penalty 4899.266869 = -3016532.578748 nChanged 3 SP:Iteration 43Q (3428.490000 sec): 3 clusters Score: Raw -3021432.074488 + Penalty 4899.266869 = -3016532.807620 nChanged 4 SP:Iteration 44Q (3428.570000 sec): 3 clusters Score: Raw -3021432.323477 + Penalty 4899.266869 = -3016533.056609 nChanged 3 SP:Iteration 45Q (3428.650000 sec): 3 clusters Score: Raw -3021432.497680 + Penalty 4899.266869 = -3016533.230811 nChanged 2 SP:Iteration 46Q (3428.740000 sec): 3 clusters Score: Raw -3021432.604496 + Penalty 4899.266869 = -3016533.337627 nChanged 3 SP:Iteration 47Q (3428.820000 sec): 3 clusters Score: Raw -3021432.810102 + Penalty 4899.266869 = -3016533.543234 nChanged 1 SP:Iteration 48Q (3428.900000 sec): 3 clusters Score: Raw -3021432.880502 + Penalty 4899.266869 = -3016533.613633 nChanged 2 SP:Iteration 49Q (3428.980000 sec): 3 clusters Score: Raw -3021433.036224 + Penalty 4899.266869 = -3016533.769356 nChanged 2 SP:Iteration 50Q (3429.070000 sec): 3 clusters Score: Raw -3021433.118411 + Penalty 4899.266869 = -3016533.851543 nChanged 2 SP:Iteration 51Q (3429.150000 sec): 3 clusters Score: Raw -3021433.277580 + Penalty 4899.266869 = -3016534.010711 nChanged 3 SP:Iteration 52Q (3429.230000 sec): 3 clusters Score: Raw -3021433.783904 + Penalty 4899.266869 = -3016534.517036 nChanged 8 SP:Iteration 53Q (3429.310000 sec): 3 clusters Score: Raw -3021434.268669 + Penalty 4899.266869 = -3016535.001801 nChanged 2 SP:Iteration 54Q (3429.390000 sec): 3 clusters Score: Raw -3021434.372668 + Penalty 4899.266869 = -3016535.105800 nChanged 1 SP:Iteration 55Q (3429.480000 sec): 3 clusters Score: Raw -3021434.419421 + Penalty 4899.266869 = -3016535.152553 nChanged 1 SP:Iteration 56Q (3429.560000 sec): 3 clusters Score: Raw -3021434.506999 + Penalty 4899.266869 = -3016535.240130 nChanged 0 SP:Iteration 57F (3429.650000 sec): 3 clusters Score: Raw -3021434.506999 + Penalty 4899.266869 = -3016535.240130 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 5 (13085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3429.710000 sec): 2 clusters Score: Raw -2051360.972792 + Penalty 2350.847010 = -2049010.125782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3429.780000 sec): 3 clusters Score: Raw -2044049.932802 + Penalty 4701.694020 = -2039348.238782 nChanged 5627 SP:Iteration 1F (3429.850000 sec): 3 clusters Score: Raw -2047007.602288 + Penalty 4701.694020 = -2042305.908268 nChanged 764 SP:Iteration 2F (3429.910000 sec): 3 clusters Score: Raw -2047334.719249 + Penalty 4701.694020 = -2042633.025229 nChanged 643 SP:Iteration 3Q (3429.970000 sec): 3 clusters Score: Raw -2047589.296753 + Penalty 4701.694020 = -2042887.602733 nChanged 549 SP:Iteration 4Q (3430.040000 sec): 3 clusters Score: Raw -2047778.594039 + Penalty 4701.694020 = -2043076.900019 nChanged 469 SP:Iteration 5Q (3430.100000 sec): 3 clusters Score: Raw -2047934.597733 + Penalty 4701.694020 = -2043232.903713 nChanged 389 SP:Iteration 6Q (3430.170000 sec): 3 clusters Score: Raw -2048068.802016 + Penalty 4701.694020 = -2043367.107996 nChanged 372 SP:Iteration 7Q (3430.230000 sec): 3 clusters Score: Raw -2048204.385869 + Penalty 4701.694020 = -2043502.691848 nChanged 365 SP:Iteration 8Q (3430.300000 sec): 3 clusters Score: Raw -2048345.579033 + Penalty 4701.694020 = -2043643.885013 nChanged 406 SP:Iteration 9Q (3430.360000 sec): 3 clusters Score: Raw -2048513.910476 + Penalty 4701.694020 = -2043812.216456 nChanged 449 SP:Iteration 10Q (3430.430000 sec): 3 clusters Score: Raw -2048728.063526 + Penalty 4701.694020 = -2044026.369506 nChanged 526 SP:Iteration 11Q (3430.490000 sec): 3 clusters Score: Raw -2049016.553702 + Penalty 4701.694020 = -2044314.859682 nChanged 573 SP:Iteration 12Q (3430.550000 sec): 3 clusters Score: Raw -2049382.783954 + Penalty 4701.694020 = -2044681.089934 nChanged 604 SP:Iteration 13Q (3430.620000 sec): 3 clusters Score: Raw -2049814.548925 + Penalty 4701.694020 = -2045112.854905 nChanged 579 SP:Iteration 14Q (3430.680000 sec): 3 clusters Score: Raw -2050271.146954 + Penalty 4701.694020 = -2045569.452934 nChanged 502 SP:Iteration 15Q (3430.750000 sec): 3 clusters Score: Raw -2050674.251862 + Penalty 4701.694020 = -2045972.557842 nChanged 380 SP:Iteration 16Q (3430.810000 sec): 3 clusters Score: Raw -2050967.787914 + Penalty 4701.694020 = -2046266.093894 nChanged 288 SP:Iteration 17Q (3430.870000 sec): 3 clusters Score: Raw -2051202.622118 + Penalty 4701.694020 = -2046500.928098 nChanged 186 SP:Iteration 18Q (3430.930000 sec): 3 clusters Score: Raw -2051351.665175 + Penalty 4701.694020 = -2046649.971155 nChanged 122 SP:Iteration 19Q (3430.980000 sec): 3 clusters Score: Raw -2051448.889320 + Penalty 4701.694020 = -2046747.195300 nChanged 73 SP:Iteration 20F (3431.050000 sec): 3 clusters Score: Raw -2051512.963430 + Penalty 4701.694020 = -2046811.269410 nChanged 51 SP:Iteration 21Q (3431.100000 sec): 3 clusters Score: Raw -2051561.492734 + Penalty 4701.694020 = -2046859.798713 nChanged 25 SP:Iteration 22Q (3431.150000 sec): 3 clusters Score: Raw -2051585.867856 + Penalty 4701.694020 = -2046884.173835 nChanged 22 SP:Iteration 23Q (3431.200000 sec): 3 clusters Score: Raw -2051607.283361 + Penalty 4701.694020 = -2046905.589341 nChanged 18 SP:Iteration 24Q (3431.250000 sec): 3 clusters Score: Raw -2051624.932262 + Penalty 4701.694020 = -2046923.238242 nChanged 12 SP:Iteration 25Q (3431.310000 sec): 3 clusters Score: Raw -2051636.460222 + Penalty 4701.694020 = -2046934.766202 nChanged 10 SP:Iteration 26Q (3431.350000 sec): 3 clusters Score: Raw -2051645.666889 + Penalty 4701.694020 = -2046943.972869 nChanged 6 SP:Iteration 27Q (3431.400000 sec): 3 clusters Score: Raw -2051650.138140 + Penalty 4701.694020 = -2046948.444119 nChanged 2 SP:Iteration 28Q (3431.450000 sec): 3 clusters Score: Raw -2051651.354852 + Penalty 4701.694020 = -2046949.660832 nChanged 2 SP:Iteration 29Q (3431.500000 sec): 3 clusters Score: Raw -2051652.539561 + Penalty 4701.694020 = -2046950.845541 nChanged 3 SP:Iteration 30Q (3431.550000 sec): 3 clusters Score: Raw -2051654.386544 + Penalty 4701.694020 = -2046952.692524 nChanged 1 SP:Iteration 31Q (3431.600000 sec): 3 clusters Score: Raw -2051654.919370 + Penalty 4701.694020 = -2046953.225350 nChanged 0 SP:Iteration 32F (3431.670000 sec): 3 clusters Score: Raw -2051654.919370 + Penalty 4701.694020 = -2046953.225350 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 6 (21960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3431.760000 sec): 2 clusters Score: Raw -3218047.776135 + Penalty 2479.250518 = -3215568.525616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3431.870000 sec): 3 clusters Score: Raw -3205289.594272 + Penalty 4958.501036 = -3200331.093236 nChanged 9641 SP:Iteration 1F (3431.980000 sec): 3 clusters Score: Raw -3210667.281847 + Penalty 4958.501036 = -3205708.780810 nChanged 1334 SP:Iteration 2F (3432.090000 sec): 3 clusters Score: Raw -3211332.971901 + Penalty 4958.501036 = -3206374.470864 nChanged 1251 SP:Iteration 3F (3432.200000 sec): 3 clusters Score: Raw -3211984.000891 + Penalty 4958.501036 = -3207025.499855 nChanged 1208 SP:Iteration 4F (3432.310000 sec): 3 clusters Score: Raw -3212674.082720 + Penalty 4958.501036 = -3207715.581683 nChanged 1215 SP:Iteration 5F (3432.410000 sec): 3 clusters Score: Raw -3213414.980328 + Penalty 4958.501036 = -3208456.479292 nChanged 1157 SP:Iteration 6F (3432.520000 sec): 3 clusters Score: Raw -3214191.218227 + Penalty 4958.501036 = -3209232.717191 nChanged 1152 SP:Iteration 7F (3432.630000 sec): 3 clusters Score: Raw -3215027.667732 + Penalty 4958.501036 = -3210069.166695 nChanged 1094 SP:Iteration 8Q (3432.740000 sec): 3 clusters Score: Raw -3215848.000482 + Penalty 4958.501036 = -3210889.499446 nChanged 937 SP:Iteration 9Q (3432.850000 sec): 3 clusters Score: Raw -3216584.531758 + Penalty 4958.501036 = -3211626.030722 nChanged 788 SP:Iteration 10Q (3432.950000 sec): 3 clusters Score: Raw -3217201.244897 + Penalty 4958.501036 = -3212242.743861 nChanged 656 SP:Iteration 11Q (3433.050000 sec): 3 clusters Score: Raw -3217696.238104 + Penalty 4958.501036 = -3212737.737068 nChanged 490 SP:Iteration 12Q (3433.150000 sec): 3 clusters Score: Raw -3218060.716009 + Penalty 4958.501036 = -3213102.214972 nChanged 444 SP:Iteration 13Q (3433.240000 sec): 3 clusters Score: Raw -3218353.663895 + Penalty 4958.501036 = -3213395.162858 nChanged 341 SP:Iteration 14Q (3433.330000 sec): 3 clusters Score: Raw -3218549.012536 + Penalty 4958.501036 = -3213590.511500 nChanged 252 SP:Iteration 15Q (3433.430000 sec): 3 clusters Score: Raw -3218689.220518 + Penalty 4958.501036 = -3213730.719482 nChanged 208 SP:Iteration 16Q (3433.510000 sec): 3 clusters Score: Raw -3218790.968868 + Penalty 4958.501036 = -3213832.467832 nChanged 170 SP:Iteration 17Q (3433.600000 sec): 3 clusters Score: Raw -3218881.392740 + Penalty 4958.501036 = -3213922.891704 nChanged 149 SP:Iteration 18Q (3433.690000 sec): 3 clusters Score: Raw -3218951.819229 + Penalty 4958.501036 = -3213993.318193 nChanged 128 SP:Iteration 19Q (3433.780000 sec): 3 clusters Score: Raw -3219003.389443 + Penalty 4958.501036 = -3214044.888407 nChanged 101 SP:Iteration 20F (3433.890000 sec): 3 clusters Score: Raw -3219045.082137 + Penalty 4958.501036 = -3214086.581100 nChanged 103 SP:Iteration 21Q (3433.970000 sec): 3 clusters Score: Raw -3219085.368394 + Penalty 4958.501036 = -3214126.867358 nChanged 80 SP:Iteration 22Q (3434.060000 sec): 3 clusters Score: Raw -3219118.163221 + Penalty 4958.501036 = -3214159.662185 nChanged 71 SP:Iteration 23Q (3434.150000 sec): 3 clusters Score: Raw -3219144.130920 + Penalty 4958.501036 = -3214185.629884 nChanged 56 SP:Iteration 24Q (3434.230000 sec): 3 clusters Score: Raw -3219164.056639 + Penalty 4958.501036 = -3214205.555603 nChanged 52 SP:Iteration 25Q (3434.310000 sec): 3 clusters Score: Raw -3219182.342444 + Penalty 4958.501036 = -3214223.841408 nChanged 37 SP:Iteration 26Q (3434.400000 sec): 3 clusters Score: Raw -3219193.567898 + Penalty 4958.501036 = -3214235.066862 nChanged 28 SP:Iteration 27Q (3434.480000 sec): 3 clusters Score: Raw -3219200.295907 + Penalty 4958.501036 = -3214241.794871 nChanged 19 SP:Iteration 28Q (3434.570000 sec): 3 clusters Score: Raw -3219204.410872 + Penalty 4958.501036 = -3214245.909836 nChanged 11 SP:Iteration 29Q (3434.650000 sec): 3 clusters Score: Raw -3219207.131676 + Penalty 4958.501036 = -3214248.630640 nChanged 10 SP:Iteration 30Q (3434.730000 sec): 3 clusters Score: Raw -3219209.673044 + Penalty 4958.501036 = -3214251.172008 nChanged 13 SP:Iteration 31Q (3434.820000 sec): 3 clusters Score: Raw -3219213.536997 + Penalty 4958.501036 = -3214255.035961 nChanged 20 SP:Iteration 32Q (3434.900000 sec): 3 clusters Score: Raw -3219220.424478 + Penalty 4958.501036 = -3214261.923442 nChanged 16 SP:Iteration 33Q (3434.990000 sec): 3 clusters Score: Raw -3219224.698918 + Penalty 4958.501036 = -3214266.197881 nChanged 16 SP:Iteration 34Q (3435.070000 sec): 3 clusters Score: Raw -3219229.449377 + Penalty 4958.501036 = -3214270.948341 nChanged 18 SP:Iteration 35Q (3435.150000 sec): 3 clusters Score: Raw -3219234.117157 + Penalty 4958.501036 = -3214275.616120 nChanged 14 SP:Iteration 36Q (3435.230000 sec): 3 clusters Score: Raw -3219237.972356 + Penalty 4958.501036 = -3214279.471320 nChanged 11 SP:Iteration 37Q (3435.320000 sec): 3 clusters Score: Raw -3219240.150082 + Penalty 4958.501036 = -3214281.649046 nChanged 7 SP:Iteration 38Q (3435.400000 sec): 3 clusters Score: Raw -3219241.844705 + Penalty 4958.501036 = -3214283.343669 nChanged 11 SP:Iteration 39Q (3435.490000 sec): 3 clusters Score: Raw -3219243.912685 + Penalty 4958.501036 = -3214285.411649 nChanged 5 SP:Iteration 40F (3435.590000 sec): 3 clusters Score: Raw -3219244.927246 + Penalty 4958.501036 = -3214286.426210 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 7 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.610000 sec): 2 clusters Score: Raw -72475.948267 + Penalty 1553.794701 = -70922.153566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.610000 sec): 3 clusters Score: Raw -72481.358091 + Penalty 3107.589402 = -69373.768690 nChanged 93 SP:Iteration 1F (3435.610000 sec): 3 clusters Score: Raw -72682.452567 + Penalty 3107.589402 = -69574.863166 nChanged 27 SP:Iteration 2F (3435.620000 sec): 3 clusters Score: Raw -72750.746494 + Penalty 3107.589402 = -69643.157092 nChanged 11 SP:Iteration 3Q (3435.620000 sec): 3 clusters Score: Raw -72779.249785 + Penalty 3107.589402 = -69671.660383 nChanged 8 SP:Iteration 4Q (3435.620000 sec): 3 clusters Score: Raw -72801.592205 + Penalty 3107.589402 = -69694.002804 nChanged 8 SP:Iteration 5Q (3435.630000 sec): 3 clusters Score: Raw -72825.635796 + Penalty 3107.589402 = -69718.046395 nChanged 8 SP:Iteration 6Q (3435.630000 sec): 3 clusters Score: Raw -72854.238925 + Penalty 3107.589402 = -69746.649524 nChanged 4 SP:Iteration 7Q (3435.630000 sec): 3 clusters Score: Raw -72865.249318 + Penalty 3107.589402 = -69757.659917 nChanged 6 SP:Iteration 8Q (3435.630000 sec): 3 clusters Score: Raw -72884.538050 + Penalty 3107.589402 = -69776.948649 nChanged 5 SP:Iteration 9Q (3435.630000 sec): 3 clusters Score: Raw -72905.049370 + Penalty 3107.589402 = -69797.459969 nChanged 7 SP:Iteration 10Q (3435.640000 sec): 3 clusters Score: Raw -72929.692090 + Penalty 3107.589402 = -69822.102688 nChanged 4 SP:Iteration 11Q (3435.640000 sec): 3 clusters Score: Raw -72946.089838 + Penalty 3107.589402 = -69838.500436 nChanged 2 SP:Iteration 12Q (3435.640000 sec): 3 clusters Score: Raw -72951.280819 + Penalty 3107.589402 = -69843.691418 nChanged 3 SP:Iteration 13Q (3435.640000 sec): 3 clusters Score: Raw -72957.114317 + Penalty 3107.589402 = -69849.524916 nChanged 2 SP:Iteration 14Q (3435.650000 sec): 3 clusters Score: Raw -72964.425407 + Penalty 3107.589402 = -69856.836005 nChanged 1 SP:Iteration 15Q (3435.650000 sec): 3 clusters Score: Raw -72968.415954 + Penalty 3107.589402 = -69860.826553 nChanged 1 SP:Iteration 16Q (3435.650000 sec): 3 clusters Score: Raw -72970.875602 + Penalty 3107.589402 = -69863.286201 nChanged 1 SP:Iteration 17Q (3435.650000 sec): 3 clusters Score: Raw -72973.321683 + Penalty 3107.589402 = -69865.732281 nChanged 0 SP:Iteration 18F (3435.650000 sec): 3 clusters Score: Raw -72973.321683 + Penalty 3107.589402 = -69865.732281 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 8 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.660000 sec): 2 clusters Score: Raw -21304.547348 + Penalty 1245.922369 = -20058.624979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.660000 sec): 3 clusters Score: Raw -21583.085689 + Penalty 2491.844738 = -19091.240950 nChanged 8 SP:Iteration 1F (3435.660000 sec): 3 clusters Score: Raw -21658.441119 + Penalty 2491.844738 = -19166.596381 nChanged 1 SP:Iteration 2Q (3435.660000 sec): 3 clusters Score: Raw -21661.791819 + Penalty 2491.844738 = -19169.947081 nChanged 0 SP:Iteration 3F (3435.660000 sec): 3 clusters Score: Raw -21661.791819 + Penalty 2491.844738 = -19169.947081 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 9 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.670000 sec): 2 clusters Score: Raw -23025.857129 + Penalty 1255.523568 = -21770.333561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.670000 sec): 3 clusters Score: Raw -23254.656935 + Penalty 2511.047136 = -20743.609799 nChanged 4 SP:Iteration 1Q (3435.670000 sec): 3 clusters Score: Raw -23278.161640 + Penalty 2511.047136 = -20767.114503 nChanged 0 SP:Iteration 2F (3435.670000 sec): 3 clusters Score: Raw -23278.161640 + Penalty 2511.047136 = -20767.114503 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 10 (3266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.690000 sec): 2 clusters Score: Raw -454803.907670 + Penalty 2006.647676 = -452797.259994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.700000 sec): 3 clusters Score: Raw -453452.578246 + Penalty 4013.295352 = -449439.282895 nChanged 1128 SP:Iteration 1F (3435.720000 sec): 3 clusters Score: Raw -454356.119695 + Penalty 4013.295352 = -450342.824343 nChanged 334 SP:Iteration 2F (3435.730000 sec): 3 clusters Score: Raw -454762.996698 + Penalty 4013.295352 = -450749.701346 nChanged 241 SP:Iteration 3F (3435.760000 sec): 3 clusters Score: Raw -455029.417087 + Penalty 4013.295352 = -451016.121735 nChanged 185 SP:Iteration 4F (3435.770000 sec): 3 clusters Score: Raw -455205.498645 + Penalty 4013.295352 = -451192.203293 nChanged 143 SP:Iteration 5Q (3435.790000 sec): 3 clusters Score: Raw -455357.205964 + Penalty 4013.295352 = -451343.910613 nChanged 117 SP:Iteration 6Q (3435.800000 sec): 3 clusters Score: Raw -455465.787742 + Penalty 4013.295352 = -451452.492390 nChanged 87 SP:Iteration 7Q (3435.820000 sec): 3 clusters Score: Raw -455528.612929 + Penalty 4013.295352 = -451515.317578 nChanged 57 SP:Iteration 8Q (3435.830000 sec): 3 clusters Score: Raw -455573.115076 + Penalty 4013.295352 = -451559.819724 nChanged 49 SP:Iteration 9Q (3435.850000 sec): 3 clusters Score: Raw -455611.981319 + Penalty 4013.295352 = -451598.685967 nChanged 44 SP:Iteration 10Q (3435.860000 sec): 3 clusters Score: Raw -455646.640912 + Penalty 4013.295352 = -451633.345560 nChanged 44 SP:Iteration 11Q (3435.880000 sec): 3 clusters Score: Raw -455679.483158 + Penalty 4013.295352 = -451666.187806 nChanged 30 SP:Iteration 12Q (3435.900000 sec): 3 clusters Score: Raw -455697.314111 + Penalty 4013.295352 = -451684.018760 nChanged 17 SP:Iteration 13Q (3435.910000 sec): 3 clusters Score: Raw -455706.448936 + Penalty 4013.295352 = -451693.153584 nChanged 16 SP:Iteration 14Q (3435.930000 sec): 3 clusters Score: Raw -455713.120687 + Penalty 4013.295352 = -451699.825335 nChanged 8 SP:Iteration 15Q (3435.940000 sec): 3 clusters Score: Raw -455716.453739 + Penalty 4013.295352 = -451703.158388 nChanged 6 SP:Iteration 16Q (3435.960000 sec): 3 clusters Score: Raw -455719.114343 + Penalty 4013.295352 = -451705.818992 nChanged 3 SP:Iteration 17Q (3435.970000 sec): 3 clusters Score: Raw -455720.760399 + Penalty 4013.295352 = -451707.465047 nChanged 5 SP:Iteration 18Q (3435.990000 sec): 3 clusters Score: Raw -455722.946707 + Penalty 4013.295352 = -451709.651356 nChanged 3 SP:Iteration 19Q (3436.000000 sec): 3 clusters Score: Raw -455725.742298 + Penalty 4013.295352 = -451712.446947 nChanged 5 SP:Iteration 20F (3436.020000 sec): 3 clusters Score: Raw -455728.774609 + Penalty 4013.295352 = -451715.479258 nChanged 7 SP:Iteration 21Q (3436.040000 sec): 3 clusters Score: Raw -455732.371980 + Penalty 4013.295352 = -451719.076629 nChanged 3 SP:Iteration 22Q (3436.050000 sec): 3 clusters Score: Raw -455733.905775 + Penalty 4013.295352 = -451720.610423 nChanged 1 SP:Iteration 23Q (3436.060000 sec): 3 clusters Score: Raw -455734.489979 + Penalty 4013.295352 = -451721.194627 nChanged 4 SP:Iteration 24Q (3436.080000 sec): 3 clusters Score: Raw -455736.206089 + Penalty 4013.295352 = -451722.910737 nChanged 4 SP:Iteration 25Q (3436.100000 sec): 3 clusters Score: Raw -455738.701723 + Penalty 4013.295352 = -451725.406371 nChanged 3 SP:Iteration 26Q (3436.110000 sec): 3 clusters Score: Raw -455740.405697 + Penalty 4013.295352 = -451727.110345 nChanged 1 SP:Iteration 27Q (3436.130000 sec): 3 clusters Score: Raw -455740.747456 + Penalty 4013.295352 = -451727.452104 nChanged 0 SP:Iteration 28F (3436.140000 sec): 3 clusters Score: Raw -455740.747456 + Penalty 4013.295352 = -451727.452104 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 11 (8748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3436.180000 sec): 2 clusters Score: Raw -1284686.270895 + Penalty 2250.991935 = -1282435.278960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3436.230000 sec): 3 clusters Score: Raw -1280135.459909 + Penalty 4501.983869 = -1275633.476039 nChanged 3582 SP:Iteration 1F (3436.270000 sec): 3 clusters Score: Raw -1282146.724887 + Penalty 4501.983869 = -1277644.741018 nChanged 679 SP:Iteration 2F (3436.310000 sec): 3 clusters Score: Raw -1282561.931278 + Penalty 4501.983869 = -1278059.947409 nChanged 543 SP:Iteration 3F (3436.360000 sec): 3 clusters Score: Raw -1282917.756794 + Penalty 4501.983869 = -1278415.772924 nChanged 480 SP:Iteration 4F (3436.400000 sec): 3 clusters Score: Raw -1283232.041605 + Penalty 4501.983869 = -1278730.057735 nChanged 424 SP:Iteration 5Q (3436.440000 sec): 3 clusters Score: Raw -1283527.911523 + Penalty 4501.983869 = -1279025.927654 nChanged 421 SP:Iteration 6Q (3436.480000 sec): 3 clusters Score: Raw -1283822.232831 + Penalty 4501.983869 = -1279320.248962 nChanged 375 SP:Iteration 7Q (3436.530000 sec): 3 clusters Score: Raw -1284092.315020 + Penalty 4501.983869 = -1279590.331151 nChanged 351 SP:Iteration 8Q (3436.570000 sec): 3 clusters Score: Raw -1284332.151805 + Penalty 4501.983869 = -1279830.167935 nChanged 288 SP:Iteration 9Q (3436.610000 sec): 3 clusters Score: Raw -1284523.617592 + Penalty 4501.983869 = -1280021.633722 nChanged 256 SP:Iteration 10Q (3436.660000 sec): 3 clusters Score: Raw -1284702.839048 + Penalty 4501.983869 = -1280200.855179 nChanged 226 SP:Iteration 11Q (3436.700000 sec): 3 clusters Score: Raw -1284834.413781 + Penalty 4501.983869 = -1280332.429911 nChanged 192 SP:Iteration 12Q (3436.740000 sec): 3 clusters Score: Raw -1284941.945251 + Penalty 4501.983869 = -1280439.961382 nChanged 158 SP:Iteration 13Q (3436.780000 sec): 3 clusters Score: Raw -1285020.933852 + Penalty 4501.983869 = -1280518.949982 nChanged 124 SP:Iteration 14Q (3436.820000 sec): 3 clusters Score: Raw -1285069.173365 + Penalty 4501.983869 = -1280567.189496 nChanged 91 SP:Iteration 15Q (3436.860000 sec): 3 clusters Score: Raw -1285105.862285 + Penalty 4501.983869 = -1280603.878415 nChanged 78 SP:Iteration 16Q (3436.900000 sec): 3 clusters Score: Raw -1285140.114567 + Penalty 4501.983869 = -1280638.130698 nChanged 103 SP:Iteration 17Q (3436.940000 sec): 3 clusters Score: Raw -1285191.550144 + Penalty 4501.983869 = -1280689.566275 nChanged 93 SP:Iteration 18Q (3436.980000 sec): 3 clusters Score: Raw -1285226.071398 + Penalty 4501.983869 = -1280724.087528 nChanged 70 SP:Iteration 19Q (3437.020000 sec): 3 clusters Score: Raw -1285247.828054 + Penalty 4501.983869 = -1280745.844184 nChanged 53 SP:Iteration 20F (3437.060000 sec): 3 clusters Score: Raw -1285267.821768 + Penalty 4501.983869 = -1280765.837899 nChanged 54 SP:Iteration 21Q (3437.100000 sec): 3 clusters Score: Raw -1285289.295517 + Penalty 4501.983869 = -1280787.311648 nChanged 53 SP:Iteration 22Q (3437.140000 sec): 3 clusters Score: Raw -1285307.872450 + Penalty 4501.983869 = -1280805.888580 nChanged 51 SP:Iteration 23Q (3437.180000 sec): 3 clusters Score: Raw -1285327.100453 + Penalty 4501.983869 = -1280825.116584 nChanged 49 SP:Iteration 24Q (3437.220000 sec): 3 clusters Score: Raw -1285343.858589 + Penalty 4501.983869 = -1280841.874720 nChanged 45 SP:Iteration 25Q (3437.260000 sec): 3 clusters Score: Raw -1285362.234385 + Penalty 4501.983869 = -1280860.250516 nChanged 36 SP:Iteration 26Q (3437.300000 sec): 3 clusters Score: Raw -1285374.361899 + Penalty 4501.983869 = -1280872.378029 nChanged 38 SP:Iteration 27Q (3437.340000 sec): 3 clusters Score: Raw -1285386.229953 + Penalty 4501.983869 = -1280884.246084 nChanged 27 SP:Iteration 28Q (3437.380000 sec): 3 clusters Score: Raw -1285395.010514 + Penalty 4501.983869 = -1280893.026644 nChanged 20 SP:Iteration 29Q (3437.420000 sec): 3 clusters Score: Raw -1285401.517498 + Penalty 4501.983869 = -1280899.533629 nChanged 11 SP:Iteration 30Q (3437.460000 sec): 3 clusters Score: Raw -1285404.013398 + Penalty 4501.983869 = -1280902.029528 nChanged 9 SP:Iteration 31Q (3437.490000 sec): 3 clusters Score: Raw -1285407.324305 + Penalty 4501.983869 = -1280905.340436 nChanged 7 SP:Iteration 32Q (3437.530000 sec): 3 clusters Score: Raw -1285409.843537 + Penalty 4501.983869 = -1280907.859668 nChanged 5 SP:Iteration 33Q (3437.570000 sec): 3 clusters Score: Raw -1285411.131506 + Penalty 4501.983869 = -1280909.147637 nChanged 2 SP:Iteration 34Q (3437.610000 sec): 3 clusters Score: Raw -1285411.608682 + Penalty 4501.983869 = -1280909.624813 nChanged 3 SP:Iteration 35Q (3437.650000 sec): 3 clusters Score: Raw -1285412.282694 + Penalty 4501.983869 = -1280910.298825 nChanged 2 SP:Iteration 36Q (3437.690000 sec): 3 clusters Score: Raw -1285412.659018 + Penalty 4501.983869 = -1280910.675149 nChanged 4 SP:Iteration 37Q (3437.730000 sec): 3 clusters Score: Raw -1285413.443867 + Penalty 4501.983869 = -1280911.459997 nChanged 6 SP:Iteration 38Q (3437.770000 sec): 3 clusters Score: Raw -1285414.625830 + Penalty 4501.983869 = -1280912.641961 nChanged 4 SP:Iteration 39Q (3437.800000 sec): 3 clusters Score: Raw -1285415.692413 + Penalty 4501.983869 = -1280913.708543 nChanged 2 SP:Iteration 40F (3437.850000 sec): 3 clusters Score: Raw -1285416.149106 + Penalty 4501.983869 = -1280914.165237 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 12 (4873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3437.870000 sec): 2 clusters Score: Raw -768847.942329 + Penalty 2105.883331 = -766742.058999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3437.890000 sec): 3 clusters Score: Raw -766490.097469 + Penalty 4211.766661 = -762278.330808 nChanged 1809 SP:Iteration 1F (3437.920000 sec): 3 clusters Score: Raw -767481.525860 + Penalty 4211.766661 = -763269.759199 nChanged 354 SP:Iteration 2F (3437.940000 sec): 3 clusters Score: Raw -767695.726057 + Penalty 4211.766661 = -763483.959396 nChanged 258 SP:Iteration 3F (3437.970000 sec): 3 clusters Score: Raw -767826.678335 + Penalty 4211.766661 = -763614.911674 nChanged 163 SP:Iteration 4Q (3437.990000 sec): 3 clusters Score: Raw -767905.659355 + Penalty 4211.766661 = -763693.892694 nChanged 142 SP:Iteration 5Q (3438.010000 sec): 3 clusters Score: Raw -767973.479409 + Penalty 4211.766661 = -763761.712748 nChanged 116 SP:Iteration 6Q (3438.040000 sec): 3 clusters Score: Raw -768025.351969 + Penalty 4211.766661 = -763813.585308 nChanged 97 SP:Iteration 7Q (3438.060000 sec): 3 clusters Score: Raw -768070.519309 + Penalty 4211.766661 = -763858.752648 nChanged 73 SP:Iteration 8Q (3438.090000 sec): 3 clusters Score: Raw -768106.094519 + Penalty 4211.766661 = -763894.327857 nChanged 75 SP:Iteration 9Q (3438.110000 sec): 3 clusters Score: Raw -768141.184942 + Penalty 4211.766661 = -763929.418281 nChanged 75 SP:Iteration 10Q (3438.130000 sec): 3 clusters Score: Raw -768172.310262 + Penalty 4211.766661 = -763960.543600 nChanged 58 SP:Iteration 11Q (3438.160000 sec): 3 clusters Score: Raw -768198.672452 + Penalty 4211.766661 = -763986.905791 nChanged 60 SP:Iteration 12Q (3438.180000 sec): 3 clusters Score: Raw -768222.021078 + Penalty 4211.766661 = -764010.254417 nChanged 54 SP:Iteration 13Q (3438.210000 sec): 3 clusters Score: Raw -768242.048459 + Penalty 4211.766661 = -764030.281798 nChanged 46 SP:Iteration 14Q (3438.230000 sec): 3 clusters Score: Raw -768264.614959 + Penalty 4211.766661 = -764052.848298 nChanged 42 SP:Iteration 15Q (3438.250000 sec): 3 clusters Score: Raw -768284.781576 + Penalty 4211.766661 = -764073.014914 nChanged 46 SP:Iteration 16Q (3438.270000 sec): 3 clusters Score: Raw -768310.205327 + Penalty 4211.766661 = -764098.438666 nChanged 53 SP:Iteration 17Q (3438.300000 sec): 3 clusters Score: Raw -768337.828341 + Penalty 4211.766661 = -764126.061680 nChanged 66 SP:Iteration 18Q (3438.320000 sec): 3 clusters Score: Raw -768375.000416 + Penalty 4211.766661 = -764163.233755 nChanged 68 SP:Iteration 19Q (3438.350000 sec): 3 clusters Score: Raw -768414.189587 + Penalty 4211.766661 = -764202.422926 nChanged 74 SP:Iteration 20F (3438.370000 sec): 3 clusters Score: Raw -768450.508526 + Penalty 4211.766661 = -764238.741865 nChanged 81 SP:Iteration 21Q (3438.390000 sec): 3 clusters Score: Raw -768498.884139 + Penalty 4211.766661 = -764287.117478 nChanged 84 SP:Iteration 22Q (3438.420000 sec): 3 clusters Score: Raw -768546.865379 + Penalty 4211.766661 = -764335.098718 nChanged 83 SP:Iteration 23Q (3438.440000 sec): 3 clusters Score: Raw -768597.167287 + Penalty 4211.766661 = -764385.400626 nChanged 65 SP:Iteration 24Q (3438.460000 sec): 3 clusters Score: Raw -768635.628670 + Penalty 4211.766661 = -764423.862009 nChanged 69 SP:Iteration 25Q (3438.490000 sec): 3 clusters Score: Raw -768673.843459 + Penalty 4211.766661 = -764462.076798 nChanged 56 SP:Iteration 26Q (3438.510000 sec): 3 clusters Score: Raw -768710.638983 + Penalty 4211.766661 = -764498.872322 nChanged 47 SP:Iteration 27Q (3438.530000 sec): 3 clusters Score: Raw -768740.236987 + Penalty 4211.766661 = -764528.470325 nChanged 51 SP:Iteration 28Q (3438.550000 sec): 3 clusters Score: Raw -768771.276539 + Penalty 4211.766661 = -764559.509878 nChanged 43 SP:Iteration 29Q (3438.570000 sec): 3 clusters Score: Raw -768800.190528 + Penalty 4211.766661 = -764588.423867 nChanged 43 SP:Iteration 30Q (3438.590000 sec): 3 clusters Score: Raw -768829.825579 + Penalty 4211.766661 = -764618.058918 nChanged 39 SP:Iteration 31Q (3438.620000 sec): 3 clusters Score: Raw -768860.960863 + Penalty 4211.766661 = -764649.194202 nChanged 41 SP:Iteration 32Q (3438.640000 sec): 3 clusters Score: Raw -768890.433350 + Penalty 4211.766661 = -764678.666689 nChanged 40 SP:Iteration 33Q (3438.660000 sec): 3 clusters Score: Raw -768924.666033 + Penalty 4211.766661 = -764712.899372 nChanged 37 SP:Iteration 34Q (3438.680000 sec): 3 clusters Score: Raw -768950.476985 + Penalty 4211.766661 = -764738.710323 nChanged 26 SP:Iteration 35Q (3438.700000 sec): 3 clusters Score: Raw -768963.993059 + Penalty 4211.766661 = -764752.226398 nChanged 12 SP:Iteration 36Q (3438.720000 sec): 3 clusters Score: Raw -768971.308696 + Penalty 4211.766661 = -764759.542035 nChanged 14 SP:Iteration 37Q (3438.740000 sec): 3 clusters Score: Raw -768982.450306 + Penalty 4211.766661 = -764770.683644 nChanged 16 SP:Iteration 38Q (3438.760000 sec): 3 clusters Score: Raw -768992.845906 + Penalty 4211.766661 = -764781.079245 nChanged 11 SP:Iteration 39Q (3438.790000 sec): 3 clusters Score: Raw -769004.106991 + Penalty 4211.766661 = -764792.340330 nChanged 14 SP:Iteration 40F (3438.810000 sec): 3 clusters Score: Raw -769014.113972 + Penalty 4211.766661 = -764802.347310 nChanged 6 SP:Iteration 41Q (3438.830000 sec): 3 clusters Score: Raw -769018.472983 + Penalty 4211.766661 = -764806.706322 nChanged 13 SP:Iteration 42Q (3438.850000 sec): 3 clusters Score: Raw -769029.136524 + Penalty 4211.766661 = -764817.369863 nChanged 4 SP:Iteration 43Q (3438.870000 sec): 3 clusters Score: Raw -769032.329461 + Penalty 4211.766661 = -764820.562800 nChanged 4 SP:Iteration 44Q (3438.890000 sec): 3 clusters Score: Raw -769035.399850 + Penalty 4211.766661 = -764823.633189 nChanged 6 SP:Iteration 45Q (3438.910000 sec): 3 clusters Score: Raw -769038.812751 + Penalty 4211.766661 = -764827.046090 nChanged 4 SP:Iteration 46Q (3438.930000 sec): 3 clusters Score: Raw -769041.163914 + Penalty 4211.766661 = -764829.397253 nChanged 2 SP:Iteration 47Q (3438.950000 sec): 3 clusters Score: Raw -769042.471325 + Penalty 4211.766661 = -764830.704663 nChanged 2 SP:Iteration 48Q (3438.970000 sec): 3 clusters Score: Raw -769043.361603 + Penalty 4211.766661 = -764831.594942 nChanged 1 SP:Iteration 49Q (3438.990000 sec): 3 clusters Score: Raw -769043.944316 + Penalty 4211.766661 = -764832.177655 nChanged 1 SP:Iteration 50Q (3439.010000 sec): 3 clusters Score: Raw -769045.019965 + Penalty 4211.766661 = -764833.253304 nChanged 2 SP:Iteration 51Q (3439.030000 sec): 3 clusters Score: Raw -769047.246071 + Penalty 4211.766661 = -764835.479410 nChanged 3 SP:Iteration 52Q (3439.050000 sec): 3 clusters Score: Raw -769049.660104 + Penalty 4211.766661 = -764837.893443 nChanged 1 SP:Iteration 53Q (3439.070000 sec): 3 clusters Score: Raw -769050.309734 + Penalty 4211.766661 = -764838.543073 nChanged 1 SP:Iteration 54Q (3439.090000 sec): 3 clusters Score: Raw -769050.696062 + Penalty 4211.766661 = -764838.929401 nChanged 1 SP:Iteration 55Q (3439.110000 sec): 3 clusters Score: Raw -769051.487531 + Penalty 4211.766661 = -764839.720870 nChanged 1 SP:Iteration 56Q (3439.130000 sec): 3 clusters Score: Raw -769053.239196 + Penalty 4211.766661 = -764841.472535 nChanged 2 SP:Iteration 57Q (3439.150000 sec): 3 clusters Score: Raw -769055.643866 + Penalty 4211.766661 = -764843.877204 nChanged 1 SP:Iteration 58Q (3439.170000 sec): 3 clusters Score: Raw -769057.034044 + Penalty 4211.766661 = -764845.267383 nChanged 2 SP:Iteration 59Q (3439.190000 sec): 3 clusters Score: Raw -769058.700983 + Penalty 4211.766661 = -764846.934322 nChanged 1 SP:Iteration 60F (3439.210000 sec): 3 clusters Score: Raw -769059.355964 + Penalty 4211.766661 = -764847.589303 nChanged 1 SP:Iteration 61Q (3439.230000 sec): 3 clusters Score: Raw -769060.092963 + Penalty 4211.766661 = -764848.326302 nChanged 0 SP:Iteration 62F (3439.260000 sec): 3 clusters Score: Raw -769060.092963 + Penalty 4211.766661 = -764848.326302 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 13 (5238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3439.280000 sec): 2 clusters Score: Raw -819673.393217 + Penalty 2123.796366 = -817549.596851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3439.310000 sec): 3 clusters Score: Raw -817149.320708 + Penalty 4247.592732 = -812901.727975 nChanged 1965 SP:Iteration 1F (3439.330000 sec): 3 clusters Score: Raw -818206.800632 + Penalty 4247.592732 = -813959.207899 nChanged 343 SP:Iteration 2F (3439.360000 sec): 3 clusters Score: Raw -818393.471765 + Penalty 4247.592732 = -814145.879032 nChanged 236 SP:Iteration 3Q (3439.390000 sec): 3 clusters Score: Raw -818510.682973 + Penalty 4247.592732 = -814263.090240 nChanged 185 SP:Iteration 4Q (3439.410000 sec): 3 clusters Score: Raw -818604.758344 + Penalty 4247.592732 = -814357.165612 nChanged 151 SP:Iteration 5Q (3439.440000 sec): 3 clusters Score: Raw -818674.068124 + Penalty 4247.592732 = -814426.475392 nChanged 121 SP:Iteration 6Q (3439.460000 sec): 3 clusters Score: Raw -818724.140198 + Penalty 4247.592732 = -814476.547466 nChanged 100 SP:Iteration 7Q (3439.490000 sec): 3 clusters Score: Raw -818763.936223 + Penalty 4247.592732 = -814516.343491 nChanged 100 SP:Iteration 8Q (3439.510000 sec): 3 clusters Score: Raw -818798.833757 + Penalty 4247.592732 = -814551.241024 nChanged 79 SP:Iteration 9Q (3439.540000 sec): 3 clusters Score: Raw -818829.551962 + Penalty 4247.592732 = -814581.959229 nChanged 78 SP:Iteration 10Q (3439.570000 sec): 3 clusters Score: Raw -818860.335973 + Penalty 4247.592732 = -814612.743240 nChanged 96 SP:Iteration 11Q (3439.590000 sec): 3 clusters Score: Raw -818903.369665 + Penalty 4247.592732 = -814655.776933 nChanged 89 SP:Iteration 12Q (3439.620000 sec): 3 clusters Score: Raw -818945.043001 + Penalty 4247.592732 = -814697.450269 nChanged 105 SP:Iteration 13Q (3439.640000 sec): 3 clusters Score: Raw -818989.337701 + Penalty 4247.592732 = -814741.744968 nChanged 109 SP:Iteration 14Q (3439.670000 sec): 3 clusters Score: Raw -819043.413565 + Penalty 4247.592732 = -814795.820833 nChanged 103 SP:Iteration 15Q (3439.690000 sec): 3 clusters Score: Raw -819103.948996 + Penalty 4247.592732 = -814856.356264 nChanged 133 SP:Iteration 16Q (3439.720000 sec): 3 clusters Score: Raw -819179.537598 + Penalty 4247.592732 = -814931.944866 nChanged 124 SP:Iteration 17Q (3439.740000 sec): 3 clusters Score: Raw -819246.601769 + Penalty 4247.592732 = -814999.009036 nChanged 106 SP:Iteration 18Q (3439.770000 sec): 3 clusters Score: Raw -819302.832228 + Penalty 4247.592732 = -815055.239495 nChanged 114 SP:Iteration 19Q (3439.790000 sec): 3 clusters Score: Raw -819375.875703 + Penalty 4247.592732 = -815128.282971 nChanged 111 SP:Iteration 20F (3439.820000 sec): 3 clusters Score: Raw -819444.167808 + Penalty 4247.592732 = -815196.575076 nChanged 105 SP:Iteration 21Q (3439.840000 sec): 3 clusters Score: Raw -819505.456341 + Penalty 4247.592732 = -815257.863609 nChanged 84 SP:Iteration 22Q (3439.870000 sec): 3 clusters Score: Raw -819561.006436 + Penalty 4247.592732 = -815313.413704 nChanged 78 SP:Iteration 23Q (3439.890000 sec): 3 clusters Score: Raw -819621.109972 + Penalty 4247.592732 = -815373.517240 nChanged 83 SP:Iteration 24Q (3439.920000 sec): 3 clusters Score: Raw -819679.184771 + Penalty 4247.592732 = -815431.592039 nChanged 74 SP:Iteration 25Q (3439.940000 sec): 3 clusters Score: Raw -819728.631326 + Penalty 4247.592732 = -815481.038594 nChanged 58 SP:Iteration 26Q (3439.970000 sec): 3 clusters Score: Raw -819778.809828 + Penalty 4247.592732 = -815531.217095 nChanged 43 SP:Iteration 27Q (3439.990000 sec): 3 clusters Score: Raw -819816.305053 + Penalty 4247.592732 = -815568.712320 nChanged 38 SP:Iteration 28Q (3440.010000 sec): 3 clusters Score: Raw -819843.844754 + Penalty 4247.592732 = -815596.252022 nChanged 27 SP:Iteration 29Q (3440.030000 sec): 3 clusters Score: Raw -819865.014044 + Penalty 4247.592732 = -815617.421311 nChanged 29 SP:Iteration 30Q (3440.060000 sec): 3 clusters Score: Raw -819885.685926 + Penalty 4247.592732 = -815638.093193 nChanged 23 SP:Iteration 31Q (3440.080000 sec): 3 clusters Score: Raw -819903.962623 + Penalty 4247.592732 = -815656.369891 nChanged 24 SP:Iteration 32Q (3440.100000 sec): 3 clusters Score: Raw -819923.551327 + Penalty 4247.592732 = -815675.958595 nChanged 21 SP:Iteration 33Q (3440.130000 sec): 3 clusters Score: Raw -819941.878042 + Penalty 4247.592732 = -815694.285309 nChanged 13 SP:Iteration 34Q (3440.150000 sec): 3 clusters Score: Raw -819953.873378 + Penalty 4247.592732 = -815706.280646 nChanged 6 SP:Iteration 35Q (3440.170000 sec): 3 clusters Score: Raw -819958.566481 + Penalty 4247.592732 = -815710.973749 nChanged 6 SP:Iteration 36Q (3440.190000 sec): 3 clusters Score: Raw -819961.641068 + Penalty 4247.592732 = -815714.048335 nChanged 4 SP:Iteration 37Q (3440.210000 sec): 3 clusters Score: Raw -819964.053751 + Penalty 4247.592732 = -815716.461018 nChanged 2 SP:Iteration 38Q (3440.240000 sec): 3 clusters Score: Raw -819964.745764 + Penalty 4247.592732 = -815717.153032 nChanged 1 SP:Iteration 39Q (3440.260000 sec): 3 clusters Score: Raw -819965.731924 + Penalty 4247.592732 = -815718.139192 nChanged 0 SP:Iteration 40F (3440.290000 sec): 3 clusters Score: Raw -819965.731924 + Penalty 4247.592732 = -815718.139192 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 14 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3440.290000 sec): 2 clusters Score: Raw -86063.085667 + Penalty 1587.675465 = -84475.410202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3440.300000 sec): 3 clusters Score: Raw -86046.824459 + Penalty 3175.350930 = -82871.473529 nChanged 139 SP:Iteration 1F (3440.300000 sec): 3 clusters Score: Raw -86390.135079 + Penalty 3175.350930 = -83214.784149 nChanged 55 SP:Iteration 2F (3440.300000 sec): 3 clusters Score: Raw -86554.856880 + Penalty 3175.350930 = -83379.505951 nChanged 31 SP:Iteration 3F (3440.310000 sec): 3 clusters Score: Raw -86702.971860 + Penalty 3175.350930 = -83527.620931 nChanged 17 SP:Iteration 4Q (3440.310000 sec): 3 clusters Score: Raw -86748.627589 + Penalty 3175.350930 = -83573.276660 nChanged 13 SP:Iteration 5Q (3440.310000 sec): 3 clusters Score: Raw -86785.032485 + Penalty 3175.350930 = -83609.681556 nChanged 12 SP:Iteration 6Q (3440.310000 sec): 3 clusters Score: Raw -86809.410033 + Penalty 3175.350930 = -83634.059103 nChanged 9 SP:Iteration 7Q (3440.320000 sec): 3 clusters Score: Raw -86838.524440 + Penalty 3175.350930 = -83663.173511 nChanged 8 SP:Iteration 8Q (3440.320000 sec): 3 clusters Score: Raw -86859.131682 + Penalty 3175.350930 = -83683.780752 nChanged 6 SP:Iteration 9Q (3440.320000 sec): 3 clusters Score: Raw -86870.750508 + Penalty 3175.350930 = -83695.399578 nChanged 5 SP:Iteration 10Q (3440.330000 sec): 3 clusters Score: Raw -86881.149716 + Penalty 3175.350930 = -83705.798787 nChanged 5 SP:Iteration 11Q (3440.330000 sec): 3 clusters Score: Raw -86890.055210 + Penalty 3175.350930 = -83714.704280 nChanged 3 SP:Iteration 12Q (3440.330000 sec): 3 clusters Score: Raw -86897.972273 + Penalty 3175.350930 = -83722.621343 nChanged 2 SP:Iteration 13Q (3440.330000 sec): 3 clusters Score: Raw -86903.741891 + Penalty 3175.350930 = -83728.390962 nChanged 4 SP:Iteration 14Q (3440.330000 sec): 3 clusters Score: Raw -86910.546197 + Penalty 3175.350930 = -83735.195268 nChanged 1 SP:Iteration 15Q (3440.340000 sec): 3 clusters Score: Raw -86912.717521 + Penalty 3175.350930 = -83737.366591 nChanged 0 SP:Iteration 16F (3440.340000 sec): 3 clusters Score: Raw -86912.717521 + Penalty 3175.350930 = -83737.366591 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 15 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3440.350000 sec): 2 clusters Score: Raw -430641.093233 + Penalty 1975.541398 = -428665.551835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3440.370000 sec): 3 clusters Score: Raw -429432.164991 + Penalty 3951.082797 = -425481.082194 nChanged 1001 SP:Iteration 1F (3440.380000 sec): 3 clusters Score: Raw -430069.816502 + Penalty 3951.082797 = -426118.733705 nChanged 230 SP:Iteration 2F (3440.400000 sec): 3 clusters Score: Raw -430244.511008 + Penalty 3951.082797 = -426293.428211 nChanged 135 SP:Iteration 3Q (3440.410000 sec): 3 clusters Score: Raw -430346.222243 + Penalty 3951.082797 = -426395.139447 nChanged 102 SP:Iteration 4Q (3440.430000 sec): 3 clusters Score: Raw -430419.757287 + Penalty 3951.082797 = -426468.674490 nChanged 73 SP:Iteration 5Q (3440.440000 sec): 3 clusters Score: Raw -430483.958982 + Penalty 3951.082797 = -426532.876185 nChanged 71 SP:Iteration 6Q (3440.450000 sec): 3 clusters Score: Raw -430552.076817 + Penalty 3951.082797 = -426600.994020 nChanged 79 SP:Iteration 7Q (3440.470000 sec): 3 clusters Score: Raw -430633.531336 + Penalty 3951.082797 = -426682.448539 nChanged 88 SP:Iteration 8Q (3440.480000 sec): 3 clusters Score: Raw -430721.087919 + Penalty 3951.082797 = -426770.005122 nChanged 68 SP:Iteration 9Q (3440.500000 sec): 3 clusters Score: Raw -430773.354440 + Penalty 3951.082797 = -426822.271643 nChanged 71 SP:Iteration 10Q (3440.510000 sec): 3 clusters Score: Raw -430825.514743 + Penalty 3951.082797 = -426874.431947 nChanged 68 SP:Iteration 11Q (3440.530000 sec): 3 clusters Score: Raw -430876.129162 + Penalty 3951.082797 = -426925.046365 nChanged 58 SP:Iteration 12Q (3440.540000 sec): 3 clusters Score: Raw -430914.831955 + Penalty 3951.082797 = -426963.749158 nChanged 47 SP:Iteration 13Q (3440.550000 sec): 3 clusters Score: Raw -430941.088834 + Penalty 3951.082797 = -426990.006038 nChanged 43 SP:Iteration 14Q (3440.570000 sec): 3 clusters Score: Raw -430964.976666 + Penalty 3951.082797 = -427013.893869 nChanged 47 SP:Iteration 15Q (3440.580000 sec): 3 clusters Score: Raw -430991.215934 + Penalty 3951.082797 = -427040.133138 nChanged 35 SP:Iteration 16Q (3440.590000 sec): 3 clusters Score: Raw -431010.180370 + Penalty 3951.082797 = -427059.097573 nChanged 33 SP:Iteration 17Q (3440.610000 sec): 3 clusters Score: Raw -431029.771516 + Penalty 3951.082797 = -427078.688720 nChanged 31 SP:Iteration 18Q (3440.620000 sec): 3 clusters Score: Raw -431046.711540 + Penalty 3951.082797 = -427095.628743 nChanged 26 SP:Iteration 19Q (3440.630000 sec): 3 clusters Score: Raw -431059.125046 + Penalty 3951.082797 = -427108.042249 nChanged 25 SP:Iteration 20F (3440.650000 sec): 3 clusters Score: Raw -431074.124059 + Penalty 3951.082797 = -427123.041263 nChanged 15 SP:Iteration 21Q (3440.660000 sec): 3 clusters Score: Raw -431079.934692 + Penalty 3951.082797 = -427128.851896 nChanged 6 SP:Iteration 22Q (3440.670000 sec): 3 clusters Score: Raw -431082.073503 + Penalty 3951.082797 = -427130.990707 nChanged 8 SP:Iteration 23Q (3440.690000 sec): 3 clusters Score: Raw -431084.703401 + Penalty 3951.082797 = -427133.620604 nChanged 4 SP:Iteration 24Q (3440.700000 sec): 3 clusters Score: Raw -431086.601231 + Penalty 3951.082797 = -427135.518434 nChanged 8 SP:Iteration 25Q (3440.720000 sec): 3 clusters Score: Raw -431089.812199 + Penalty 3951.082797 = -427138.729402 nChanged 3 SP:Iteration 26Q (3440.730000 sec): 3 clusters Score: Raw -431090.980786 + Penalty 3951.082797 = -427139.897989 nChanged 2 SP:Iteration 27Q (3440.750000 sec): 3 clusters Score: Raw -431093.350668 + Penalty 3951.082797 = -427142.267872 nChanged 9 SP:Iteration 28Q (3440.760000 sec): 3 clusters Score: Raw -431098.148649 + Penalty 3951.082797 = -427147.065852 nChanged 8 SP:Iteration 29Q (3440.770000 sec): 3 clusters Score: Raw -431102.157224 + Penalty 3951.082797 = -427151.074427 nChanged 6 SP:Iteration 30Q (3440.790000 sec): 3 clusters Score: Raw -431103.959786 + Penalty 3951.082797 = -427152.876990 nChanged 5 SP:Iteration 31Q (3440.800000 sec): 3 clusters Score: Raw -431105.474275 + Penalty 3951.082797 = -427154.391478 nChanged 8 SP:Iteration 32Q (3440.810000 sec): 3 clusters Score: Raw -431108.939229 + Penalty 3951.082797 = -427157.856432 nChanged 9 SP:Iteration 33Q (3440.830000 sec): 3 clusters Score: Raw -431113.661135 + Penalty 3951.082797 = -427162.578338 nChanged 11 SP:Iteration 34Q (3440.840000 sec): 3 clusters Score: Raw -431121.387594 + Penalty 3951.082797 = -427170.304797 nChanged 12 SP:Iteration 35Q (3440.850000 sec): 3 clusters Score: Raw -431128.214608 + Penalty 3951.082797 = -427177.131812 nChanged 15 SP:Iteration 36Q (3440.870000 sec): 3 clusters Score: Raw -431139.442815 + Penalty 3951.082797 = -427188.360018 nChanged 14 SP:Iteration 37Q (3440.880000 sec): 3 clusters Score: Raw -431147.511377 + Penalty 3951.082797 = -427196.428580 nChanged 12 SP:Iteration 38Q (3440.890000 sec): 3 clusters Score: Raw -431155.244969 + Penalty 3951.082797 = -427204.162172 nChanged 14 SP:Iteration 39Q (3440.910000 sec): 3 clusters Score: Raw -431162.265853 + Penalty 3951.082797 = -427211.183057 nChanged 13 SP:Iteration 40F (3440.920000 sec): 3 clusters Score: Raw -431166.550975 + Penalty 3951.082797 = -427215.468179 nChanged 7 SP:Iteration 41Q (3440.930000 sec): 3 clusters Score: Raw -431169.498621 + Penalty 3951.082797 = -427218.415825 nChanged 4 SP:Iteration 42Q (3440.950000 sec): 3 clusters Score: Raw -431171.252071 + Penalty 3951.082797 = -427220.169275 nChanged 2 SP:Iteration 43Q (3440.960000 sec): 3 clusters Score: Raw -431172.458757 + Penalty 3951.082797 = -427221.375960 nChanged 3 SP:Iteration 44Q (3440.970000 sec): 3 clusters Score: Raw -431173.865022 + Penalty 3951.082797 = -427222.782226 nChanged 2 SP:Iteration 45Q (3440.990000 sec): 3 clusters Score: Raw -431174.790373 + Penalty 3951.082797 = -427223.707576 nChanged 4 SP:Iteration 46Q (3441.000000 sec): 3 clusters Score: Raw -431176.187023 + Penalty 3951.082797 = -427225.104227 nChanged 1 SP:Iteration 47Q (3441.020000 sec): 3 clusters Score: Raw -431176.513138 + Penalty 3951.082797 = -427225.430341 nChanged 1 SP:Iteration 48Q (3441.030000 sec): 3 clusters Score: Raw -431177.200373 + Penalty 3951.082797 = -427226.117576 nChanged 1 SP:Iteration 49Q (3441.040000 sec): 3 clusters Score: Raw -431177.596559 + Penalty 3951.082797 = -427226.513763 nChanged 2 SP:Iteration 50Q (3441.060000 sec): 3 clusters Score: Raw -431178.147015 + Penalty 3951.082797 = -427227.064219 nChanged 2 SP:Iteration 51Q (3441.070000 sec): 3 clusters Score: Raw -431179.158373 + Penalty 3951.082797 = -427228.075577 nChanged 4 SP:Iteration 52Q (3441.090000 sec): 3 clusters Score: Raw -431180.825648 + Penalty 3951.082797 = -427229.742852 nChanged 4 SP:Iteration 53Q (3441.100000 sec): 3 clusters Score: Raw -431182.958514 + Penalty 3951.082797 = -427231.875717 nChanged 3 SP:Iteration 54Q (3441.110000 sec): 3 clusters Score: Raw -431184.457677 + Penalty 3951.082797 = -427233.374881 nChanged 4 SP:Iteration 55Q (3441.130000 sec): 3 clusters Score: Raw -431186.180491 + Penalty 3951.082797 = -427235.097695 nChanged 1 SP:Iteration 56Q (3441.140000 sec): 3 clusters Score: Raw -431186.581992 + Penalty 3951.082797 = -427235.499195 nChanged 1 SP:Iteration 57Q (3441.150000 sec): 3 clusters Score: Raw -431186.871834 + Penalty 3951.082797 = -427235.789038 nChanged 2 SP:Iteration 58Q (3441.170000 sec): 3 clusters Score: Raw -431187.993738 + Penalty 3951.082797 = -427236.910941 nChanged 4 SP:Iteration 59Q (3441.180000 sec): 3 clusters Score: Raw -431189.048222 + Penalty 3951.082797 = -427237.965425 nChanged 2 SP:Iteration 60F (3441.190000 sec): 3 clusters Score: Raw -431189.541341 + Penalty 3951.082797 = -427238.458544 nChanged 1 SP:Iteration 61Q (3441.210000 sec): 3 clusters Score: Raw -431190.273983 + Penalty 3951.082797 = -427239.191187 nChanged 1 SP:Iteration 62Q (3441.220000 sec): 3 clusters Score: Raw -431190.946610 + Penalty 3951.082797 = -427239.863814 nChanged 3 SP:Iteration 63Q (3441.240000 sec): 3 clusters Score: Raw -431192.504431 + Penalty 3951.082797 = -427241.421635 nChanged 1 SP:Iteration 64Q (3441.250000 sec): 3 clusters Score: Raw -431193.222753 + Penalty 3951.082797 = -427242.139957 nChanged 1 SP:Iteration 65Q (3441.270000 sec): 3 clusters Score: Raw -431193.645969 + Penalty 3951.082797 = -427242.563172 nChanged 0 SP:Iteration 66F (3441.280000 sec): 3 clusters Score: Raw -431193.645969 + Penalty 3951.082797 = -427242.563172 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 16 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3441.290000 sec): 2 clusters Score: Raw -65767.096084 + Penalty 1531.098954 = -64235.997130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3441.290000 sec): 3 clusters Score: Raw -65806.442872 + Penalty 3062.197908 = -62744.244965 nChanged 84 SP:Iteration 1F (3441.290000 sec): 3 clusters Score: Raw -65992.994183 + Penalty 3062.197908 = -62930.796275 nChanged 27 SP:Iteration 2F (3441.290000 sec): 3 clusters Score: Raw -66053.594735 + Penalty 3062.197908 = -62991.396827 nChanged 11 SP:Iteration 3Q (3441.290000 sec): 3 clusters Score: Raw -66088.063163 + Penalty 3062.197908 = -63025.865256 nChanged 3 SP:Iteration 4Q (3441.300000 sec): 3 clusters Score: Raw -66102.558938 + Penalty 3062.197908 = -63040.361031 nChanged 5 SP:Iteration 5Q (3441.300000 sec): 3 clusters Score: Raw -66116.510451 + Penalty 3062.197908 = -63054.312544 nChanged 4 SP:Iteration 6Q (3441.300000 sec): 3 clusters Score: Raw -66130.221634 + Penalty 3062.197908 = -63068.023727 nChanged 4 SP:Iteration 7Q (3441.300000 sec): 3 clusters Score: Raw -66148.044705 + Penalty 3062.197908 = -63085.846798 nChanged 10 SP:Iteration 8Q (3441.310000 sec): 3 clusters Score: Raw -66178.510871 + Penalty 3062.197908 = -63116.312963 nChanged 7 SP:Iteration 9Q (3441.310000 sec): 3 clusters Score: Raw -66193.605433 + Penalty 3062.197908 = -63131.407526 nChanged 3 SP:Iteration 10Q (3441.310000 sec): 3 clusters Score: Raw -66199.630076 + Penalty 3062.197908 = -63137.432168 nChanged 4 SP:Iteration 11Q (3441.310000 sec): 3 clusters Score: Raw -66208.790434 + Penalty 3062.197908 = -63146.592526 nChanged 5 SP:Iteration 12Q (3441.310000 sec): 3 clusters Score: Raw -66219.704760 + Penalty 3062.197908 = -63157.506852 nChanged 4 SP:Iteration 13Q (3441.320000 sec): 3 clusters Score: Raw -66231.630938 + Penalty 3062.197908 = -63169.433031 nChanged 4 SP:Iteration 14Q (3441.320000 sec): 3 clusters Score: Raw -66249.512694 + Penalty 3062.197908 = -63187.314787 nChanged 8 SP:Iteration 15Q (3441.320000 sec): 3 clusters Score: Raw -66276.575367 + Penalty 3062.197908 = -63214.377460 nChanged 8 SP:Iteration 16Q (3441.320000 sec): 3 clusters Score: Raw -66301.679677 + Penalty 3062.197908 = -63239.481770 nChanged 7 SP:Iteration 17Q (3441.330000 sec): 3 clusters Score: Raw -66334.836283 + Penalty 3062.197908 = -63272.638375 nChanged 7 SP:Iteration 18Q (3441.330000 sec): 3 clusters Score: Raw -66370.425220 + Penalty 3062.197908 = -63308.227313 nChanged 8 SP:Iteration 19Q (3441.330000 sec): 3 clusters Score: Raw -66417.389828 + Penalty 3062.197908 = -63355.191920 nChanged 5 SP:Iteration 20F (3441.330000 sec): 3 clusters Score: Raw -66460.461346 + Penalty 3062.197908 = -63398.263439 nChanged 7 SP:Iteration 21Q (3441.330000 sec): 3 clusters Score: Raw -66502.344409 + Penalty 3062.197908 = -63440.146501 nChanged 6 SP:Iteration 22Q (3441.330000 sec): 3 clusters Score: Raw -66521.820348 + Penalty 3062.197908 = -63459.622440 nChanged 6 SP:Iteration 23Q (3441.340000 sec): 3 clusters Score: Raw -66551.116291 + Penalty 3062.197908 = -63488.918383 nChanged 9 SP:Iteration 24Q (3441.340000 sec): 3 clusters Score: Raw -66663.975620 + Penalty 3062.197908 = -63601.777713 nChanged 10 SP:Iteration 25Q (3441.340000 sec): 3 clusters Score: Raw -66804.270269 + Penalty 3062.197908 = -63742.072361 nChanged 8 SP:Iteration 26Q (3441.340000 sec): 3 clusters Score: Raw -66843.903900 + Penalty 3062.197908 = -63781.705992 nChanged 4 SP:Iteration 27Q (3441.350000 sec): 3 clusters Score: Raw -66868.822263 + Penalty 3062.197908 = -63806.624356 nChanged 8 SP:Iteration 28Q (3441.350000 sec): 3 clusters Score: Raw -66900.257324 + Penalty 3062.197908 = -63838.059416 nChanged 6 SP:Iteration 29Q (3441.350000 sec): 3 clusters Score: Raw -66944.621772 + Penalty 3062.197908 = -63882.423865 nChanged 5 SP:Iteration 30Q (3441.350000 sec): 3 clusters Score: Raw -66960.916994 + Penalty 3062.197908 = -63898.719086 nChanged 4 SP:Iteration 31Q (3441.350000 sec): 3 clusters Score: Raw -66974.919208 + Penalty 3062.197908 = -63912.721301 nChanged 3 SP:Iteration 32Q (3441.350000 sec): 3 clusters Score: Raw -66982.099601 + Penalty 3062.197908 = -63919.901693 nChanged 1 SP:Iteration 33Q (3441.360000 sec): 3 clusters Score: Raw -66985.553606 + Penalty 3062.197908 = -63923.355698 nChanged 0 SP:Iteration 34F (3441.360000 sec): 3 clusters Score: Raw -66985.553606 + Penalty 3062.197908 = -63923.355698 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 17 (243109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3442.440000 sec): 2 clusters Score: Raw -37871255.344938 + Penalty 3075.513765 = -37868179.831173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3443.710000 sec): 3 clusters Score: Raw -37711167.504950 + Penalty 6151.027530 = -37705016.477420 nChanged 117424 SP:Iteration 1F (3444.950000 sec): 3 clusters Score: Raw -37780112.552599 + Penalty 6151.027530 = -37773961.525069 nChanged 7229 SP:Iteration 2Q (3446.220000 sec): 3 clusters Score: Raw -37781752.208544 + Penalty 6151.027530 = -37775601.181014 nChanged 8205 SP:Iteration 3Q (3447.490000 sec): 3 clusters Score: Raw -37783980.645312 + Penalty 6151.027530 = -37777829.617782 nChanged 9507 SP:Iteration 4Q (3448.750000 sec): 3 clusters Score: Raw -37787132.710888 + Penalty 6151.027530 = -37780981.683358 nChanged 11302 SP:Iteration 5Q (3450.030000 sec): 3 clusters Score: Raw -37791718.576080 + Penalty 6151.027530 = -37785567.548550 nChanged 13500 SP:Iteration 6F (3451.280000 sec): 3 clusters Score: Raw -37798164.520987 + Penalty 6151.027530 = -37792013.493457 nChanged 15061 SP:Iteration 7F (3452.540000 sec): 3 clusters Score: Raw -37806580.738615 + Penalty 6151.027530 = -37800429.711085 nChanged 16191 SP:Iteration 8F (3453.810000 sec): 3 clusters Score: Raw -37817017.027431 + Penalty 6151.027530 = -37810865.999901 nChanged 15979 SP:Iteration 9F (3455.050000 sec): 3 clusters Score: Raw -37828895.456823 + Penalty 6151.027530 = -37822744.429293 nChanged 14597 SP:Iteration 10F (3456.290000 sec): 3 clusters Score: Raw -37841195.850185 + Penalty 6151.027530 = -37835044.822655 nChanged 11901 SP:Iteration 11Q (3457.520000 sec): 3 clusters Score: Raw -37852235.063110 + Penalty 6151.027530 = -37846084.035580 nChanged 8113 SP:Iteration 12Q (3458.690000 sec): 3 clusters Score: Raw -37860166.958091 + Penalty 6151.027530 = -37854015.930561 nChanged 4723 SP:Iteration 13Q (3459.750000 sec): 3 clusters Score: Raw -37864973.309306 + Penalty 6151.027530 = -37858822.281776 nChanged 2833 SP:Iteration 14Q (3460.720000 sec): 3 clusters Score: Raw -37867681.928686 + Penalty 6151.027530 = -37861530.901156 nChanged 1862 SP:Iteration 15Q (3461.650000 sec): 3 clusters Score: Raw -37869151.934938 + Penalty 6151.027530 = -37863000.907408 nChanged 1222 SP:Iteration 16Q (3462.560000 sec): 3 clusters Score: Raw -37869940.715635 + Penalty 6151.027530 = -37863789.688105 nChanged 914 SP:Iteration 17Q (3463.450000 sec): 3 clusters Score: Raw -37870445.280689 + Penalty 6151.027530 = -37864294.253159 nChanged 720 SP:Iteration 18Q (3464.340000 sec): 3 clusters Score: Raw -37870793.895140 + Penalty 6151.027530 = -37864642.867610 nChanged 586 SP:Iteration 19Q (3465.230000 sec): 3 clusters Score: Raw -37871044.230739 + Penalty 6151.027530 = -37864893.203209 nChanged 463 SP:Iteration 20F (3466.460000 sec): 3 clusters Score: Raw -37871219.643383 + Penalty 6151.027530 = -37865068.615853 nChanged 367 SP:Iteration 21Q (3467.340000 sec): 3 clusters Score: Raw -37871349.992648 + Penalty 6151.027530 = -37865198.965118 nChanged 296 SP:Iteration 22Q (3468.220000 sec): 3 clusters Score: Raw -37871438.352545 + Penalty 6151.027530 = -37865287.325015 nChanged 257 SP:Iteration 23Q (3469.090000 sec): 3 clusters Score: Raw -37871511.757024 + Penalty 6151.027530 = -37865360.729494 nChanged 213 SP:Iteration 24Q (3469.970000 sec): 3 clusters Score: Raw -37871569.961833 + Penalty 6151.027530 = -37865418.934303 nChanged 184 SP:Iteration 25Q (3470.840000 sec): 3 clusters Score: Raw -37871621.648778 + Penalty 6151.027530 = -37865470.621248 nChanged 169 SP:Iteration 26Q (3471.710000 sec): 3 clusters Score: Raw -37871670.238382 + Penalty 6151.027530 = -37865519.210852 nChanged 164 SP:Iteration 27Q (3472.580000 sec): 3 clusters Score: Raw -37871711.972048 + Penalty 6151.027530 = -37865560.944518 nChanged 130 SP:Iteration 28Q (3473.450000 sec): 3 clusters Score: Raw -37871745.205002 + Penalty 6151.027530 = -37865594.177472 nChanged 126 SP:Iteration 29Q (3474.320000 sec): 3 clusters Score: Raw -37871772.806218 + Penalty 6151.027530 = -37865621.778688 nChanged 101 SP:Iteration 30Q (3475.180000 sec): 3 clusters Score: Raw -37871793.415970 + Penalty 6151.027530 = -37865642.388440 nChanged 82 SP:Iteration 31Q (3476.060000 sec): 3 clusters Score: Raw -37871809.067437 + Penalty 6151.027530 = -37865658.039907 nChanged 73 SP:Iteration 32Q (3476.920000 sec): 3 clusters Score: Raw -37871823.437307 + Penalty 6151.027530 = -37865672.409777 nChanged 64 SP:Iteration 33Q (3477.790000 sec): 3 clusters Score: Raw -37871837.138766 + Penalty 6151.027530 = -37865686.111236 nChanged 55 SP:Iteration 34Q (3478.650000 sec): 3 clusters Score: Raw -37871848.010063 + Penalty 6151.027530 = -37865696.982533 nChanged 50 SP:Iteration 35Q (3479.520000 sec): 3 clusters Score: Raw -37871857.286971 + Penalty 6151.027530 = -37865706.259441 nChanged 48 SP:Iteration 36Q (3480.380000 sec): 3 clusters Score: Raw -37871866.071650 + Penalty 6151.027530 = -37865715.044120 nChanged 39 SP:Iteration 37Q (3481.250000 sec): 3 clusters Score: Raw -37871872.633691 + Penalty 6151.027530 = -37865721.606161 nChanged 39 SP:Iteration 38Q (3482.110000 sec): 3 clusters Score: Raw -37871880.203768 + Penalty 6151.027530 = -37865729.176238 nChanged 31 SP:Iteration 39Q (3482.910000 sec): 3 clusters Score: Raw -37871884.986780 + Penalty 6151.027530 = -37865733.959250 nChanged 32 SP:Iteration 40F (3484.080000 sec): 3 clusters Score: Raw -37871891.461349 + Penalty 6151.027530 = -37865740.433819 nChanged 24 SP:Iteration 41Q (3484.940000 sec): 3 clusters Score: Raw -37871895.161935 + Penalty 6151.027530 = -37865744.134405 nChanged 26 SP:Iteration 42Q (3485.820000 sec): 3 clusters Score: Raw -37871899.003392 + Penalty 6151.027530 = -37865747.975862 nChanged 19 SP:Iteration 43Q (3486.680000 sec): 3 clusters Score: Raw -37871901.441332 + Penalty 6151.027530 = -37865750.413802 nChanged 11 SP:Iteration 44Q (3487.550000 sec): 3 clusters Score: Raw -37871903.156260 + Penalty 6151.027530 = -37865752.128730 nChanged 11 SP:Iteration 45Q (3488.420000 sec): 3 clusters Score: Raw -37871904.969165 + Penalty 6151.027530 = -37865753.941635 nChanged 15 SP:Iteration 46Q (3489.280000 sec): 3 clusters Score: Raw -37871906.873947 + Penalty 6151.027530 = -37865755.846417 nChanged 10 SP:Iteration 47Q (3490.140000 sec): 3 clusters Score: Raw -37871908.439122 + Penalty 6151.027530 = -37865757.411592 nChanged 10 SP:Iteration 48Q (3491.010000 sec): 3 clusters Score: Raw -37871909.763895 + Penalty 6151.027530 = -37865758.736365 nChanged 11 SP:Iteration 49Q (3491.870000 sec): 3 clusters Score: Raw -37871911.615726 + Penalty 6151.027530 = -37865760.588196 nChanged 11 SP:Iteration 50Q (3492.740000 sec): 3 clusters Score: Raw -37871913.348215 + Penalty 6151.027530 = -37865762.320685 nChanged 10 SP:Iteration 51Q (3493.600000 sec): 3 clusters Score: Raw -37871915.014074 + Penalty 6151.027530 = -37865763.986544 nChanged 12 SP:Iteration 52Q (3494.460000 sec): 3 clusters Score: Raw -37871917.676881 + Penalty 6151.027530 = -37865766.649351 nChanged 13 SP:Iteration 53Q (3495.320000 sec): 3 clusters Score: Raw -37871919.693898 + Penalty 6151.027530 = -37865768.666368 nChanged 5 SP:Iteration 54Q (3496.180000 sec): 3 clusters Score: Raw -37871920.663510 + Penalty 6151.027530 = -37865769.635980 nChanged 3 SP:Iteration 55Q (3497.050000 sec): 3 clusters Score: Raw -37871920.968173 + Penalty 6151.027530 = -37865769.940643 nChanged 3 SP:Iteration 56Q (3497.910000 sec): 3 clusters Score: Raw -37871921.435062 + Penalty 6151.027530 = -37865770.407532 nChanged 6 SP:Iteration 57Q (3498.770000 sec): 3 clusters Score: Raw -37871922.373865 + Penalty 6151.027530 = -37865771.346335 nChanged 5 SP:Iteration 58Q (3499.630000 sec): 3 clusters Score: Raw -37871923.098269 + Penalty 6151.027530 = -37865772.070739 nChanged 5 SP:Iteration 59Q (3500.490000 sec): 3 clusters Score: Raw -37871923.656488 + Penalty 6151.027530 = -37865772.628958 nChanged 5 SP:Iteration 60F (3501.730000 sec): 3 clusters Score: Raw -37871924.326527 + Penalty 6151.027530 = -37865773.298997 nChanged 5 SP:Iteration 61Q (3502.590000 sec): 3 clusters Score: Raw -37871924.767287 + Penalty 6151.027530 = -37865773.739757 nChanged 4 SP:Iteration 62Q (3503.450000 sec): 3 clusters Score: Raw -37871925.107883 + Penalty 6151.027530 = -37865774.080353 nChanged 2 SP:Iteration 63Q (3504.320000 sec): 3 clusters Score: Raw -37871925.254428 + Penalty 6151.027530 = -37865774.226898 nChanged 2 SP:Iteration 64Q (3505.180000 sec): 3 clusters Score: Raw -37871925.427561 + Penalty 6151.027530 = -37865774.400031 nChanged 3 SP:Iteration 65Q (3506.040000 sec): 3 clusters Score: Raw -37871925.879116 + Penalty 6151.027530 = -37865774.851586 nChanged 1 SP:Iteration 66Q (3506.910000 sec): 3 clusters Score: Raw -37871926.053221 + Penalty 6151.027530 = -37865775.025691 nChanged 3 SP:Iteration 67Q (3507.770000 sec): 3 clusters Score: Raw -37871926.396534 + Penalty 6151.027530 = -37865775.369004 nChanged 3 SP:Iteration 68Q (3508.640000 sec): 3 clusters Score: Raw -37871926.817727 + Penalty 6151.027530 = -37865775.790197 nChanged 1 SP:Iteration 69Q (3509.500000 sec): 3 clusters Score: Raw -37871926.930809 + Penalty 6151.027530 = -37865775.903279 nChanged 1 SP:Iteration 70Q (3510.360000 sec): 3 clusters Score: Raw -37871927.100938 + Penalty 6151.027530 = -37865776.073408 nChanged 1 SP:Iteration 71Q (3511.230000 sec): 3 clusters Score: Raw -37871927.161277 + Penalty 6151.027530 = -37865776.133747 nChanged 0 SP:Iteration 72F (3512.460000 sec): 3 clusters Score: Raw -37871927.161277 + Penalty 6151.027530 = -37865776.133747 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 18 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3512.590000 sec): 2 clusters Score: Raw -239765.296445 + Penalty 1845.447457 = -237919.848989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3512.600000 sec): 3 clusters Score: Raw -239202.935100 + Penalty 3690.894913 = -235512.040186 nChanged 513 SP:Iteration 1F (3512.610000 sec): 3 clusters Score: Raw -239608.921691 + Penalty 3690.894913 = -235918.026778 nChanged 133 SP:Iteration 2F (3512.620000 sec): 3 clusters Score: Raw -239789.444444 + Penalty 3690.894913 = -236098.549531 nChanged 108 SP:Iteration 3F (3512.630000 sec): 3 clusters Score: Raw -239991.817543 + Penalty 3690.894913 = -236300.922630 nChanged 108 SP:Iteration 4F (3512.630000 sec): 3 clusters Score: Raw -240184.481132 + Penalty 3690.894913 = -236493.586219 nChanged 85 SP:Iteration 5Q (3512.640000 sec): 3 clusters Score: Raw -240323.631513 + Penalty 3690.894913 = -236632.736599 nChanged 64 SP:Iteration 6Q (3512.650000 sec): 3 clusters Score: Raw -240403.995749 + Penalty 3690.894913 = -236713.100836 nChanged 42 SP:Iteration 7Q (3512.660000 sec): 3 clusters Score: Raw -240448.340950 + Penalty 3690.894913 = -236757.446037 nChanged 32 SP:Iteration 8Q (3512.670000 sec): 3 clusters Score: Raw -240492.128767 + Penalty 3690.894913 = -236801.233854 nChanged 26 SP:Iteration 9Q (3512.670000 sec): 3 clusters Score: Raw -240522.402686 + Penalty 3690.894913 = -236831.507772 nChanged 28 SP:Iteration 10Q (3512.680000 sec): 3 clusters Score: Raw -240557.208482 + Penalty 3690.894913 = -236866.313569 nChanged 24 SP:Iteration 11Q (3512.690000 sec): 3 clusters Score: Raw -240587.478178 + Penalty 3690.894913 = -236896.583265 nChanged 13 SP:Iteration 12Q (3512.700000 sec): 3 clusters Score: Raw -240600.307128 + Penalty 3690.894913 = -236909.412215 nChanged 12 SP:Iteration 13Q (3512.710000 sec): 3 clusters Score: Raw -240616.343892 + Penalty 3690.894913 = -236925.448978 nChanged 13 SP:Iteration 14Q (3512.710000 sec): 3 clusters Score: Raw -240633.425731 + Penalty 3690.894913 = -236942.530818 nChanged 9 SP:Iteration 15Q (3512.720000 sec): 3 clusters Score: Raw -240641.476235 + Penalty 3690.894913 = -236950.581322 nChanged 3 SP:Iteration 16Q (3512.730000 sec): 3 clusters Score: Raw -240644.906579 + Penalty 3690.894913 = -236954.011666 nChanged 2 SP:Iteration 17Q (3512.740000 sec): 3 clusters Score: Raw -240647.146086 + Penalty 3690.894913 = -236956.251172 nChanged 1 SP:Iteration 18Q (3512.750000 sec): 3 clusters Score: Raw -240647.763253 + Penalty 3690.894913 = -236956.868340 nChanged 1 SP:Iteration 19Q (3512.750000 sec): 3 clusters Score: Raw -240648.171805 + Penalty 3690.894913 = -236957.276891 nChanged 0 SP:Iteration 20F (3512.760000 sec): 3 clusters Score: Raw -240648.171805 + Penalty 3690.894913 = -236957.276891 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 19 (28875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3512.900000 sec): 2 clusters Score: Raw -4525982.600146 + Penalty 2547.141399 = -4523435.458747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3513.050000 sec): 3 clusters Score: Raw -4508721.654885 + Penalty 5094.282798 = -4503627.372087 nChanged 12943 SP:Iteration 1F (3513.200000 sec): 3 clusters Score: Raw -4515616.799620 + Penalty 5094.282798 = -4510522.516822 nChanged 1446 SP:Iteration 2F (3513.350000 sec): 3 clusters Score: Raw -4516126.804871 + Penalty 5094.282798 = -4511032.522073 nChanged 1313 SP:Iteration 3Q (3513.490000 sec): 3 clusters Score: Raw -4516598.698222 + Penalty 5094.282798 = -4511504.415423 nChanged 1315 SP:Iteration 4Q (3513.650000 sec): 3 clusters Score: Raw -4517109.757400 + Penalty 5094.282798 = -4512015.474602 nChanged 1430 SP:Iteration 5Q (3513.790000 sec): 3 clusters Score: Raw -4517783.447556 + Penalty 5094.282798 = -4512689.164758 nChanged 1713 SP:Iteration 6F (3513.940000 sec): 3 clusters Score: Raw -4518751.606158 + Penalty 5094.282798 = -4513657.323360 nChanged 1795 SP:Iteration 7F (3514.090000 sec): 3 clusters Score: Raw -4519889.115514 + Penalty 5094.282798 = -4514794.832716 nChanged 1843 SP:Iteration 8F (3514.240000 sec): 3 clusters Score: Raw -4521136.641216 + Penalty 5094.282798 = -4516042.358418 nChanged 1679 SP:Iteration 9F (3514.390000 sec): 3 clusters Score: Raw -4522286.601711 + Penalty 5094.282798 = -4517192.318913 nChanged 1487 SP:Iteration 10F (3514.540000 sec): 3 clusters Score: Raw -4523242.753088 + Penalty 5094.282798 = -4518148.470290 nChanged 1169 SP:Iteration 11Q (3514.690000 sec): 3 clusters Score: Raw -4523978.179523 + Penalty 5094.282798 = -4518883.896725 nChanged 934 SP:Iteration 12Q (3514.830000 sec): 3 clusters Score: Raw -4524578.858458 + Penalty 5094.282798 = -4519484.575660 nChanged 702 SP:Iteration 13Q (3514.990000 sec): 3 clusters Score: Raw -4525003.294022 + Penalty 5094.282798 = -4519909.011224 nChanged 539 SP:Iteration 14Q (3515.130000 sec): 3 clusters Score: Raw -4525353.418540 + Penalty 5094.282798 = -4520259.135742 nChanged 445 SP:Iteration 15Q (3515.290000 sec): 3 clusters Score: Raw -4525645.632183 + Penalty 5094.282798 = -4520551.349385 nChanged 314 SP:Iteration 16Q (3515.430000 sec): 3 clusters Score: Raw -4525851.014419 + Penalty 5094.282798 = -4520756.731621 nChanged 230 SP:Iteration 17Q (3515.580000 sec): 3 clusters Score: Raw -4526014.913412 + Penalty 5094.282798 = -4520920.630614 nChanged 160 SP:Iteration 18Q (3515.710000 sec): 3 clusters Score: Raw -4526118.020015 + Penalty 5094.282798 = -4521023.737217 nChanged 106 SP:Iteration 19Q (3515.850000 sec): 3 clusters Score: Raw -4526180.503816 + Penalty 5094.282798 = -4521086.221018 nChanged 85 SP:Iteration 20F (3516.000000 sec): 3 clusters Score: Raw -4526236.149898 + Penalty 5094.282798 = -4521141.867100 nChanged 52 SP:Iteration 21Q (3516.120000 sec): 3 clusters Score: Raw -4526268.135708 + Penalty 5094.282798 = -4521173.852910 nChanged 39 SP:Iteration 22Q (3516.250000 sec): 3 clusters Score: Raw -4526290.898855 + Penalty 5094.282798 = -4521196.616057 nChanged 34 SP:Iteration 23Q (3516.380000 sec): 3 clusters Score: Raw -4526313.851043 + Penalty 5094.282798 = -4521219.568245 nChanged 28 SP:Iteration 24Q (3516.500000 sec): 3 clusters Score: Raw -4526333.967223 + Penalty 5094.282798 = -4521239.684425 nChanged 30 SP:Iteration 25Q (3516.620000 sec): 3 clusters Score: Raw -4526354.024126 + Penalty 5094.282798 = -4521259.741328 nChanged 27 SP:Iteration 26Q (3516.750000 sec): 3 clusters Score: Raw -4526374.388018 + Penalty 5094.282798 = -4521280.105220 nChanged 20 SP:Iteration 27Q (3516.870000 sec): 3 clusters Score: Raw -4526388.006148 + Penalty 5094.282798 = -4521293.723350 nChanged 14 SP:Iteration 28Q (3516.990000 sec): 3 clusters Score: Raw -4526396.434224 + Penalty 5094.282798 = -4521302.151426 nChanged 10 SP:Iteration 29Q (3517.110000 sec): 3 clusters Score: Raw -4526403.486484 + Penalty 5094.282798 = -4521309.203686 nChanged 10 SP:Iteration 30Q (3517.230000 sec): 3 clusters Score: Raw -4526412.578838 + Penalty 5094.282798 = -4521318.296040 nChanged 9 SP:Iteration 31Q (3517.350000 sec): 3 clusters Score: Raw -4526416.877216 + Penalty 5094.282798 = -4521322.594418 nChanged 7 SP:Iteration 32Q (3517.470000 sec): 3 clusters Score: Raw -4526420.991393 + Penalty 5094.282798 = -4521326.708595 nChanged 5 SP:Iteration 33Q (3517.590000 sec): 3 clusters Score: Raw -4526423.715105 + Penalty 5094.282798 = -4521329.432306 nChanged 4 SP:Iteration 34Q (3517.710000 sec): 3 clusters Score: Raw -4526426.791967 + Penalty 5094.282798 = -4521332.509168 nChanged 7 SP:Iteration 35Q (3517.820000 sec): 3 clusters Score: Raw -4526431.220284 + Penalty 5094.282798 = -4521336.937486 nChanged 5 SP:Iteration 36Q (3517.940000 sec): 3 clusters Score: Raw -4526435.172877 + Penalty 5094.282798 = -4521340.890079 nChanged 6 SP:Iteration 37Q (3518.060000 sec): 3 clusters Score: Raw -4526440.334177 + Penalty 5094.282798 = -4521346.051379 nChanged 7 SP:Iteration 38Q (3518.180000 sec): 3 clusters Score: Raw -4526443.924739 + Penalty 5094.282798 = -4521349.641941 nChanged 4 SP:Iteration 39Q (3518.300000 sec): 3 clusters Score: Raw -4526446.892238 + Penalty 5094.282798 = -4521352.609440 nChanged 3 SP:Iteration 40F (3518.440000 sec): 3 clusters Score: Raw -4526448.356431 + Penalty 5094.282798 = -4521354.073632 nChanged 1 SP:Iteration 41Q (3518.570000 sec): 3 clusters Score: Raw -4526449.676812 + Penalty 5094.282798 = -4521355.394014 nChanged 1 SP:Iteration 42Q (3518.690000 sec): 3 clusters Score: Raw -4526450.550207 + Penalty 5094.282798 = -4521356.267409 nChanged 1 SP:Iteration 43Q (3518.810000 sec): 3 clusters Score: Raw -4526451.061819 + Penalty 5094.282798 = -4521356.779021 nChanged 0 SP:Iteration 44F (3518.960000 sec): 3 clusters Score: Raw -4526451.061819 + Penalty 5094.282798 = -4521356.779021 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 20 (15109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3519.030000 sec): 2 clusters Score: Raw -2344198.427098 + Penalty 2386.515376 = -2341811.911722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.100000 sec): 3 clusters Score: Raw -2335608.948268 + Penalty 4773.030752 = -2330835.917516 nChanged 6606 SP:Iteration 1F (3519.180000 sec): 3 clusters Score: Raw -2339259.543957 + Penalty 4773.030752 = -2334486.513204 nChanged 1001 SP:Iteration 2F (3519.250000 sec): 3 clusters Score: Raw -2339739.754021 + Penalty 4773.030752 = -2334966.723269 nChanged 858 SP:Iteration 3F (3519.320000 sec): 3 clusters Score: Raw -2340151.368545 + Penalty 4773.030752 = -2335378.337792 nChanged 779 SP:Iteration 4F (3519.400000 sec): 3 clusters Score: Raw -2340572.832021 + Penalty 4773.030752 = -2335799.801269 nChanged 782 SP:Iteration 5F (3519.480000 sec): 3 clusters Score: Raw -2341015.799605 + Penalty 4773.030752 = -2336242.768853 nChanged 789 SP:Iteration 6F (3519.550000 sec): 3 clusters Score: Raw -2341492.932634 + Penalty 4773.030752 = -2336719.901882 nChanged 746 SP:Iteration 7Q (3519.620000 sec): 3 clusters Score: Raw -2341953.113729 + Penalty 4773.030752 = -2337180.082977 nChanged 715 SP:Iteration 8Q (3519.700000 sec): 3 clusters Score: Raw -2342422.514594 + Penalty 4773.030752 = -2337649.483841 nChanged 669 SP:Iteration 9Q (3519.780000 sec): 3 clusters Score: Raw -2342843.570427 + Penalty 4773.030752 = -2338070.539675 nChanged 573 SP:Iteration 10Q (3519.850000 sec): 3 clusters Score: Raw -2343256.767019 + Penalty 4773.030752 = -2338483.736266 nChanged 511 SP:Iteration 11Q (3519.920000 sec): 3 clusters Score: Raw -2343643.605800 + Penalty 4773.030752 = -2338870.575047 nChanged 408 SP:Iteration 12Q (3520.000000 sec): 3 clusters Score: Raw -2343956.573815 + Penalty 4773.030752 = -2339183.543063 nChanged 368 SP:Iteration 13Q (3520.070000 sec): 3 clusters Score: Raw -2344241.312052 + Penalty 4773.030752 = -2339468.281299 nChanged 295 SP:Iteration 14Q (3520.140000 sec): 3 clusters Score: Raw -2344477.449190 + Penalty 4773.030752 = -2339704.418438 nChanged 246 SP:Iteration 15Q (3520.200000 sec): 3 clusters Score: Raw -2344702.340556 + Penalty 4773.030752 = -2339929.309804 nChanged 203 SP:Iteration 16Q (3520.270000 sec): 3 clusters Score: Raw -2344904.710091 + Penalty 4773.030752 = -2340131.679338 nChanged 155 SP:Iteration 17Q (3520.340000 sec): 3 clusters Score: Raw -2345058.399778 + Penalty 4773.030752 = -2340285.369026 nChanged 120 SP:Iteration 18Q (3520.400000 sec): 3 clusters Score: Raw -2345154.684629 + Penalty 4773.030752 = -2340381.653877 nChanged 108 SP:Iteration 19Q (3520.460000 sec): 3 clusters Score: Raw -2345220.593260 + Penalty 4773.030752 = -2340447.562508 nChanged 73 SP:Iteration 20F (3520.530000 sec): 3 clusters Score: Raw -2345265.222924 + Penalty 4773.030752 = -2340492.192172 nChanged 62 SP:Iteration 21Q (3520.590000 sec): 3 clusters Score: Raw -2345300.075896 + Penalty 4773.030752 = -2340527.045143 nChanged 47 SP:Iteration 22Q (3520.650000 sec): 3 clusters Score: Raw -2345319.663894 + Penalty 4773.030752 = -2340546.633142 nChanged 29 SP:Iteration 23Q (3520.700000 sec): 3 clusters Score: Raw -2345329.770053 + Penalty 4773.030752 = -2340556.739301 nChanged 21 SP:Iteration 24Q (3520.760000 sec): 3 clusters Score: Raw -2345336.020063 + Penalty 4773.030752 = -2340562.989310 nChanged 13 SP:Iteration 25Q (3520.820000 sec): 3 clusters Score: Raw -2345340.338385 + Penalty 4773.030752 = -2340567.307633 nChanged 9 SP:Iteration 26Q (3520.880000 sec): 3 clusters Score: Raw -2345343.648375 + Penalty 4773.030752 = -2340570.617623 nChanged 6 SP:Iteration 27Q (3520.940000 sec): 3 clusters Score: Raw -2345344.944655 + Penalty 4773.030752 = -2340571.913903 nChanged 5 SP:Iteration 28Q (3520.990000 sec): 3 clusters Score: Raw -2345346.634229 + Penalty 4773.030752 = -2340573.603476 nChanged 5 SP:Iteration 29Q (3521.050000 sec): 3 clusters Score: Raw -2345347.883406 + Penalty 4773.030752 = -2340574.852653 nChanged 4 SP:Iteration 30Q (3521.110000 sec): 3 clusters Score: Raw -2345348.647736 + Penalty 4773.030752 = -2340575.616984 nChanged 1 SP:Iteration 31Q (3521.160000 sec): 3 clusters Score: Raw -2345348.851037 + Penalty 4773.030752 = -2340575.820284 nChanged 1 SP:Iteration 32Q (3521.220000 sec): 3 clusters Score: Raw -2345349.051708 + Penalty 4773.030752 = -2340576.020956 nChanged 1 SP:Iteration 33Q (3521.280000 sec): 3 clusters Score: Raw -2345349.524513 + Penalty 4773.030752 = -2340576.493761 nChanged 1 SP:Iteration 34Q (3521.340000 sec): 3 clusters Score: Raw -2345349.626399 + Penalty 4773.030752 = -2340576.595647 nChanged 0 SP:Iteration 35F (3521.410000 sec): 3 clusters Score: Raw -2345349.626399 + Penalty 4773.030752 = -2340576.595647 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 21 (7278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3521.450000 sec): 2 clusters Score: Raw -1127569.102941 + Penalty 2205.367622 = -1125363.735319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3521.490000 sec): 3 clusters Score: Raw -1123852.410543 + Penalty 4410.735244 = -1119441.675299 nChanged 2862 SP:Iteration 1F (3521.520000 sec): 3 clusters Score: Raw -1125334.843726 + Penalty 4410.735244 = -1120924.108483 nChanged 525 SP:Iteration 2F (3521.560000 sec): 3 clusters Score: Raw -1125618.343762 + Penalty 4410.735244 = -1121207.608518 nChanged 399 SP:Iteration 3F (3521.590000 sec): 3 clusters Score: Raw -1125852.395537 + Penalty 4410.735244 = -1121441.660293 nChanged 352 SP:Iteration 4Q (3521.630000 sec): 3 clusters Score: Raw -1126039.796325 + Penalty 4410.735244 = -1121629.061081 nChanged 298 SP:Iteration 5Q (3521.670000 sec): 3 clusters Score: Raw -1126204.171734 + Penalty 4410.735244 = -1121793.436491 nChanged 255 SP:Iteration 6Q (3521.700000 sec): 3 clusters Score: Raw -1126363.158532 + Penalty 4410.735244 = -1121952.423288 nChanged 270 SP:Iteration 7Q (3521.740000 sec): 3 clusters Score: Raw -1126540.808142 + Penalty 4410.735244 = -1122130.072899 nChanged 264 SP:Iteration 8Q (3521.780000 sec): 3 clusters Score: Raw -1126693.049972 + Penalty 4410.735244 = -1122282.314729 nChanged 248 SP:Iteration 9Q (3521.810000 sec): 3 clusters Score: Raw -1126815.761570 + Penalty 4410.735244 = -1122405.026326 nChanged 193 SP:Iteration 10Q (3521.840000 sec): 3 clusters Score: Raw -1126918.375932 + Penalty 4410.735244 = -1122507.640689 nChanged 189 SP:Iteration 11Q (3521.880000 sec): 3 clusters Score: Raw -1127013.860731 + Penalty 4410.735244 = -1122603.125488 nChanged 199 SP:Iteration 12Q (3521.920000 sec): 3 clusters Score: Raw -1127125.820954 + Penalty 4410.735244 = -1122715.085711 nChanged 194 SP:Iteration 13Q (3521.950000 sec): 3 clusters Score: Raw -1127244.375136 + Penalty 4410.735244 = -1122833.639893 nChanged 201 SP:Iteration 14Q (3521.990000 sec): 3 clusters Score: Raw -1127374.343705 + Penalty 4410.735244 = -1122963.608461 nChanged 214 SP:Iteration 15Q (3522.020000 sec): 3 clusters Score: Raw -1127543.451810 + Penalty 4410.735244 = -1123132.716566 nChanged 239 SP:Iteration 16Q (3522.060000 sec): 3 clusters Score: Raw -1127781.654131 + Penalty 4410.735244 = -1123370.918887 nChanged 276 SP:Iteration 17Q (3522.090000 sec): 3 clusters Score: Raw -1128132.261769 + Penalty 4410.735244 = -1123721.526526 nChanged 269 SP:Iteration 18Q (3522.120000 sec): 3 clusters Score: Raw -1128480.367231 + Penalty 4410.735244 = -1124069.631988 nChanged 270 SP:Iteration 19Q (3522.160000 sec): 3 clusters Score: Raw -1128711.901933 + Penalty 4410.735244 = -1124301.166689 nChanged 209 SP:Iteration 20F (3522.190000 sec): 3 clusters Score: Raw -1128868.783245 + Penalty 4410.735244 = -1124458.048002 nChanged 165 SP:Iteration 21Q (3522.220000 sec): 3 clusters Score: Raw -1128983.383326 + Penalty 4410.735244 = -1124572.648083 nChanged 132 SP:Iteration 22Q (3522.250000 sec): 3 clusters Score: Raw -1129088.141065 + Penalty 4410.735244 = -1124677.405822 nChanged 119 SP:Iteration 23Q (3522.280000 sec): 3 clusters Score: Raw -1129215.521384 + Penalty 4410.735244 = -1124804.786140 nChanged 136 SP:Iteration 24Q (3522.320000 sec): 3 clusters Score: Raw -1129375.126111 + Penalty 4410.735244 = -1124964.390867 nChanged 122 SP:Iteration 25Q (3522.340000 sec): 3 clusters Score: Raw -1129512.077317 + Penalty 4410.735244 = -1125101.342074 nChanged 80 SP:Iteration 26Q (3522.380000 sec): 3 clusters Score: Raw -1129571.613521 + Penalty 4410.735244 = -1125160.878278 nChanged 49 SP:Iteration 27Q (3522.400000 sec): 3 clusters Score: Raw -1129598.453382 + Penalty 4410.735244 = -1125187.718138 nChanged 35 SP:Iteration 28Q (3522.430000 sec): 3 clusters Score: Raw -1129612.675431 + Penalty 4410.735244 = -1125201.940187 nChanged 22 SP:Iteration 29Q (3522.460000 sec): 3 clusters Score: Raw -1129619.754050 + Penalty 4410.735244 = -1125209.018806 nChanged 17 SP:Iteration 30Q (3522.490000 sec): 3 clusters Score: Raw -1129625.031612 + Penalty 4410.735244 = -1125214.296368 nChanged 10 SP:Iteration 31Q (3522.520000 sec): 3 clusters Score: Raw -1129628.198734 + Penalty 4410.735244 = -1125217.463490 nChanged 7 SP:Iteration 32Q (3522.550000 sec): 3 clusters Score: Raw -1129629.960545 + Penalty 4410.735244 = -1125219.225301 nChanged 5 SP:Iteration 33Q (3522.580000 sec): 3 clusters Score: Raw -1129630.978954 + Penalty 4410.735244 = -1125220.243710 nChanged 3 SP:Iteration 34Q (3522.600000 sec): 3 clusters Score: Raw -1129631.586718 + Penalty 4410.735244 = -1125220.851474 nChanged 1 SP:Iteration 35Q (3522.640000 sec): 3 clusters Score: Raw -1129631.728562 + Penalty 4410.735244 = -1125220.993318 nChanged 0 SP:Iteration 36F (3522.670000 sec): 3 clusters Score: Raw -1129631.728562 + Penalty 4410.735244 = -1125220.993318 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 22 (4604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3522.700000 sec): 2 clusters Score: Raw -714599.058979 + Penalty 2091.800831 = -712507.258148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3522.720000 sec): 3 clusters Score: Raw -712391.048765 + Penalty 4183.601662 = -708207.447103 nChanged 1769 SP:Iteration 1F (3522.740000 sec): 3 clusters Score: Raw -713372.268181 + Penalty 4183.601662 = -709188.666519 nChanged 351 SP:Iteration 2F (3522.760000 sec): 3 clusters Score: Raw -713562.137178 + Penalty 4183.601662 = -709378.535516 nChanged 211 SP:Iteration 3Q (3522.780000 sec): 3 clusters Score: Raw -713673.885350 + Penalty 4183.601662 = -709490.283688 nChanged 155 SP:Iteration 4Q (3522.810000 sec): 3 clusters Score: Raw -713748.913722 + Penalty 4183.601662 = -709565.312060 nChanged 129 SP:Iteration 5Q (3522.830000 sec): 3 clusters Score: Raw -713812.766179 + Penalty 4183.601662 = -709629.164518 nChanged 99 SP:Iteration 6Q (3522.860000 sec): 3 clusters Score: Raw -713856.456206 + Penalty 4183.601662 = -709672.854544 nChanged 73 SP:Iteration 7Q (3522.880000 sec): 3 clusters Score: Raw -713886.182951 + Penalty 4183.601662 = -709702.581289 nChanged 65 SP:Iteration 8Q (3522.900000 sec): 3 clusters Score: Raw -713919.305158 + Penalty 4183.601662 = -709735.703496 nChanged 79 SP:Iteration 9Q (3522.920000 sec): 3 clusters Score: Raw -713956.060178 + Penalty 4183.601662 = -709772.458516 nChanged 63 SP:Iteration 10Q (3522.950000 sec): 3 clusters Score: Raw -713985.248027 + Penalty 4183.601662 = -709801.646365 nChanged 59 SP:Iteration 11Q (3522.970000 sec): 3 clusters Score: Raw -714012.127027 + Penalty 4183.601662 = -709828.525365 nChanged 49 SP:Iteration 12Q (3522.990000 sec): 3 clusters Score: Raw -714031.343135 + Penalty 4183.601662 = -709847.741474 nChanged 51 SP:Iteration 13Q (3523.020000 sec): 3 clusters Score: Raw -714049.935635 + Penalty 4183.601662 = -709866.333974 nChanged 42 SP:Iteration 14Q (3523.040000 sec): 3 clusters Score: Raw -714062.480410 + Penalty 4183.601662 = -709878.878748 nChanged 25 SP:Iteration 15Q (3523.060000 sec): 3 clusters Score: Raw -714072.307827 + Penalty 4183.601662 = -709888.706165 nChanged 35 SP:Iteration 16Q (3523.080000 sec): 3 clusters Score: Raw -714084.484294 + Penalty 4183.601662 = -709900.882632 nChanged 33 SP:Iteration 17Q (3523.100000 sec): 3 clusters Score: Raw -714096.274417 + Penalty 4183.601662 = -709912.672755 nChanged 37 SP:Iteration 18Q (3523.130000 sec): 3 clusters Score: Raw -714112.557111 + Penalty 4183.601662 = -709928.955450 nChanged 47 SP:Iteration 19Q (3523.150000 sec): 3 clusters Score: Raw -714131.993443 + Penalty 4183.601662 = -709948.391781 nChanged 43 SP:Iteration 20F (3523.170000 sec): 3 clusters Score: Raw -714151.246884 + Penalty 4183.601662 = -709967.645222 nChanged 49 SP:Iteration 21Q (3523.200000 sec): 3 clusters Score: Raw -714171.265936 + Penalty 4183.601662 = -709987.664275 nChanged 46 SP:Iteration 22Q (3523.220000 sec): 3 clusters Score: Raw -714192.998343 + Penalty 4183.601662 = -710009.396681 nChanged 47 SP:Iteration 23Q (3523.240000 sec): 3 clusters Score: Raw -714214.465398 + Penalty 4183.601662 = -710030.863736 nChanged 59 SP:Iteration 24Q (3523.260000 sec): 3 clusters Score: Raw -714245.968350 + Penalty 4183.601662 = -710062.366688 nChanged 66 SP:Iteration 25Q (3523.290000 sec): 3 clusters Score: Raw -714281.478039 + Penalty 4183.601662 = -710097.876377 nChanged 77 SP:Iteration 26Q (3523.310000 sec): 3 clusters Score: Raw -714318.305059 + Penalty 4183.601662 = -710134.703397 nChanged 73 SP:Iteration 27Q (3523.330000 sec): 3 clusters Score: Raw -714360.154978 + Penalty 4183.601662 = -710176.553316 nChanged 81 SP:Iteration 28Q (3523.360000 sec): 3 clusters Score: Raw -714412.814129 + Penalty 4183.601662 = -710229.212467 nChanged 78 SP:Iteration 29Q (3523.380000 sec): 3 clusters Score: Raw -714449.892505 + Penalty 4183.601662 = -710266.290843 nChanged 71 SP:Iteration 30Q (3523.400000 sec): 3 clusters Score: Raw -714484.330305 + Penalty 4183.601662 = -710300.728643 nChanged 66 SP:Iteration 31Q (3523.420000 sec): 3 clusters Score: Raw -714515.419150 + Penalty 4183.601662 = -710331.817488 nChanged 67 SP:Iteration 32Q (3523.440000 sec): 3 clusters Score: Raw -714549.489471 + Penalty 4183.601662 = -710365.887809 nChanged 69 SP:Iteration 33Q (3523.470000 sec): 3 clusters Score: Raw -714581.791349 + Penalty 4183.601662 = -710398.189687 nChanged 49 SP:Iteration 34Q (3523.490000 sec): 3 clusters Score: Raw -714602.729064 + Penalty 4183.601662 = -710419.127402 nChanged 41 SP:Iteration 35Q (3523.510000 sec): 3 clusters Score: Raw -714620.777603 + Penalty 4183.601662 = -710437.175941 nChanged 41 SP:Iteration 36Q (3523.540000 sec): 3 clusters Score: Raw -714641.860750 + Penalty 4183.601662 = -710458.259088 nChanged 39 SP:Iteration 37Q (3523.560000 sec): 3 clusters Score: Raw -714658.767009 + Penalty 4183.601662 = -710475.165347 nChanged 36 SP:Iteration 38Q (3523.580000 sec): 3 clusters Score: Raw -714679.727232 + Penalty 4183.601662 = -710496.125570 nChanged 40 SP:Iteration 39Q (3523.600000 sec): 3 clusters Score: Raw -714701.292169 + Penalty 4183.601662 = -710517.690507 nChanged 42 SP:Iteration 40F (3523.620000 sec): 3 clusters Score: Raw -714723.666758 + Penalty 4183.601662 = -710540.065096 nChanged 44 SP:Iteration 41Q (3523.640000 sec): 3 clusters Score: Raw -714745.103443 + Penalty 4183.601662 = -710561.501781 nChanged 45 SP:Iteration 42Q (3523.670000 sec): 3 clusters Score: Raw -714775.895673 + Penalty 4183.601662 = -710592.294011 nChanged 50 SP:Iteration 43Q (3523.690000 sec): 3 clusters Score: Raw -714803.116531 + Penalty 4183.601662 = -710619.514869 nChanged 40 SP:Iteration 44Q (3523.710000 sec): 3 clusters Score: Raw -714823.314111 + Penalty 4183.601662 = -710639.712450 nChanged 31 SP:Iteration 45Q (3523.730000 sec): 3 clusters Score: Raw -714837.279298 + Penalty 4183.601662 = -710653.677636 nChanged 26 SP:Iteration 46Q (3523.760000 sec): 3 clusters Score: Raw -714849.395975 + Penalty 4183.601662 = -710665.794313 nChanged 32 SP:Iteration 47Q (3523.780000 sec): 3 clusters Score: Raw -714861.694985 + Penalty 4183.601662 = -710678.093323 nChanged 23 SP:Iteration 48Q (3523.800000 sec): 3 clusters Score: Raw -714869.415712 + Penalty 4183.601662 = -710685.814050 nChanged 9 SP:Iteration 49Q (3523.820000 sec): 3 clusters Score: Raw -714872.180049 + Penalty 4183.601662 = -710688.578387 nChanged 9 SP:Iteration 50Q (3523.840000 sec): 3 clusters Score: Raw -714876.272518 + Penalty 4183.601662 = -710692.670856 nChanged 6 SP:Iteration 51Q (3523.860000 sec): 3 clusters Score: Raw -714877.516930 + Penalty 4183.601662 = -710693.915268 nChanged 4 SP:Iteration 52Q (3523.890000 sec): 3 clusters Score: Raw -714878.469462 + Penalty 4183.601662 = -710694.867800 nChanged 1 SP:Iteration 53Q (3523.910000 sec): 3 clusters Score: Raw -714878.952728 + Penalty 4183.601662 = -710695.351066 nChanged 1 SP:Iteration 54Q (3523.930000 sec): 3 clusters Score: Raw -714879.110474 + Penalty 4183.601662 = -710695.508812 nChanged 0 SP:Iteration 55F (3523.960000 sec): 3 clusters Score: Raw -714879.110474 + Penalty 4183.601662 = -710695.508812 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 23 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3523.960000 sec): 2 clusters Score: Raw -87033.041554 + Penalty 1574.152524 = -85458.889030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3523.960000 sec): 3 clusters Score: Raw -86995.812604 + Penalty 3148.305048 = -83847.507556 nChanged 106 SP:Iteration 1F (3523.970000 sec): 3 clusters Score: Raw -87173.467176 + Penalty 3148.305048 = -84025.162128 nChanged 27 SP:Iteration 2Q (3523.970000 sec): 3 clusters Score: Raw -87223.099464 + Penalty 3148.305048 = -84074.794416 nChanged 9 SP:Iteration 3Q (3523.970000 sec): 3 clusters Score: Raw -87247.884468 + Penalty 3148.305048 = -84099.579420 nChanged 6 SP:Iteration 4Q (3523.980000 sec): 3 clusters Score: Raw -87259.943794 + Penalty 3148.305048 = -84111.638746 nChanged 3 SP:Iteration 5Q (3523.980000 sec): 3 clusters Score: Raw -87269.830023 + Penalty 3148.305048 = -84121.524975 nChanged 3 SP:Iteration 6Q (3523.980000 sec): 3 clusters Score: Raw -87273.716106 + Penalty 3148.305048 = -84125.411058 nChanged 0 SP:Iteration 7F (3523.980000 sec): 3 clusters Score: Raw -87273.716106 + Penalty 3148.305048 = -84125.411058 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 24 (4329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3524.010000 sec): 2 clusters Score: Raw -667992.469296 + Penalty 2076.526778 = -665915.942518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3524.030000 sec): 3 clusters Score: Raw -666010.762346 + Penalty 4153.053556 = -661857.708790 nChanged 1592 SP:Iteration 1F (3524.050000 sec): 3 clusters Score: Raw -667126.066448 + Penalty 4153.053556 = -662973.012891 nChanged 410 SP:Iteration 2F (3524.070000 sec): 3 clusters Score: Raw -667536.174486 + Penalty 4153.053556 = -663383.120930 nChanged 305 SP:Iteration 3F (3524.090000 sec): 3 clusters Score: Raw -667815.148363 + Penalty 4153.053556 = -663662.094806 nChanged 255 SP:Iteration 4F (3524.120000 sec): 3 clusters Score: Raw -668045.031936 + Penalty 4153.053556 = -663891.978380 nChanged 213 SP:Iteration 5Q (3524.140000 sec): 3 clusters Score: Raw -668243.169637 + Penalty 4153.053556 = -664090.116081 nChanged 163 SP:Iteration 6Q (3524.160000 sec): 3 clusters Score: Raw -668355.556803 + Penalty 4153.053556 = -664202.503247 nChanged 98 SP:Iteration 7Q (3524.180000 sec): 3 clusters Score: Raw -668416.468125 + Penalty 4153.053556 = -664263.414569 nChanged 71 SP:Iteration 8Q (3524.200000 sec): 3 clusters Score: Raw -668461.550193 + Penalty 4153.053556 = -664308.496636 nChanged 58 SP:Iteration 9Q (3524.220000 sec): 3 clusters Score: Raw -668495.858843 + Penalty 4153.053556 = -664342.805287 nChanged 45 SP:Iteration 10Q (3524.240000 sec): 3 clusters Score: Raw -668519.156811 + Penalty 4153.053556 = -664366.103255 nChanged 31 SP:Iteration 11Q (3524.260000 sec): 3 clusters Score: Raw -668538.849429 + Penalty 4153.053556 = -664385.795872 nChanged 24 SP:Iteration 12Q (3524.280000 sec): 3 clusters Score: Raw -668551.577307 + Penalty 4153.053556 = -664398.523751 nChanged 14 SP:Iteration 13Q (3524.300000 sec): 3 clusters Score: Raw -668558.130588 + Penalty 4153.053556 = -664405.077032 nChanged 9 SP:Iteration 14Q (3524.320000 sec): 3 clusters Score: Raw -668561.708826 + Penalty 4153.053556 = -664408.655270 nChanged 7 SP:Iteration 15Q (3524.350000 sec): 3 clusters Score: Raw -668565.421232 + Penalty 4153.053556 = -664412.367675 nChanged 10 SP:Iteration 16Q (3524.370000 sec): 3 clusters Score: Raw -668569.751401 + Penalty 4153.053556 = -664416.697845 nChanged 8 SP:Iteration 17Q (3524.390000 sec): 3 clusters Score: Raw -668574.477145 + Penalty 4153.053556 = -664421.423588 nChanged 10 SP:Iteration 18Q (3524.410000 sec): 3 clusters Score: Raw -668578.994643 + Penalty 4153.053556 = -664425.941086 nChanged 8 SP:Iteration 19Q (3524.430000 sec): 3 clusters Score: Raw -668582.490905 + Penalty 4153.053556 = -664429.437349 nChanged 10 SP:Iteration 20F (3524.450000 sec): 3 clusters Score: Raw -668588.037185 + Penalty 4153.053556 = -664434.983629 nChanged 8 SP:Iteration 21Q (3524.470000 sec): 3 clusters Score: Raw -668593.284619 + Penalty 4153.053556 = -664440.231062 nChanged 12 SP:Iteration 22Q (3524.500000 sec): 3 clusters Score: Raw -668598.685736 + Penalty 4153.053556 = -664445.632180 nChanged 10 SP:Iteration 23Q (3524.520000 sec): 3 clusters Score: Raw -668605.008563 + Penalty 4153.053556 = -664451.955007 nChanged 14 SP:Iteration 24Q (3524.540000 sec): 3 clusters Score: Raw -668616.142391 + Penalty 4153.053556 = -664463.088835 nChanged 17 SP:Iteration 25Q (3524.560000 sec): 3 clusters Score: Raw -668630.627835 + Penalty 4153.053556 = -664477.574279 nChanged 14 SP:Iteration 26Q (3524.580000 sec): 3 clusters Score: Raw -668638.712287 + Penalty 4153.053556 = -664485.658731 nChanged 10 SP:Iteration 27Q (3524.600000 sec): 3 clusters Score: Raw -668643.166836 + Penalty 4153.053556 = -664490.113280 nChanged 6 SP:Iteration 28Q (3524.620000 sec): 3 clusters Score: Raw -668646.493117 + Penalty 4153.053556 = -664493.439561 nChanged 5 SP:Iteration 29Q (3524.640000 sec): 3 clusters Score: Raw -668649.756899 + Penalty 4153.053556 = -664496.703343 nChanged 8 SP:Iteration 30Q (3524.660000 sec): 3 clusters Score: Raw -668652.871742 + Penalty 4153.053556 = -664499.818186 nChanged 2 SP:Iteration 31Q (3524.680000 sec): 3 clusters Score: Raw -668654.056209 + Penalty 4153.053556 = -664501.002652 nChanged 3 SP:Iteration 32Q (3524.700000 sec): 3 clusters Score: Raw -668656.564247 + Penalty 4153.053556 = -664503.510691 nChanged 6 SP:Iteration 33Q (3524.720000 sec): 3 clusters Score: Raw -668659.560658 + Penalty 4153.053556 = -664506.507102 nChanged 4 SP:Iteration 34Q (3524.740000 sec): 3 clusters Score: Raw -668661.612472 + Penalty 4153.053556 = -664508.558915 nChanged 2 SP:Iteration 35Q (3524.760000 sec): 3 clusters Score: Raw -668662.380136 + Penalty 4153.053556 = -664509.326580 nChanged 0 SP:Iteration 36F (3524.790000 sec): 3 clusters Score: Raw -668662.380136 + Penalty 4153.053556 = -664509.326580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 25 (24367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3524.890000 sec): 2 clusters Score: Raw -3756871.708812 + Penalty 2505.044289 = -3754366.664523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3525.020000 sec): 3 clusters Score: Raw -3742507.006446 + Penalty 5010.088578 = -3737496.917867 nChanged 10805 SP:Iteration 1F (3525.150000 sec): 3 clusters Score: Raw -3748316.790713 + Penalty 5010.088578 = -3743306.702135 nChanged 1225 SP:Iteration 2F (3525.270000 sec): 3 clusters Score: Raw -3748756.935323 + Penalty 5010.088578 = -3743746.846744 nChanged 1108 SP:Iteration 3Q (3525.390000 sec): 3 clusters Score: Raw -3749175.166742 + Penalty 5010.088578 = -3744165.078163 nChanged 1052 SP:Iteration 4Q (3525.520000 sec): 3 clusters Score: Raw -3749592.356101 + Penalty 5010.088578 = -3744582.267523 nChanged 1072 SP:Iteration 5Q (3525.650000 sec): 3 clusters Score: Raw -3750094.889542 + Penalty 5010.088578 = -3745084.800964 nChanged 1201 SP:Iteration 6Q (3525.770000 sec): 3 clusters Score: Raw -3750758.022041 + Penalty 5010.088578 = -3745747.933463 nChanged 1429 SP:Iteration 7F (3525.900000 sec): 3 clusters Score: Raw -3751680.678623 + Penalty 5010.088578 = -3746670.590044 nChanged 1499 SP:Iteration 8F (3526.020000 sec): 3 clusters Score: Raw -3752824.041020 + Penalty 5010.088578 = -3747813.952442 nChanged 1471 SP:Iteration 9F (3526.140000 sec): 3 clusters Score: Raw -3754048.294643 + Penalty 5010.088578 = -3749038.206065 nChanged 1252 SP:Iteration 10F (3526.270000 sec): 3 clusters Score: Raw -3755123.608773 + Penalty 5010.088578 = -3750113.520195 nChanged 939 SP:Iteration 11Q (3526.390000 sec): 3 clusters Score: Raw -3755934.572276 + Penalty 5010.088578 = -3750924.483698 nChanged 624 SP:Iteration 12Q (3526.500000 sec): 3 clusters Score: Raw -3756484.572605 + Penalty 5010.088578 = -3751474.484027 nChanged 347 SP:Iteration 13Q (3526.610000 sec): 3 clusters Score: Raw -3756799.497770 + Penalty 5010.088578 = -3751789.409192 nChanged 196 SP:Iteration 14Q (3526.710000 sec): 3 clusters Score: Raw -3756947.718598 + Penalty 5010.088578 = -3751937.630020 nChanged 105 SP:Iteration 15Q (3526.800000 sec): 3 clusters Score: Raw -3757029.958811 + Penalty 5010.088578 = -3752019.870233 nChanged 70 SP:Iteration 16Q (3526.900000 sec): 3 clusters Score: Raw -3757081.784035 + Penalty 5010.088578 = -3752071.695457 nChanged 49 SP:Iteration 17Q (3526.990000 sec): 3 clusters Score: Raw -3757122.514470 + Penalty 5010.088578 = -3752112.425892 nChanged 42 SP:Iteration 18Q (3527.090000 sec): 3 clusters Score: Raw -3757150.395536 + Penalty 5010.088578 = -3752140.306958 nChanged 34 SP:Iteration 19Q (3527.180000 sec): 3 clusters Score: Raw -3757170.304239 + Penalty 5010.088578 = -3752160.215661 nChanged 17 SP:Iteration 20F (3527.300000 sec): 3 clusters Score: Raw -3757180.934218 + Penalty 5010.088578 = -3752170.845640 nChanged 20 SP:Iteration 21Q (3527.400000 sec): 3 clusters Score: Raw -3757193.537248 + Penalty 5010.088578 = -3752183.448670 nChanged 19 SP:Iteration 22Q (3527.490000 sec): 3 clusters Score: Raw -3757205.738391 + Penalty 5010.088578 = -3752195.649812 nChanged 13 SP:Iteration 23Q (3527.580000 sec): 3 clusters Score: Raw -3757219.911411 + Penalty 5010.088578 = -3752209.822832 nChanged 17 SP:Iteration 24Q (3527.680000 sec): 3 clusters Score: Raw -3757234.970610 + Penalty 5010.088578 = -3752224.882031 nChanged 12 SP:Iteration 25Q (3527.760000 sec): 3 clusters Score: Raw -3757244.958822 + Penalty 5010.088578 = -3752234.870244 nChanged 14 SP:Iteration 26Q (3527.860000 sec): 3 clusters Score: Raw -3757255.963934 + Penalty 5010.088578 = -3752245.875356 nChanged 13 SP:Iteration 27Q (3527.950000 sec): 3 clusters Score: Raw -3757267.669955 + Penalty 5010.088578 = -3752257.581377 nChanged 15 SP:Iteration 28Q (3528.040000 sec): 3 clusters Score: Raw -3757280.573169 + Penalty 5010.088578 = -3752270.484590 nChanged 6 SP:Iteration 29Q (3528.130000 sec): 3 clusters Score: Raw -3757284.070964 + Penalty 5010.088578 = -3752273.982386 nChanged 3 SP:Iteration 30Q (3528.220000 sec): 3 clusters Score: Raw -3757286.713024 + Penalty 5010.088578 = -3752276.624445 nChanged 3 SP:Iteration 31Q (3528.310000 sec): 3 clusters Score: Raw -3757288.451836 + Penalty 5010.088578 = -3752278.363258 nChanged 3 SP:Iteration 32Q (3528.400000 sec): 3 clusters Score: Raw -3757289.896037 + Penalty 5010.088578 = -3752279.807458 nChanged 0 SP:Iteration 33F (3528.520000 sec): 3 clusters Score: Raw -3757289.896037 + Penalty 5010.088578 = -3752279.807458 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 26 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3528.540000 sec): 2 clusters Score: Raw -99071.563909 + Penalty 1624.667923 = -97446.895986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3528.540000 sec): 3 clusters Score: Raw -98979.363215 + Penalty 3249.335846 = -95730.027369 nChanged 145 SP:Iteration 1F (3528.540000 sec): 3 clusters Score: Raw -99234.306985 + Penalty 3249.335846 = -95984.971139 nChanged 51 SP:Iteration 2F (3528.550000 sec): 3 clusters Score: Raw -99341.617798 + Penalty 3249.335846 = -96092.281952 nChanged 30 SP:Iteration 3Q (3528.550000 sec): 3 clusters Score: Raw -99422.912368 + Penalty 3249.335846 = -96173.576522 nChanged 33 SP:Iteration 4Q (3528.560000 sec): 3 clusters Score: Raw -99515.355072 + Penalty 3249.335846 = -96266.019226 nChanged 32 SP:Iteration 5Q (3528.560000 sec): 3 clusters Score: Raw -99629.733064 + Penalty 3249.335846 = -96380.397217 nChanged 37 SP:Iteration 6F (3528.560000 sec): 3 clusters Score: Raw -99866.793853 + Penalty 3249.335846 = -96617.458007 nChanged 37 SP:Iteration 7F (3528.560000 sec): 3 clusters Score: Raw -100160.258211 + Penalty 3249.335846 = -96910.922365 nChanged 22 SP:Iteration 8Q (3528.570000 sec): 3 clusters Score: Raw -100220.881479 + Penalty 3249.335846 = -96971.545633 nChanged 10 SP:Iteration 9Q (3528.570000 sec): 3 clusters Score: Raw -100250.025201 + Penalty 3249.335846 = -97000.689355 nChanged 7 SP:Iteration 10Q (3528.570000 sec): 3 clusters Score: Raw -100277.050067 + Penalty 3249.335846 = -97027.714220 nChanged 6 SP:Iteration 11Q (3528.580000 sec): 3 clusters Score: Raw -100301.418125 + Penalty 3249.335846 = -97052.082279 nChanged 7 SP:Iteration 12Q (3528.580000 sec): 3 clusters Score: Raw -100327.839390 + Penalty 3249.335846 = -97078.503544 nChanged 5 SP:Iteration 13Q (3528.580000 sec): 3 clusters Score: Raw -100346.487778 + Penalty 3249.335846 = -97097.151932 nChanged 2 SP:Iteration 14Q (3528.580000 sec): 3 clusters Score: Raw -100354.416000 + Penalty 3249.335846 = -97105.080154 nChanged 1 SP:Iteration 15Q (3528.580000 sec): 3 clusters Score: Raw -100357.391870 + Penalty 3249.335846 = -97108.056024 nChanged 0 SP:Iteration 16F (3528.590000 sec): 3 clusters Score: Raw -100357.391870 + Penalty 3249.335846 = -97108.056024 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 27 (8265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3528.630000 sec): 2 clusters Score: Raw -1194542.645412 + Penalty 2236.906683 = -1192305.738729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3528.670000 sec): 3 clusters Score: Raw -1190178.255677 + Penalty 4473.813365 = -1185704.442312 nChanged 3360 SP:Iteration 1F (3528.710000 sec): 3 clusters Score: Raw -1192124.201473 + Penalty 4473.813365 = -1187650.388107 nChanged 626 SP:Iteration 2F (3528.750000 sec): 3 clusters Score: Raw -1192515.164868 + Penalty 4473.813365 = -1188041.351503 nChanged 514 SP:Iteration 3F (3528.790000 sec): 3 clusters Score: Raw -1192875.296120 + Penalty 4473.813365 = -1188401.482755 nChanged 465 SP:Iteration 4F (3528.830000 sec): 3 clusters Score: Raw -1193164.573737 + Penalty 4473.813365 = -1188690.760372 nChanged 414 SP:Iteration 5F (3528.880000 sec): 3 clusters Score: Raw -1193474.595323 + Penalty 4473.813365 = -1189000.781958 nChanged 428 SP:Iteration 6F (3528.920000 sec): 3 clusters Score: Raw -1193782.807853 + Penalty 4473.813365 = -1189308.994488 nChanged 380 SP:Iteration 7Q (3528.960000 sec): 3 clusters Score: Raw -1194051.452246 + Penalty 4473.813365 = -1189577.638881 nChanged 331 SP:Iteration 8Q (3529.000000 sec): 3 clusters Score: Raw -1194270.447895 + Penalty 4473.813365 = -1189796.634530 nChanged 314 SP:Iteration 9Q (3529.040000 sec): 3 clusters Score: Raw -1194463.074115 + Penalty 4473.813365 = -1189989.260750 nChanged 258 SP:Iteration 10Q (3529.080000 sec): 3 clusters Score: Raw -1194600.055326 + Penalty 4473.813365 = -1190126.241961 nChanged 202 SP:Iteration 11Q (3529.120000 sec): 3 clusters Score: Raw -1194692.017403 + Penalty 4473.813365 = -1190218.204038 nChanged 156 SP:Iteration 12Q (3529.160000 sec): 3 clusters Score: Raw -1194747.302697 + Penalty 4473.813365 = -1190273.489332 nChanged 110 SP:Iteration 13Q (3529.200000 sec): 3 clusters Score: Raw -1194784.068511 + Penalty 4473.813365 = -1190310.255146 nChanged 90 SP:Iteration 14Q (3529.230000 sec): 3 clusters Score: Raw -1194812.362807 + Penalty 4473.813365 = -1190338.549442 nChanged 76 SP:Iteration 15Q (3529.270000 sec): 3 clusters Score: Raw -1194835.834691 + Penalty 4473.813365 = -1190362.021326 nChanged 62 SP:Iteration 16Q (3529.310000 sec): 3 clusters Score: Raw -1194855.723270 + Penalty 4473.813365 = -1190381.909905 nChanged 77 SP:Iteration 17Q (3529.350000 sec): 3 clusters Score: Raw -1194882.344296 + Penalty 4473.813365 = -1190408.530931 nChanged 81 SP:Iteration 18Q (3529.390000 sec): 3 clusters Score: Raw -1194906.358024 + Penalty 4473.813365 = -1190432.544659 nChanged 64 SP:Iteration 19Q (3529.430000 sec): 3 clusters Score: Raw -1194926.142205 + Penalty 4473.813365 = -1190452.328840 nChanged 51 SP:Iteration 20F (3529.470000 sec): 3 clusters Score: Raw -1194940.638714 + Penalty 4473.813365 = -1190466.825349 nChanged 46 SP:Iteration 21Q (3529.510000 sec): 3 clusters Score: Raw -1194954.028366 + Penalty 4473.813365 = -1190480.215001 nChanged 42 SP:Iteration 22Q (3529.550000 sec): 3 clusters Score: Raw -1194964.921440 + Penalty 4473.813365 = -1190491.108075 nChanged 40 SP:Iteration 23Q (3529.590000 sec): 3 clusters Score: Raw -1194976.628367 + Penalty 4473.813365 = -1190502.815002 nChanged 39 SP:Iteration 24Q (3529.620000 sec): 3 clusters Score: Raw -1194986.755234 + Penalty 4473.813365 = -1190512.941869 nChanged 35 SP:Iteration 25Q (3529.660000 sec): 3 clusters Score: Raw -1194994.528575 + Penalty 4473.813365 = -1190520.715210 nChanged 28 SP:Iteration 26Q (3529.700000 sec): 3 clusters Score: Raw -1195001.890404 + Penalty 4473.813365 = -1190528.077039 nChanged 30 SP:Iteration 27Q (3529.740000 sec): 3 clusters Score: Raw -1195009.994885 + Penalty 4473.813365 = -1190536.181520 nChanged 32 SP:Iteration 28Q (3529.780000 sec): 3 clusters Score: Raw -1195018.591555 + Penalty 4473.813365 = -1190544.778190 nChanged 36 SP:Iteration 29Q (3529.820000 sec): 3 clusters Score: Raw -1195024.992113 + Penalty 4473.813365 = -1190551.178748 nChanged 16 SP:Iteration 30Q (3529.850000 sec): 3 clusters Score: Raw -1195028.385508 + Penalty 4473.813365 = -1190554.572143 nChanged 17 SP:Iteration 31Q (3529.890000 sec): 3 clusters Score: Raw -1195032.032544 + Penalty 4473.813365 = -1190558.219179 nChanged 19 SP:Iteration 32Q (3529.930000 sec): 3 clusters Score: Raw -1195036.106756 + Penalty 4473.813365 = -1190562.293391 nChanged 11 SP:Iteration 33Q (3529.970000 sec): 3 clusters Score: Raw -1195037.610846 + Penalty 4473.813365 = -1190563.797480 nChanged 10 SP:Iteration 34Q (3530.010000 sec): 3 clusters Score: Raw -1195038.767416 + Penalty 4473.813365 = -1190564.954051 nChanged 6 SP:Iteration 35Q (3530.050000 sec): 3 clusters Score: Raw -1195039.779244 + Penalty 4473.813365 = -1190565.965878 nChanged 6 SP:Iteration 36Q (3530.080000 sec): 3 clusters Score: Raw -1195040.450455 + Penalty 4473.813365 = -1190566.637090 nChanged 1 SP:Iteration 37Q (3530.120000 sec): 3 clusters Score: Raw -1195040.488945 + Penalty 4473.813365 = -1190566.675580 nChanged 0 SP:Iteration 38F (3530.160000 sec): 3 clusters Score: Raw -1195040.488945 + Penalty 4473.813365 = -1190566.675580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 28 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.170000 sec): 2 clusters Score: Raw -37843.632796 + Penalty 1394.756342 = -36448.876455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.180000 sec): 3 clusters Score: Raw -38021.487501 + Penalty 2789.512683 = -35231.974818 nChanged 30 SP:Iteration 1F (3530.180000 sec): 3 clusters Score: Raw -38125.974328 + Penalty 2789.512683 = -35336.461645 nChanged 7 SP:Iteration 2Q (3530.180000 sec): 3 clusters Score: Raw -38151.472006 + Penalty 2789.512683 = -35361.959322 nChanged 3 SP:Iteration 3Q (3530.180000 sec): 3 clusters Score: Raw -38159.243455 + Penalty 2789.512683 = -35369.730772 nChanged 1 SP:Iteration 4Q (3530.180000 sec): 3 clusters Score: Raw -38166.720688 + Penalty 2789.512683 = -35377.208005 nChanged 0 SP:Iteration 5F (3530.180000 sec): 3 clusters Score: Raw -38166.720688 + Penalty 2789.512683 = -35377.208005 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 29 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.180000 sec): 2 clusters Score: Raw -13004.548906 + Penalty 1139.589723 = -11864.959184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.180000 sec): 3 clusters Score: Raw -13358.846378 + Penalty 2279.179446 = -11079.666933 nChanged 1 SP:Iteration 1Q (3530.190000 sec): 3 clusters Score: Raw -13370.037328 + Penalty 2279.179446 = -11090.857883 nChanged 0 SP:Iteration 2F (3530.190000 sec): 3 clusters Score: Raw -13370.037328 + Penalty 2279.179446 = -11090.857883 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 30 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.190000 sec): 2 clusters Score: Raw -81048.779650 + Penalty 1559.849462 = -79488.930189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.200000 sec): 3 clusters Score: Raw -81015.607772 + Penalty 3119.698923 = -77895.908849 nChanged 92 SP:Iteration 1F (3530.200000 sec): 3 clusters Score: Raw -81200.213638 + Penalty 3119.698923 = -78080.514715 nChanged 29 SP:Iteration 2F (3530.200000 sec): 3 clusters Score: Raw -81258.476701 + Penalty 3119.698923 = -78138.777777 nChanged 13 SP:Iteration 3Q (3530.200000 sec): 3 clusters Score: Raw -81280.322255 + Penalty 3119.698923 = -78160.623332 nChanged 4 SP:Iteration 4Q (3530.200000 sec): 3 clusters Score: Raw -81291.187090 + Penalty 3119.698923 = -78171.488167 nChanged 6 SP:Iteration 5Q (3530.210000 sec): 3 clusters Score: Raw -81304.367245 + Penalty 3119.698923 = -78184.668321 nChanged 5 SP:Iteration 6Q (3530.210000 sec): 3 clusters Score: Raw -81315.320716 + Penalty 3119.698923 = -78195.621793 nChanged 2 SP:Iteration 7Q (3530.210000 sec): 3 clusters Score: Raw -81321.376035 + Penalty 3119.698923 = -78201.677112 nChanged 3 SP:Iteration 8Q (3530.220000 sec): 3 clusters Score: Raw -81330.527273 + Penalty 3119.698923 = -78210.828349 nChanged 4 SP:Iteration 9Q (3530.220000 sec): 3 clusters Score: Raw -81336.401587 + Penalty 3119.698923 = -78216.702663 nChanged 3 SP:Iteration 10Q (3530.220000 sec): 3 clusters Score: Raw -81342.241042 + Penalty 3119.698923 = -78222.542119 nChanged 3 SP:Iteration 11Q (3530.220000 sec): 3 clusters Score: Raw -81349.157691 + Penalty 3119.698923 = -78229.458768 nChanged 1 SP:Iteration 12Q (3530.220000 sec): 3 clusters Score: Raw -81351.526788 + Penalty 3119.698923 = -78231.827865 nChanged 0 SP:Iteration 13F (3530.230000 sec): 3 clusters Score: Raw -81351.526788 + Penalty 3119.698923 = -78231.827865 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 31 (6071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.260000 sec): 2 clusters Score: Raw -912847.845220 + Penalty 2160.397097 = -910687.448123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.290000 sec): 3 clusters Score: Raw -909845.762409 + Penalty 4320.794193 = -905524.968216 nChanged 2357 SP:Iteration 1F (3530.320000 sec): 3 clusters Score: Raw -911102.176457 + Penalty 4320.794193 = -906781.382264 nChanged 414 SP:Iteration 2F (3530.350000 sec): 3 clusters Score: Raw -911307.013108 + Penalty 4320.794193 = -906986.218915 nChanged 287 SP:Iteration 3Q (3530.380000 sec): 3 clusters Score: Raw -911438.620921 + Penalty 4320.794193 = -907117.826728 nChanged 226 SP:Iteration 4Q (3530.410000 sec): 3 clusters Score: Raw -911538.256396 + Penalty 4320.794193 = -907217.462203 nChanged 198 SP:Iteration 5Q (3530.440000 sec): 3 clusters Score: Raw -911621.210872 + Penalty 4320.794193 = -907300.416679 nChanged 166 SP:Iteration 6Q (3530.470000 sec): 3 clusters Score: Raw -911694.904564 + Penalty 4320.794193 = -907374.110371 nChanged 171 SP:Iteration 7Q (3530.500000 sec): 3 clusters Score: Raw -911772.540432 + Penalty 4320.794193 = -907451.746239 nChanged 166 SP:Iteration 8Q (3530.530000 sec): 3 clusters Score: Raw -911857.744274 + Penalty 4320.794193 = -907536.950081 nChanged 168 SP:Iteration 9Q (3530.560000 sec): 3 clusters Score: Raw -911948.575451 + Penalty 4320.794193 = -907627.781258 nChanged 171 SP:Iteration 10Q (3530.590000 sec): 3 clusters Score: Raw -912027.849482 + Penalty 4320.794193 = -907707.055289 nChanged 145 SP:Iteration 11Q (3530.620000 sec): 3 clusters Score: Raw -912096.192995 + Penalty 4320.794193 = -907775.398802 nChanged 144 SP:Iteration 12Q (3530.650000 sec): 3 clusters Score: Raw -912173.329383 + Penalty 4320.794193 = -907852.535190 nChanged 147 SP:Iteration 13Q (3530.680000 sec): 3 clusters Score: Raw -912237.835354 + Penalty 4320.794193 = -907917.041161 nChanged 123 SP:Iteration 14Q (3530.710000 sec): 3 clusters Score: Raw -912292.500465 + Penalty 4320.794193 = -907971.706272 nChanged 102 SP:Iteration 15Q (3530.740000 sec): 3 clusters Score: Raw -912340.110722 + Penalty 4320.794193 = -908019.316529 nChanged 89 SP:Iteration 16Q (3530.770000 sec): 3 clusters Score: Raw -912380.966892 + Penalty 4320.794193 = -908060.172699 nChanged 87 SP:Iteration 17Q (3530.800000 sec): 3 clusters Score: Raw -912421.435441 + Penalty 4320.794193 = -908100.641248 nChanged 69 SP:Iteration 18Q (3530.830000 sec): 3 clusters Score: Raw -912448.041824 + Penalty 4320.794193 = -908127.247631 nChanged 45 SP:Iteration 19Q (3530.860000 sec): 3 clusters Score: Raw -912461.708077 + Penalty 4320.794193 = -908140.913884 nChanged 37 SP:Iteration 20F (3530.890000 sec): 3 clusters Score: Raw -912474.830193 + Penalty 4320.794193 = -908154.036000 nChanged 32 SP:Iteration 21Q (3530.920000 sec): 3 clusters Score: Raw -912486.391324 + Penalty 4320.794193 = -908165.597131 nChanged 28 SP:Iteration 22Q (3530.960000 sec): 3 clusters Score: Raw -912496.747848 + Penalty 4320.794193 = -908175.953654 nChanged 27 SP:Iteration 23Q (3530.980000 sec): 3 clusters Score: Raw -912506.361586 + Penalty 4320.794193 = -908185.567393 nChanged 27 SP:Iteration 24Q (3531.020000 sec): 3 clusters Score: Raw -912514.666923 + Penalty 4320.794193 = -908193.872730 nChanged 19 SP:Iteration 25Q (3531.040000 sec): 3 clusters Score: Raw -912520.030735 + Penalty 4320.794193 = -908199.236542 nChanged 21 SP:Iteration 26Q (3531.080000 sec): 3 clusters Score: Raw -912527.732948 + Penalty 4320.794193 = -908206.938755 nChanged 22 SP:Iteration 27Q (3531.100000 sec): 3 clusters Score: Raw -912536.740659 + Penalty 4320.794193 = -908215.946466 nChanged 22 SP:Iteration 28Q (3531.140000 sec): 3 clusters Score: Raw -912544.353743 + Penalty 4320.794193 = -908223.559550 nChanged 18 SP:Iteration 29Q (3531.160000 sec): 3 clusters Score: Raw -912551.556303 + Penalty 4320.794193 = -908230.762110 nChanged 26 SP:Iteration 30Q (3531.200000 sec): 3 clusters Score: Raw -912563.065112 + Penalty 4320.794193 = -908242.270919 nChanged 20 SP:Iteration 31Q (3531.230000 sec): 3 clusters Score: Raw -912571.220223 + Penalty 4320.794193 = -908250.426030 nChanged 14 SP:Iteration 32Q (3531.260000 sec): 3 clusters Score: Raw -912576.974518 + Penalty 4320.794193 = -908256.180325 nChanged 16 SP:Iteration 33Q (3531.290000 sec): 3 clusters Score: Raw -912583.652340 + Penalty 4320.794193 = -908262.858146 nChanged 18 SP:Iteration 34Q (3531.320000 sec): 3 clusters Score: Raw -912591.093174 + Penalty 4320.794193 = -908270.298981 nChanged 20 SP:Iteration 35Q (3531.350000 sec): 3 clusters Score: Raw -912599.051881 + Penalty 4320.794193 = -908278.257688 nChanged 23 SP:Iteration 36Q (3531.380000 sec): 3 clusters Score: Raw -912608.662257 + Penalty 4320.794193 = -908287.868064 nChanged 24 SP:Iteration 37Q (3531.410000 sec): 3 clusters Score: Raw -912617.603628 + Penalty 4320.794193 = -908296.809435 nChanged 27 SP:Iteration 38Q (3531.440000 sec): 3 clusters Score: Raw -912630.495131 + Penalty 4320.794193 = -908309.700938 nChanged 37 SP:Iteration 39Q (3531.470000 sec): 3 clusters Score: Raw -912646.749713 + Penalty 4320.794193 = -908325.955520 nChanged 30 SP:Iteration 40F (3531.500000 sec): 3 clusters Score: Raw -912659.043448 + Penalty 4320.794193 = -908338.249255 nChanged 31 SP:Iteration 41Q (3531.530000 sec): 3 clusters Score: Raw -912670.927453 + Penalty 4320.794193 = -908350.133260 nChanged 30 SP:Iteration 42Q (3531.560000 sec): 3 clusters Score: Raw -912684.733331 + Penalty 4320.794193 = -908363.939138 nChanged 27 SP:Iteration 43Q (3531.590000 sec): 3 clusters Score: Raw -912697.760712 + Penalty 4320.794193 = -908376.966519 nChanged 26 SP:Iteration 44Q (3531.620000 sec): 3 clusters Score: Raw -912712.272646 + Penalty 4320.794193 = -908391.478453 nChanged 32 SP:Iteration 45Q (3531.650000 sec): 3 clusters Score: Raw -912726.623005 + Penalty 4320.794193 = -908405.828812 nChanged 26 SP:Iteration 46Q (3531.680000 sec): 3 clusters Score: Raw -912740.601937 + Penalty 4320.794193 = -908419.807744 nChanged 23 SP:Iteration 47Q (3531.710000 sec): 3 clusters Score: Raw -912752.355935 + Penalty 4320.794193 = -908431.561742 nChanged 30 SP:Iteration 48Q (3531.740000 sec): 3 clusters Score: Raw -912769.872677 + Penalty 4320.794193 = -908449.078484 nChanged 32 SP:Iteration 49Q (3531.770000 sec): 3 clusters Score: Raw -912786.004044 + Penalty 4320.794193 = -908465.209851 nChanged 32 SP:Iteration 50Q (3531.800000 sec): 3 clusters Score: Raw -912804.768463 + Penalty 4320.794193 = -908483.974270 nChanged 32 SP:Iteration 51Q (3531.830000 sec): 3 clusters Score: Raw -912824.478414 + Penalty 4320.794193 = -908503.684221 nChanged 33 SP:Iteration 52Q (3531.860000 sec): 3 clusters Score: Raw -912844.638457 + Penalty 4320.794193 = -908523.844264 nChanged 22 SP:Iteration 53Q (3531.880000 sec): 3 clusters Score: Raw -912857.054000 + Penalty 4320.794193 = -908536.259807 nChanged 18 SP:Iteration 54Q (3531.910000 sec): 3 clusters Score: Raw -912869.788653 + Penalty 4320.794193 = -908548.994460 nChanged 18 SP:Iteration 55Q (3531.940000 sec): 3 clusters Score: Raw -912879.253470 + Penalty 4320.794193 = -908558.459277 nChanged 14 SP:Iteration 56Q (3531.970000 sec): 3 clusters Score: Raw -912884.620668 + Penalty 4320.794193 = -908563.826475 nChanged 6 SP:Iteration 57Q (3532.000000 sec): 3 clusters Score: Raw -912888.654060 + Penalty 4320.794193 = -908567.859867 nChanged 9 SP:Iteration 58Q (3532.030000 sec): 3 clusters Score: Raw -912893.352317 + Penalty 4320.794193 = -908572.558124 nChanged 9 SP:Iteration 59Q (3532.060000 sec): 3 clusters Score: Raw -912897.465414 + Penalty 4320.794193 = -908576.671221 nChanged 9 SP:Iteration 60F (3532.090000 sec): 3 clusters Score: Raw -912901.912884 + Penalty 4320.794193 = -908581.118691 nChanged 9 SP:Iteration 61Q (3532.120000 sec): 3 clusters Score: Raw -912906.808799 + Penalty 4320.794193 = -908586.014606 nChanged 6 SP:Iteration 62Q (3532.140000 sec): 3 clusters Score: Raw -912909.264737 + Penalty 4320.794193 = -908588.470544 nChanged 3 SP:Iteration 63Q (3532.170000 sec): 3 clusters Score: Raw -912910.669433 + Penalty 4320.794193 = -908589.875240 nChanged 5 SP:Iteration 64Q (3532.200000 sec): 3 clusters Score: Raw -912913.139979 + Penalty 4320.794193 = -908592.345786 nChanged 3 SP:Iteration 65Q (3532.230000 sec): 3 clusters Score: Raw -912914.534640 + Penalty 4320.794193 = -908593.740447 nChanged 3 SP:Iteration 66Q (3532.260000 sec): 3 clusters Score: Raw -912915.548948 + Penalty 4320.794193 = -908594.754755 nChanged 3 SP:Iteration 67Q (3532.290000 sec): 3 clusters Score: Raw -912917.072125 + Penalty 4320.794193 = -908596.277932 nChanged 5 SP:Iteration 68Q (3532.320000 sec): 3 clusters Score: Raw -912919.313200 + Penalty 4320.794193 = -908598.519007 nChanged 6 SP:Iteration 69Q (3532.340000 sec): 3 clusters Score: Raw -912921.516821 + Penalty 4320.794193 = -908600.722628 nChanged 2 SP:Iteration 70Q (3532.370000 sec): 3 clusters Score: Raw -912923.142521 + Penalty 4320.794193 = -908602.348328 nChanged 5 SP:Iteration 71Q (3532.400000 sec): 3 clusters Score: Raw -912926.508716 + Penalty 4320.794193 = -908605.714523 nChanged 3 SP:Iteration 72Q (3532.430000 sec): 3 clusters Score: Raw -912928.327414 + Penalty 4320.794193 = -908607.533221 nChanged 2 SP:Iteration 73Q (3532.460000 sec): 3 clusters Score: Raw -912929.252715 + Penalty 4320.794193 = -908608.458522 nChanged 1 SP:Iteration 74Q (3532.480000 sec): 3 clusters Score: Raw -912929.886763 + Penalty 4320.794193 = -908609.092570 nChanged 0 SP:Iteration 75F (3532.520000 sec): 3 clusters Score: Raw -912929.886763 + Penalty 4320.794193 = -908609.092570 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 32 (126836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3533.140000 sec): 2 clusters Score: Raw -19803292.184498 + Penalty 2914.161248 = -19800378.023251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3533.800000 sec): 3 clusters Score: Raw -19721067.063109 + Penalty 5828.322495 = -19715238.740613 nChanged 60509 SP:Iteration 1F (3534.460000 sec): 3 clusters Score: Raw -19756256.856522 + Penalty 5828.322495 = -19750428.534027 nChanged 4440 SP:Iteration 2Q (3535.120000 sec): 3 clusters Score: Raw -19757422.130856 + Penalty 5828.322495 = -19751593.808361 nChanged 5012 SP:Iteration 3Q (3535.780000 sec): 3 clusters Score: Raw -19759038.457460 + Penalty 5828.322495 = -19753210.134965 nChanged 6194 SP:Iteration 4Q (3536.440000 sec): 3 clusters Score: Raw -19761716.564550 + Penalty 5828.322495 = -19755888.242054 nChanged 7868 SP:Iteration 5F (3537.100000 sec): 3 clusters Score: Raw -19766213.296467 + Penalty 5828.322495 = -19760384.973971 nChanged 9617 SP:Iteration 6F (3537.760000 sec): 3 clusters Score: Raw -19773285.491132 + Penalty 5828.322495 = -19767457.168637 nChanged 10671 SP:Iteration 7F (3538.410000 sec): 3 clusters Score: Raw -19782650.163108 + Penalty 5828.322495 = -19776821.840612 nChanged 9589 SP:Iteration 8F (3539.060000 sec): 3 clusters Score: Raw -19791808.304037 + Penalty 5828.322495 = -19785979.981542 nChanged 6619 SP:Iteration 9F (3539.700000 sec): 3 clusters Score: Raw -19798148.725047 + Penalty 5828.322495 = -19792320.402551 nChanged 3477 SP:Iteration 10Q (3540.340000 sec): 3 clusters Score: Raw -19801301.854360 + Penalty 5828.322495 = -19795473.531865 nChanged 1492 SP:Iteration 11Q (3540.900000 sec): 3 clusters Score: Raw -19802580.762803 + Penalty 5828.322495 = -19796752.440308 nChanged 580 SP:Iteration 12Q (3541.450000 sec): 3 clusters Score: Raw -19803112.632994 + Penalty 5828.322495 = -19797284.310499 nChanged 224 SP:Iteration 13Q (3541.930000 sec): 3 clusters Score: Raw -19803316.449034 + Penalty 5828.322495 = -19797488.126538 nChanged 104 SP:Iteration 14Q (3542.400000 sec): 3 clusters Score: Raw -19803419.839955 + Penalty 5828.322495 = -19797591.517459 nChanged 67 SP:Iteration 15Q (3542.860000 sec): 3 clusters Score: Raw -19803495.130288 + Penalty 5828.322495 = -19797666.807793 nChanged 39 SP:Iteration 16Q (3543.320000 sec): 3 clusters Score: Raw -19803535.446690 + Penalty 5828.322495 = -19797707.124195 nChanged 28 SP:Iteration 17Q (3543.770000 sec): 3 clusters Score: Raw -19803569.488384 + Penalty 5828.322495 = -19797741.165889 nChanged 20 SP:Iteration 18Q (3544.230000 sec): 3 clusters Score: Raw -19803591.553132 + Penalty 5828.322495 = -19797763.230636 nChanged 14 SP:Iteration 19Q (3544.680000 sec): 3 clusters Score: Raw -19803607.342573 + Penalty 5828.322495 = -19797779.020078 nChanged 11 SP:Iteration 20F (3545.320000 sec): 3 clusters Score: Raw -19803622.186102 + Penalty 5828.322495 = -19797793.863606 nChanged 11 SP:Iteration 21Q (3545.780000 sec): 3 clusters Score: Raw -19803634.613571 + Penalty 5828.322495 = -19797806.291076 nChanged 10 SP:Iteration 22Q (3546.230000 sec): 3 clusters Score: Raw -19803648.111356 + Penalty 5828.322495 = -19797819.788861 nChanged 6 SP:Iteration 23Q (3546.680000 sec): 3 clusters Score: Raw -19803654.442861 + Penalty 5828.322495 = -19797826.120366 nChanged 4 SP:Iteration 24Q (3547.140000 sec): 3 clusters Score: Raw -19803657.413910 + Penalty 5828.322495 = -19797829.091414 nChanged 3 SP:Iteration 25Q (3547.590000 sec): 3 clusters Score: Raw -19803660.018553 + Penalty 5828.322495 = -19797831.696057 nChanged 4 SP:Iteration 26Q (3548.040000 sec): 3 clusters Score: Raw -19803664.740496 + Penalty 5828.322495 = -19797836.418001 nChanged 3 SP:Iteration 27Q (3548.490000 sec): 3 clusters Score: Raw -19803668.727037 + Penalty 5828.322495 = -19797840.404542 nChanged 1 SP:Iteration 28Q (3548.940000 sec): 3 clusters Score: Raw -19803669.773957 + Penalty 5828.322495 = -19797841.451462 nChanged 2 SP:Iteration 29Q (3549.400000 sec): 3 clusters Score: Raw -19803671.719516 + Penalty 5828.322495 = -19797843.397020 nChanged 0 SP:Iteration 30F (3550.030000 sec): 3 clusters Score: Raw -19803671.719516 + Penalty 5828.322495 = -19797843.397020 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 33 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.100000 sec): 2 clusters Score: Raw -29160.545173 + Penalty 1331.918231 = -27828.626942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.100000 sec): 3 clusters Score: Raw -29406.830046 + Penalty 2663.836462 = -26742.993584 nChanged 27 SP:Iteration 1F (3550.100000 sec): 3 clusters Score: Raw -29530.402141 + Penalty 2663.836462 = -26866.565679 nChanged 4 SP:Iteration 2Q (3550.100000 sec): 3 clusters Score: Raw -29549.934861 + Penalty 2663.836462 = -26886.098399 nChanged 3 SP:Iteration 3Q (3550.100000 sec): 3 clusters Score: Raw -29569.192450 + Penalty 2663.836462 = -26905.355988 nChanged 2 SP:Iteration 4Q (3550.100000 sec): 3 clusters Score: Raw -29581.880495 + Penalty 2663.836462 = -26918.044033 nChanged 1 SP:Iteration 5Q (3550.110000 sec): 3 clusters Score: Raw -29591.508539 + Penalty 2663.836462 = -26927.672077 nChanged 1 SP:Iteration 6Q (3550.110000 sec): 3 clusters Score: Raw -29598.409580 + Penalty 2663.836462 = -26934.573118 nChanged 1 SP:Iteration 7Q (3550.110000 sec): 3 clusters Score: Raw -29601.929438 + Penalty 2663.836462 = -26938.092976 nChanged 0 SP:Iteration 8F (3550.110000 sec): 3 clusters Score: Raw -29601.929438 + Penalty 2663.836462 = -26938.092976 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 34 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.120000 sec): 2 clusters Score: Raw -33971.616130 + Penalty 1413.710006 = -32557.906124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.120000 sec): 3 clusters Score: Raw -34324.775465 + Penalty 2827.420012 = -31497.355453 nChanged 53 SP:Iteration 1F (3550.120000 sec): 3 clusters Score: Raw -34783.685474 + Penalty 2827.420012 = -31956.265462 nChanged 21 SP:Iteration 2F (3550.120000 sec): 3 clusters Score: Raw -34952.696181 + Penalty 2827.420012 = -32125.276168 nChanged 11 SP:Iteration 3Q (3550.120000 sec): 3 clusters Score: Raw -35046.263869 + Penalty 2827.420012 = -32218.843856 nChanged 6 SP:Iteration 4Q (3550.120000 sec): 3 clusters Score: Raw -35121.658687 + Penalty 2827.420012 = -32294.238675 nChanged 6 SP:Iteration 5Q (3550.120000 sec): 3 clusters Score: Raw -35163.334539 + Penalty 2827.420012 = -32335.914527 nChanged 2 SP:Iteration 6Q (3550.120000 sec): 3 clusters Score: Raw -35171.861069 + Penalty 2827.420012 = -32344.441056 nChanged 0 SP:Iteration 7F (3550.130000 sec): 3 clusters Score: Raw -35171.861069 + Penalty 2827.420012 = -32344.441056 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 35 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.140000 sec): 2 clusters Score: Raw -230074.712381 + Penalty 1846.318652 = -228228.393729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.140000 sec): 3 clusters Score: Raw -229608.989904 + Penalty 3692.637304 = -225916.352600 nChanged 526 SP:Iteration 1F (3550.150000 sec): 3 clusters Score: Raw -230155.388104 + Penalty 3692.637304 = -226462.750800 nChanged 135 SP:Iteration 2F (3550.160000 sec): 3 clusters Score: Raw -230331.828806 + Penalty 3692.637304 = -226639.191502 nChanged 82 SP:Iteration 3Q (3550.170000 sec): 3 clusters Score: Raw -230451.350109 + Penalty 3692.637304 = -226758.712805 nChanged 66 SP:Iteration 4Q (3550.180000 sec): 3 clusters Score: Raw -230543.411179 + Penalty 3692.637304 = -226850.773875 nChanged 61 SP:Iteration 5Q (3550.190000 sec): 3 clusters Score: Raw -230608.398655 + Penalty 3692.637304 = -226915.761351 nChanged 39 SP:Iteration 6Q (3550.200000 sec): 3 clusters Score: Raw -230647.954233 + Penalty 3692.637304 = -226955.316929 nChanged 36 SP:Iteration 7Q (3550.200000 sec): 3 clusters Score: Raw -230693.496707 + Penalty 3692.637304 = -227000.859403 nChanged 40 SP:Iteration 8Q (3550.210000 sec): 3 clusters Score: Raw -230742.347719 + Penalty 3692.637304 = -227049.710415 nChanged 41 SP:Iteration 9Q (3550.220000 sec): 3 clusters Score: Raw -230799.045283 + Penalty 3692.637304 = -227106.407979 nChanged 38 SP:Iteration 10Q (3550.230000 sec): 3 clusters Score: Raw -230849.476507 + Penalty 3692.637304 = -227156.839203 nChanged 33 SP:Iteration 11Q (3550.240000 sec): 3 clusters Score: Raw -230885.317908 + Penalty 3692.637304 = -227192.680604 nChanged 22 SP:Iteration 12Q (3550.240000 sec): 3 clusters Score: Raw -230909.410762 + Penalty 3692.637304 = -227216.773458 nChanged 9 SP:Iteration 13Q (3550.250000 sec): 3 clusters Score: Raw -230922.565761 + Penalty 3692.637304 = -227229.928457 nChanged 13 SP:Iteration 14Q (3550.260000 sec): 3 clusters Score: Raw -230936.935793 + Penalty 3692.637304 = -227244.298489 nChanged 9 SP:Iteration 15Q (3550.270000 sec): 3 clusters Score: Raw -230943.610047 + Penalty 3692.637304 = -227250.972743 nChanged 10 SP:Iteration 16Q (3550.270000 sec): 3 clusters Score: Raw -230949.575034 + Penalty 3692.637304 = -227256.937730 nChanged 4 SP:Iteration 17Q (3550.280000 sec): 3 clusters Score: Raw -230955.587687 + Penalty 3692.637304 = -227262.950383 nChanged 3 SP:Iteration 18Q (3550.290000 sec): 3 clusters Score: Raw -230959.745775 + Penalty 3692.637304 = -227267.108471 nChanged 4 SP:Iteration 19Q (3550.300000 sec): 3 clusters Score: Raw -230965.322575 + Penalty 3692.637304 = -227272.685271 nChanged 4 SP:Iteration 20F (3550.310000 sec): 3 clusters Score: Raw -230968.593911 + Penalty 3692.637304 = -227275.956607 nChanged 3 SP:Iteration 21Q (3550.320000 sec): 3 clusters Score: Raw -230972.814243 + Penalty 3692.637304 = -227280.176939 nChanged 4 SP:Iteration 22Q (3550.320000 sec): 3 clusters Score: Raw -230979.600962 + Penalty 3692.637304 = -227286.963659 nChanged 4 SP:Iteration 23Q (3550.330000 sec): 3 clusters Score: Raw -230983.585854 + Penalty 3692.637304 = -227290.948550 nChanged 3 SP:Iteration 24Q (3550.340000 sec): 3 clusters Score: Raw -230987.486261 + Penalty 3692.637304 = -227294.848958 nChanged 4 SP:Iteration 25Q (3550.340000 sec): 3 clusters Score: Raw -230991.399771 + Penalty 3692.637304 = -227298.762468 nChanged 3 SP:Iteration 26Q (3550.350000 sec): 3 clusters Score: Raw -230993.693624 + Penalty 3692.637304 = -227301.056320 nChanged 0 SP:Iteration 27F (3550.360000 sec): 3 clusters Score: Raw -230993.693624 + Penalty 3692.637304 = -227301.056320 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 36 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.370000 sec): 2 clusters Score: Raw -98918.075612 + Penalty 1605.524893 = -97312.550719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.370000 sec): 3 clusters Score: Raw -98882.204982 + Penalty 3211.049785 = -95671.155197 nChanged 110 SP:Iteration 1F (3550.380000 sec): 3 clusters Score: Raw -99070.663064 + Penalty 3211.049785 = -95859.613279 nChanged 29 SP:Iteration 2Q (3550.380000 sec): 3 clusters Score: Raw -99120.951150 + Penalty 3211.049785 = -95909.901365 nChanged 12 SP:Iteration 3Q (3550.380000 sec): 3 clusters Score: Raw -99143.899973 + Penalty 3211.049785 = -95932.850187 nChanged 3 SP:Iteration 4Q (3550.380000 sec): 3 clusters Score: Raw -99148.933668 + Penalty 3211.049785 = -95937.883883 nChanged 1 SP:Iteration 5Q (3550.390000 sec): 3 clusters Score: Raw -99150.828423 + Penalty 3211.049785 = -95939.778638 nChanged 0 SP:Iteration 6F (3550.390000 sec): 3 clusters Score: Raw -99150.828423 + Penalty 3211.049785 = -95939.778638 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 37 (12833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.450000 sec): 2 clusters Score: Raw -1972461.421600 + Penalty 2346.024264 = -1970115.397336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.520000 sec): 3 clusters Score: Raw -1965278.378302 + Penalty 4692.048528 = -1960586.329774 nChanged 5504 SP:Iteration 1F (3550.580000 sec): 3 clusters Score: Raw -1968221.808514 + Penalty 4692.048528 = -1963529.759986 nChanged 800 SP:Iteration 2F (3550.640000 sec): 3 clusters Score: Raw -1968603.401892 + Penalty 4692.048528 = -1963911.353364 nChanged 673 SP:Iteration 3F (3550.710000 sec): 3 clusters Score: Raw -1968934.540972 + Penalty 4692.048528 = -1964242.492445 nChanged 589 SP:Iteration 4Q (3550.770000 sec): 3 clusters Score: Raw -1969220.969920 + Penalty 4692.048528 = -1964528.921392 nChanged 567 SP:Iteration 5Q (3550.840000 sec): 3 clusters Score: Raw -1969504.022576 + Penalty 4692.048528 = -1964811.974048 nChanged 539 SP:Iteration 6Q (3550.900000 sec): 3 clusters Score: Raw -1969800.190921 + Penalty 4692.048528 = -1965108.142394 nChanged 557 SP:Iteration 7Q (3550.960000 sec): 3 clusters Score: Raw -1970119.446837 + Penalty 4692.048528 = -1965427.398310 nChanged 589 SP:Iteration 8Q (3551.020000 sec): 3 clusters Score: Raw -1970473.317786 + Penalty 4692.048528 = -1965781.269258 nChanged 613 SP:Iteration 9Q (3551.090000 sec): 3 clusters Score: Raw -1970880.522126 + Penalty 4692.048528 = -1966188.473599 nChanged 628 SP:Iteration 10Q (3551.150000 sec): 3 clusters Score: Raw -1971343.865781 + Penalty 4692.048528 = -1966651.817253 nChanged 591 SP:Iteration 11Q (3551.210000 sec): 3 clusters Score: Raw -1971823.520469 + Penalty 4692.048528 = -1967131.471942 nChanged 588 SP:Iteration 12Q (3551.280000 sec): 3 clusters Score: Raw -1972311.358443 + Penalty 4692.048528 = -1967619.309915 nChanged 470 SP:Iteration 13Q (3551.340000 sec): 3 clusters Score: Raw -1972655.275932 + Penalty 4692.048528 = -1967963.227404 nChanged 352 SP:Iteration 14Q (3551.400000 sec): 3 clusters Score: Raw -1972910.372336 + Penalty 4692.048528 = -1968218.323808 nChanged 287 SP:Iteration 15Q (3551.460000 sec): 3 clusters Score: Raw -1973117.962614 + Penalty 4692.048528 = -1968425.914086 nChanged 237 SP:Iteration 16Q (3551.510000 sec): 3 clusters Score: Raw -1973326.323102 + Penalty 4692.048528 = -1968634.274575 nChanged 215 SP:Iteration 17Q (3551.570000 sec): 3 clusters Score: Raw -1973534.572035 + Penalty 4692.048528 = -1968842.523508 nChanged 178 SP:Iteration 18Q (3551.620000 sec): 3 clusters Score: Raw -1973731.728993 + Penalty 4692.048528 = -1969039.680465 nChanged 146 SP:Iteration 19Q (3551.680000 sec): 3 clusters Score: Raw -1973881.519973 + Penalty 4692.048528 = -1969189.471446 nChanged 111 SP:Iteration 20F (3551.740000 sec): 3 clusters Score: Raw -1973974.812154 + Penalty 4692.048528 = -1969282.763626 nChanged 91 SP:Iteration 21Q (3551.790000 sec): 3 clusters Score: Raw -1974028.249985 + Penalty 4692.048528 = -1969336.201457 nChanged 58 SP:Iteration 22Q (3551.840000 sec): 3 clusters Score: Raw -1974056.470320 + Penalty 4692.048528 = -1969364.421792 nChanged 42 SP:Iteration 23Q (3551.890000 sec): 3 clusters Score: Raw -1974073.994799 + Penalty 4692.048528 = -1969381.946271 nChanged 29 SP:Iteration 24Q (3551.940000 sec): 3 clusters Score: Raw -1974083.997819 + Penalty 4692.048528 = -1969391.949292 nChanged 17 SP:Iteration 25Q (3551.990000 sec): 3 clusters Score: Raw -1974088.801811 + Penalty 4692.048528 = -1969396.753283 nChanged 13 SP:Iteration 26Q (3552.040000 sec): 3 clusters Score: Raw -1974092.190243 + Penalty 4692.048528 = -1969400.141715 nChanged 7 SP:Iteration 27Q (3552.090000 sec): 3 clusters Score: Raw -1974094.487537 + Penalty 4692.048528 = -1969402.439009 nChanged 6 SP:Iteration 28Q (3552.140000 sec): 3 clusters Score: Raw -1974096.327536 + Penalty 4692.048528 = -1969404.279009 nChanged 7 SP:Iteration 29Q (3552.190000 sec): 3 clusters Score: Raw -1974097.735597 + Penalty 4692.048528 = -1969405.687070 nChanged 2 SP:Iteration 30Q (3552.240000 sec): 3 clusters Score: Raw -1974098.274354 + Penalty 4692.048528 = -1969406.225826 nChanged 2 SP:Iteration 31Q (3552.290000 sec): 3 clusters Score: Raw -1974098.686844 + Penalty 4692.048528 = -1969406.638316 nChanged 4 SP:Iteration 32Q (3552.340000 sec): 3 clusters Score: Raw -1974099.595854 + Penalty 4692.048528 = -1969407.547327 nChanged 3 SP:Iteration 33Q (3552.390000 sec): 3 clusters Score: Raw -1974100.228430 + Penalty 4692.048528 = -1969408.179902 nChanged 3 SP:Iteration 34Q (3552.440000 sec): 3 clusters Score: Raw -1974100.936902 + Penalty 4692.048528 = -1969408.888374 nChanged 0 SP:Iteration 35F (3552.500000 sec): 3 clusters Score: Raw -1974100.936902 + Penalty 4692.048528 = -1969408.888374 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 38 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.510000 sec): 2 clusters Score: Raw -75404.011923 + Penalty 1552.376203 = -73851.635720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.520000 sec): 3 clusters Score: Raw -75340.918519 + Penalty 3104.752406 = -72236.166113 nChanged 97 SP:Iteration 1F (3552.520000 sec): 3 clusters Score: Raw -75504.160099 + Penalty 3104.752406 = -72399.407693 nChanged 25 SP:Iteration 2Q (3552.520000 sec): 3 clusters Score: Raw -75550.141784 + Penalty 3104.752406 = -72445.389377 nChanged 15 SP:Iteration 3Q (3552.520000 sec): 3 clusters Score: Raw -75590.743887 + Penalty 3104.752406 = -72485.991481 nChanged 15 SP:Iteration 4Q (3552.520000 sec): 3 clusters Score: Raw -75624.336924 + Penalty 3104.752406 = -72519.584518 nChanged 3 SP:Iteration 5Q (3552.530000 sec): 3 clusters Score: Raw -75632.045929 + Penalty 3104.752406 = -72527.293523 nChanged 3 SP:Iteration 6Q (3552.530000 sec): 3 clusters Score: Raw -75638.731352 + Penalty 3104.752406 = -72533.978946 nChanged 0 SP:Iteration 7F (3552.530000 sec): 3 clusters Score: Raw -75638.731352 + Penalty 3104.752406 = -72533.978946 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 39 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.540000 sec): 2 clusters Score: Raw -47302.353591 + Penalty 1445.578513 = -45856.775078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.540000 sec): 3 clusters Score: Raw -47423.042005 + Penalty 2891.157026 = -44531.884979 nChanged 46 SP:Iteration 1F (3552.540000 sec): 3 clusters Score: Raw -47747.773144 + Penalty 2891.157026 = -44856.616118 nChanged 33 SP:Iteration 2F (3552.540000 sec): 3 clusters Score: Raw -47874.529217 + Penalty 2891.157026 = -44983.372190 nChanged 12 SP:Iteration 3Q (3552.540000 sec): 3 clusters Score: Raw -47909.119099 + Penalty 2891.157026 = -45017.962073 nChanged 2 SP:Iteration 4Q (3552.550000 sec): 3 clusters Score: Raw -47916.763460 + Penalty 2891.157026 = -45025.606433 nChanged 2 SP:Iteration 5Q (3552.550000 sec): 3 clusters Score: Raw -47923.838349 + Penalty 2891.157026 = -45032.681322 nChanged 2 SP:Iteration 6Q (3552.550000 sec): 3 clusters Score: Raw -47933.417285 + Penalty 2891.157026 = -45042.260258 nChanged 0 SP:Iteration 7F (3552.550000 sec): 3 clusters Score: Raw -47933.417285 + Penalty 2891.157026 = -45042.260258 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 40 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.560000 sec): 2 clusters Score: Raw -47756.801198 + Penalty 1447.033063 = -46309.768135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.560000 sec): 3 clusters Score: Raw -47971.040925 + Penalty 2894.066126 = -45076.974800 nChanged 61 SP:Iteration 1F (3552.560000 sec): 3 clusters Score: Raw -48319.065254 + Penalty 2894.066126 = -45424.999128 nChanged 23 SP:Iteration 2F (3552.560000 sec): 3 clusters Score: Raw -48392.715839 + Penalty 2894.066126 = -45498.649713 nChanged 13 SP:Iteration 3Q (3552.560000 sec): 3 clusters Score: Raw -48446.456513 + Penalty 2894.066126 = -45552.390388 nChanged 13 SP:Iteration 4Q (3552.560000 sec): 3 clusters Score: Raw -48499.494487 + Penalty 2894.066126 = -45605.428361 nChanged 6 SP:Iteration 5Q (3552.560000 sec): 3 clusters Score: Raw -48524.376616 + Penalty 2894.066126 = -45630.310490 nChanged 2 SP:Iteration 6Q (3552.570000 sec): 3 clusters Score: Raw -48537.976913 + Penalty 2894.066126 = -45643.910787 nChanged 2 SP:Iteration 7Q (3552.570000 sec): 3 clusters Score: Raw -48542.852526 + Penalty 2894.066126 = -45648.786400 nChanged 2 SP:Iteration 8Q (3552.570000 sec): 3 clusters Score: Raw -48548.449991 + Penalty 2894.066126 = -45654.383865 nChanged 0 SP:Iteration 9F (3552.570000 sec): 3 clusters Score: Raw -48548.449991 + Penalty 2894.066126 = -45654.383865 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 41 (2448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.580000 sec): 2 clusters Score: Raw -365548.853172 + Penalty 1935.150608 = -363613.702565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.600000 sec): 3 clusters Score: Raw -364575.630990 + Penalty 3870.301215 = -360705.329774 nChanged 847 SP:Iteration 1F (3552.610000 sec): 3 clusters Score: Raw -365289.234602 + Penalty 3870.301215 = -361418.933387 nChanged 225 SP:Iteration 2F (3552.620000 sec): 3 clusters Score: Raw -365524.148686 + Penalty 3870.301215 = -361653.847471 nChanged 148 SP:Iteration 3F (3552.630000 sec): 3 clusters Score: Raw -365685.416196 + Penalty 3870.301215 = -361815.114980 nChanged 104 SP:Iteration 4Q (3552.640000 sec): 3 clusters Score: Raw -365804.824293 + Penalty 3870.301215 = -361934.523078 nChanged 104 SP:Iteration 5Q (3552.660000 sec): 3 clusters Score: Raw -365933.885283 + Penalty 3870.301215 = -362063.584068 nChanged 92 SP:Iteration 6Q (3552.670000 sec): 3 clusters Score: Raw -366047.091347 + Penalty 3870.301215 = -362176.790132 nChanged 83 SP:Iteration 7Q (3552.680000 sec): 3 clusters Score: Raw -366158.313649 + Penalty 3870.301215 = -362288.012433 nChanged 86 SP:Iteration 8Q (3552.690000 sec): 3 clusters Score: Raw -366256.446406 + Penalty 3870.301215 = -362386.145191 nChanged 65 SP:Iteration 9Q (3552.700000 sec): 3 clusters Score: Raw -366323.172370 + Penalty 3870.301215 = -362452.871155 nChanged 52 SP:Iteration 10Q (3552.720000 sec): 3 clusters Score: Raw -366383.832552 + Penalty 3870.301215 = -362513.531337 nChanged 42 SP:Iteration 11Q (3552.720000 sec): 3 clusters Score: Raw -366422.193334 + Penalty 3870.301215 = -362551.892119 nChanged 29 SP:Iteration 12Q (3552.740000 sec): 3 clusters Score: Raw -366450.366369 + Penalty 3870.301215 = -362580.065154 nChanged 36 SP:Iteration 13Q (3552.750000 sec): 3 clusters Score: Raw -366480.245353 + Penalty 3870.301215 = -362609.944138 nChanged 30 SP:Iteration 14Q (3552.760000 sec): 3 clusters Score: Raw -366502.028049 + Penalty 3870.301215 = -362631.726833 nChanged 21 SP:Iteration 15Q (3552.770000 sec): 3 clusters Score: Raw -366515.698249 + Penalty 3870.301215 = -362645.397034 nChanged 14 SP:Iteration 16Q (3552.780000 sec): 3 clusters Score: Raw -366527.302419 + Penalty 3870.301215 = -362657.001204 nChanged 15 SP:Iteration 17Q (3552.790000 sec): 3 clusters Score: Raw -366541.455782 + Penalty 3870.301215 = -362671.154567 nChanged 9 SP:Iteration 18Q (3552.800000 sec): 3 clusters Score: Raw -366547.093005 + Penalty 3870.301215 = -362676.791790 nChanged 7 SP:Iteration 19Q (3552.810000 sec): 3 clusters Score: Raw -366553.143171 + Penalty 3870.301215 = -362682.841956 nChanged 8 SP:Iteration 20F (3552.820000 sec): 3 clusters Score: Raw -366558.560646 + Penalty 3870.301215 = -362688.259430 nChanged 12 SP:Iteration 21Q (3552.840000 sec): 3 clusters Score: Raw -366565.821024 + Penalty 3870.301215 = -362695.519809 nChanged 15 SP:Iteration 22Q (3552.850000 sec): 3 clusters Score: Raw -366579.407325 + Penalty 3870.301215 = -362709.106110 nChanged 15 SP:Iteration 23Q (3552.860000 sec): 3 clusters Score: Raw -366591.301863 + Penalty 3870.301215 = -362721.000647 nChanged 8 SP:Iteration 24Q (3552.870000 sec): 3 clusters Score: Raw -366595.879836 + Penalty 3870.301215 = -362725.578621 nChanged 5 SP:Iteration 25Q (3552.880000 sec): 3 clusters Score: Raw -366599.940502 + Penalty 3870.301215 = -362729.639287 nChanged 6 SP:Iteration 26Q (3552.890000 sec): 3 clusters Score: Raw -366603.985080 + Penalty 3870.301215 = -362733.683865 nChanged 7 SP:Iteration 27Q (3552.900000 sec): 3 clusters Score: Raw -366606.680419 + Penalty 3870.301215 = -362736.379204 nChanged 6 SP:Iteration 28Q (3552.910000 sec): 3 clusters Score: Raw -366608.970375 + Penalty 3870.301215 = -362738.669160 nChanged 2 SP:Iteration 29Q (3552.920000 sec): 3 clusters Score: Raw -366610.030460 + Penalty 3870.301215 = -362739.729245 nChanged 2 SP:Iteration 30Q (3552.930000 sec): 3 clusters Score: Raw -366610.662992 + Penalty 3870.301215 = -362740.361777 nChanged 3 SP:Iteration 31Q (3552.940000 sec): 3 clusters Score: Raw -366612.330388 + Penalty 3870.301215 = -362742.029173 nChanged 3 SP:Iteration 32Q (3552.960000 sec): 3 clusters Score: Raw -366614.860774 + Penalty 3870.301215 = -362744.559559 nChanged 4 SP:Iteration 33Q (3552.960000 sec): 3 clusters Score: Raw -366617.711711 + Penalty 3870.301215 = -362747.410496 nChanged 5 SP:Iteration 34Q (3552.980000 sec): 3 clusters Score: Raw -366620.754025 + Penalty 3870.301215 = -362750.452810 nChanged 7 SP:Iteration 35Q (3552.990000 sec): 3 clusters Score: Raw -366627.664792 + Penalty 3870.301215 = -362757.363577 nChanged 10 SP:Iteration 36Q (3553.000000 sec): 3 clusters Score: Raw -366635.378497 + Penalty 3870.301215 = -362765.077282 nChanged 8 SP:Iteration 37Q (3553.010000 sec): 3 clusters Score: Raw -366642.209862 + Penalty 3870.301215 = -362771.908647 nChanged 11 SP:Iteration 38Q (3553.020000 sec): 3 clusters Score: Raw -366649.694305 + Penalty 3870.301215 = -362779.393089 nChanged 12 SP:Iteration 39Q (3553.030000 sec): 3 clusters Score: Raw -366661.760258 + Penalty 3870.301215 = -362791.459042 nChanged 15 SP:Iteration 40F (3553.040000 sec): 3 clusters Score: Raw -366673.095228 + Penalty 3870.301215 = -362802.794013 nChanged 11 SP:Iteration 41Q (3553.050000 sec): 3 clusters Score: Raw -366681.393725 + Penalty 3870.301215 = -362811.092510 nChanged 7 SP:Iteration 42Q (3553.060000 sec): 3 clusters Score: Raw -366685.735846 + Penalty 3870.301215 = -362815.434631 nChanged 6 SP:Iteration 43Q (3553.080000 sec): 3 clusters Score: Raw -366688.457024 + Penalty 3870.301215 = -362818.155809 nChanged 4 SP:Iteration 44Q (3553.080000 sec): 3 clusters Score: Raw -366690.143151 + Penalty 3870.301215 = -362819.841936 nChanged 4 SP:Iteration 45Q (3553.100000 sec): 3 clusters Score: Raw -366692.088017 + Penalty 3870.301215 = -362821.786801 nChanged 1 SP:Iteration 46Q (3553.110000 sec): 3 clusters Score: Raw -366692.883277 + Penalty 3870.301215 = -362822.582062 nChanged 1 SP:Iteration 47Q (3553.120000 sec): 3 clusters Score: Raw -366693.290580 + Penalty 3870.301215 = -362822.989365 nChanged 0 SP:Iteration 48F (3553.130000 sec): 3 clusters Score: Raw -366693.290580 + Penalty 3870.301215 = -362822.989365 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 42 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.140000 sec): 2 clusters Score: Raw -76252.389409 + Penalty 1535.198221 = -74717.191188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.140000 sec): 3 clusters Score: Raw -76275.664387 + Penalty 3070.396441 = -73205.267946 nChanged 69 SP:Iteration 1F (3553.140000 sec): 3 clusters Score: Raw -76415.101064 + Penalty 3070.396441 = -73344.704622 nChanged 17 SP:Iteration 2Q (3553.140000 sec): 3 clusters Score: Raw -76459.306179 + Penalty 3070.396441 = -73388.909738 nChanged 10 SP:Iteration 3Q (3553.140000 sec): 3 clusters Score: Raw -76477.354116 + Penalty 3070.396441 = -73406.957675 nChanged 3 SP:Iteration 4Q (3553.150000 sec): 3 clusters Score: Raw -76483.557829 + Penalty 3070.396441 = -73413.161387 nChanged 1 SP:Iteration 5Q (3553.150000 sec): 3 clusters Score: Raw -76486.304587 + Penalty 3070.396441 = -73415.908146 nChanged 2 SP:Iteration 6Q (3553.150000 sec): 3 clusters Score: Raw -76489.234561 + Penalty 3070.396441 = -73418.838119 nChanged 0 SP:Iteration 7F (3553.160000 sec): 3 clusters Score: Raw -76489.234561 + Penalty 3070.396441 = -73418.838119 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 43 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.160000 sec): 2 clusters Score: Raw -64943.610914 + Penalty 1529.544090 = -63414.066824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.160000 sec): 3 clusters Score: Raw -65029.615377 + Penalty 3059.088179 = -61970.527198 nChanged 77 SP:Iteration 1F (3553.160000 sec): 3 clusters Score: Raw -65245.258477 + Penalty 3059.088179 = -62186.170297 nChanged 23 SP:Iteration 2Q (3553.170000 sec): 3 clusters Score: Raw -65314.522787 + Penalty 3059.088179 = -62255.434608 nChanged 13 SP:Iteration 3Q (3553.170000 sec): 3 clusters Score: Raw -65338.489193 + Penalty 3059.088179 = -62279.401013 nChanged 3 SP:Iteration 4Q (3553.170000 sec): 3 clusters Score: Raw -65343.296770 + Penalty 3059.088179 = -62284.208591 nChanged 1 SP:Iteration 5Q (3553.170000 sec): 3 clusters Score: Raw -65344.179730 + Penalty 3059.088179 = -62285.091550 nChanged 0 SP:Iteration 6F (3553.180000 sec): 3 clusters Score: Raw -65344.179730 + Penalty 3059.088179 = -62285.091550 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 44 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.180000 sec): 2 clusters Score: Raw -32225.656958 + Penalty 1361.256556 = -30864.400402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.180000 sec): 3 clusters Score: Raw -32382.671593 + Penalty 2722.513112 = -29660.158481 nChanged 18 SP:Iteration 1F (3553.180000 sec): 3 clusters Score: Raw -32450.674080 + Penalty 2722.513112 = -29728.160968 nChanged 8 SP:Iteration 2Q (3553.180000 sec): 3 clusters Score: Raw -32503.638908 + Penalty 2722.513112 = -29781.125795 nChanged 3 SP:Iteration 3Q (3553.180000 sec): 3 clusters Score: Raw -32512.589907 + Penalty 2722.513112 = -29790.076795 nChanged 0 SP:Iteration 4F (3553.180000 sec): 3 clusters Score: Raw -32512.589907 + Penalty 2722.513112 = -29790.076795 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 45 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.190000 sec): 2 clusters Score: Raw -35990.250301 + Penalty 1380.001061 = -34610.249240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.190000 sec): 3 clusters Score: Raw -36181.172541 + Penalty 2760.002122 = -33421.170419 nChanged 32 SP:Iteration 1F (3553.190000 sec): 3 clusters Score: Raw -36315.677340 + Penalty 2760.002122 = -33555.675218 nChanged 11 SP:Iteration 2Q (3553.190000 sec): 3 clusters Score: Raw -36360.370618 + Penalty 2760.002122 = -33600.368496 nChanged 3 SP:Iteration 3Q (3553.200000 sec): 3 clusters Score: Raw -36373.512762 + Penalty 2760.002122 = -33613.510640 nChanged 2 SP:Iteration 4Q (3553.200000 sec): 3 clusters Score: Raw -36387.729512 + Penalty 2760.002122 = -33627.727390 nChanged 1 SP:Iteration 5Q (3553.200000 sec): 3 clusters Score: Raw -36403.444609 + Penalty 2760.002122 = -33643.442487 nChanged 3 SP:Iteration 6Q (3553.200000 sec): 3 clusters Score: Raw -36416.201005 + Penalty 2760.002122 = -33656.198883 nChanged 1 SP:Iteration 7Q (3553.200000 sec): 3 clusters Score: Raw -36419.932709 + Penalty 2760.002122 = -33659.930587 nChanged 1 SP:Iteration 8Q (3553.200000 sec): 3 clusters Score: Raw -36423.143741 + Penalty 2760.002122 = -33663.141619 nChanged 1 SP:Iteration 9Q (3553.200000 sec): 3 clusters Score: Raw -36428.995555 + Penalty 2760.002122 = -33668.993433 nChanged 1 SP:Iteration 10Q (3553.200000 sec): 3 clusters Score: Raw -36433.162198 + Penalty 2760.002122 = -33673.160076 nChanged 0 SP:Iteration 11F (3553.210000 sec): 3 clusters Score: Raw -36433.162198 + Penalty 2760.002122 = -33673.160076 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 46 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.210000 sec): 2 clusters Score: Raw -77054.560549 + Penalty 1567.996180 = -75486.564370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.220000 sec): 3 clusters Score: Raw -77028.242998 + Penalty 3135.992359 = -73892.250639 nChanged 108 SP:Iteration 1F (3553.220000 sec): 3 clusters Score: Raw -77203.158723 + Penalty 3135.992359 = -74067.166364 nChanged 25 SP:Iteration 2Q (3553.220000 sec): 3 clusters Score: Raw -77248.291149 + Penalty 3135.992359 = -74112.298790 nChanged 10 SP:Iteration 3Q (3553.220000 sec): 3 clusters Score: Raw -77267.704786 + Penalty 3135.992359 = -74131.712427 nChanged 4 SP:Iteration 4Q (3553.230000 sec): 3 clusters Score: Raw -77271.950733 + Penalty 3135.992359 = -74135.958374 nChanged 0 SP:Iteration 5F (3553.230000 sec): 3 clusters Score: Raw -77271.950733 + Penalty 3135.992359 = -74135.958374 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 47 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.230000 sec): 2 clusters Score: Raw -73550.518154 + Penalty 1549.034478 = -72001.483677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.240000 sec): 3 clusters Score: Raw -73576.410143 + Penalty 3098.068956 = -70478.341187 nChanged 106 SP:Iteration 1F (3553.240000 sec): 3 clusters Score: Raw -73798.240572 + Penalty 3098.068956 = -70700.171617 nChanged 22 SP:Iteration 2Q (3553.240000 sec): 3 clusters Score: Raw -73873.066114 + Penalty 3098.068956 = -70774.997158 nChanged 8 SP:Iteration 3Q (3553.240000 sec): 3 clusters Score: Raw -73893.080194 + Penalty 3098.068956 = -70795.011238 nChanged 2 SP:Iteration 4Q (3553.250000 sec): 3 clusters Score: Raw -73899.320229 + Penalty 3098.068956 = -70801.251273 nChanged 1 SP:Iteration 5Q (3553.250000 sec): 3 clusters Score: Raw -73907.489734 + Penalty 3098.068956 = -70809.420779 nChanged 5 SP:Iteration 6Q (3553.250000 sec): 3 clusters Score: Raw -73921.123417 + Penalty 3098.068956 = -70823.054461 nChanged 2 SP:Iteration 7Q (3553.250000 sec): 3 clusters Score: Raw -73923.595000 + Penalty 3098.068956 = -70825.526044 nChanged 1 SP:Iteration 8Q (3553.260000 sec): 3 clusters Score: Raw -73926.244634 + Penalty 3098.068956 = -70828.175678 nChanged 1 SP:Iteration 9Q (3553.260000 sec): 3 clusters Score: Raw -73928.805430 + Penalty 3098.068956 = -70830.736474 nChanged 1 SP:Iteration 10Q (3553.260000 sec): 3 clusters Score: Raw -73929.703698 + Penalty 3098.068956 = -70831.634743 nChanged 2 SP:Iteration 11Q (3553.260000 sec): 3 clusters Score: Raw -73935.119515 + Penalty 3098.068956 = -70837.050560 nChanged 0 SP:Iteration 12F (3553.270000 sec): 3 clusters Score: Raw -73935.119515 + Penalty 3098.068956 = -70837.050560 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 48 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.270000 sec): 2 clusters Score: Raw -39266.443042 + Penalty 1394.756342 = -37871.686700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.270000 sec): 3 clusters Score: Raw -39402.819504 + Penalty 2789.512683 = -36613.306821 nChanged 22 SP:Iteration 1F (3553.270000 sec): 3 clusters Score: Raw -39476.651904 + Penalty 2789.512683 = -36687.139221 nChanged 5 SP:Iteration 2Q (3553.280000 sec): 3 clusters Score: Raw -39502.024335 + Penalty 2789.512683 = -36712.511652 nChanged 4 SP:Iteration 3Q (3553.280000 sec): 3 clusters Score: Raw -39519.178500 + Penalty 2789.512683 = -36729.665817 nChanged 1 SP:Iteration 4Q (3553.280000 sec): 3 clusters Score: Raw -39523.425229 + Penalty 2789.512683 = -36733.912546 nChanged 0 SP:Iteration 5F (3553.280000 sec): 3 clusters Score: Raw -39523.425229 + Penalty 2789.512683 = -36733.912546 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 49 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.280000 sec): 2 clusters Score: Raw -17470.137432 + Penalty 1195.429828 = -16274.707604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.280000 sec): 3 clusters Score: Raw -17774.135197 + Penalty 2390.859657 = -15383.275540 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 50 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.290000 sec): 2 clusters Score: Raw -41570.239214 + Penalty 1407.834943 = -40162.404271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.290000 sec): 3 clusters Score: Raw -41683.770482 + Penalty 2815.669886 = -38868.100596 nChanged 36 SP:Iteration 1F (3553.290000 sec): 3 clusters Score: Raw -41782.315018 + Penalty 2815.669886 = -38966.645132 nChanged 8 SP:Iteration 2Q (3553.290000 sec): 3 clusters Score: Raw -41818.068871 + Penalty 2815.669886 = -39002.398985 nChanged 2 SP:Iteration 3Q (3553.290000 sec): 3 clusters Score: Raw -41824.444331 + Penalty 2815.669886 = -39008.774445 nChanged 4 SP:Iteration 4Q (3553.290000 sec): 3 clusters Score: Raw -41841.060111 + Penalty 2815.669886 = -39025.390225 nChanged 1 SP:Iteration 5Q (3553.300000 sec): 3 clusters Score: Raw -41847.300411 + Penalty 2815.669886 = -39031.630525 nChanged 0 SP:Iteration 6F (3553.300000 sec): 3 clusters Score: Raw -41847.300411 + Penalty 2815.669886 = -39031.630525 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 51 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.300000 sec): 2 clusters Score: Raw -54664.633536 + Penalty 1469.877654 = -53194.755882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.300000 sec): 3 clusters Score: Raw -54727.383847 + Penalty 2939.755309 = -51787.628538 nChanged 45 SP:Iteration 1F (3553.300000 sec): 3 clusters Score: Raw -54866.197376 + Penalty 2939.755309 = -51926.442067 nChanged 8 SP:Iteration 2Q (3553.310000 sec): 3 clusters Score: Raw -54890.646658 + Penalty 2939.755309 = -51950.891349 nChanged 6 SP:Iteration 3Q (3553.310000 sec): 3 clusters Score: Raw -54905.851337 + Penalty 2939.755309 = -51966.096028 nChanged 3 SP:Iteration 4Q (3553.310000 sec): 3 clusters Score: Raw -54918.194620 + Penalty 2939.755309 = -51978.439311 nChanged 1 SP:Iteration 5Q (3553.310000 sec): 3 clusters Score: Raw -54919.622982 + Penalty 2939.755309 = -51979.867673 nChanged 0 SP:Iteration 6F (3553.320000 sec): 3 clusters Score: Raw -54919.622982 + Penalty 2939.755309 = -51979.867673 nChanged 0 Memory request: 0.00 GB would take us to total of 4.66 GB. Trying to split cluster 52 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.320000 sec): 2 clusters Score: Raw -19809.677619 + Penalty 1244.285400 = -18565.392220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.320000 sec): 3 clusters Score: Raw -20123.386669 + Penalty 2488.570799 = -17634.815870 nChanged 1 SP:Iteration 1Q (3553.320000 sec): 3 clusters Score: Raw -20128.477167 + Penalty 2488.570799 = -17639.906368 nChanged 0 SP:Iteration 2F (3553.320000 sec): 3 clusters Score: Raw -20128.477167 + Penalty 2488.570799 = -17639.906368 nChanged 0 ------ Evaluating fit on full set of 1873185 points ------ Score: Raw -284961024.733802 + Penalty 186258.872054 = -284774765.861748 Time taken for this iteration:3690.000000 seconds. 20->53 Clusters: Score -284774765.861748, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.16 GB would take us to total of 4.65 GB. ------ Running on subset of 624395 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 16 (2471 points): Lose 236.454153 but Gain 3309.445538 Iteration 0F (3749.480000 sec): 20 clusters Score: Raw -88073352.915160 + Penalty 62879.465223 = -88010473.449937 nChanged 591903 Iteration 1F (3771.310000 sec): 20 clusters Score: Raw -92762409.096013 + Penalty 62879.465223 = -92699529.630789 nChanged 273769 Iteration 2F (3793.130000 sec): 20 clusters Score: Raw -93612042.548296 + Penalty 62879.465223 = -93549163.083073 nChanged 158869 Deleting Class 4 (1167 points): Lose 2293.062898 but Gain 3309.445538 Iteration 3F (3814.930000 sec): 19 clusters Score: Raw -94006691.779753 + Penalty 59570.019685 = -93947121.760068 nChanged 119087 Iteration 4F (3835.620000 sec): 19 clusters Score: Raw -94230216.817777 + Penalty 59570.019685 = -94170646.798092 nChanged 81318 Iteration 5F (3856.310000 sec): 19 clusters Score: Raw -94369382.767564 + Penalty 59570.019685 = -94309812.747879 nChanged 60124 Iteration 6F (3877.000000 sec): 19 clusters Score: Raw -94451568.531209 + Penalty 59570.019685 = -94391998.511524 nChanged 46386 Iteration 7F (3897.690000 sec): 19 clusters Score: Raw -94514417.813067 + Penalty 59570.019685 = -94454847.793382 nChanged 37006 Iteration 8F (3918.360000 sec): 19 clusters Score: Raw -94566375.207430 + Penalty 59570.019685 = -94506805.187745 nChanged 30694 Iteration 9Q (3925.980000 sec): 19 clusters Score: Raw -94598993.546948 + Penalty 59570.019685 = -94539423.527263 nChanged 25082 Iteration 10Q (3933.260000 sec): 19 clusters Score: Raw -94620954.206162 + Penalty 59570.019685 = -94561384.186477 nChanged 20014 Iteration 11Q (3940.260000 sec): 19 clusters Score: Raw -94635468.297492 + Penalty 59570.019685 = -94575898.277807 nChanged 15699 Iteration 12Q (3947.030000 sec): 19 clusters Score: Raw -94642656.861135 + Penalty 59570.019685 = -94583086.841450 nChanged 11264 Iteration 13Q (3953.630000 sec): 19 clusters Score: Raw -94646406.444314 + Penalty 59570.019685 = -94586836.424629 nChanged 8399 Iteration 14Q (3960.090000 sec): 19 clusters Score: Raw -94648769.622192 + Penalty 59570.019685 = -94589199.602507 nChanged 6258 Iteration 15Q (3966.470000 sec): 19 clusters Score: Raw -94650420.268056 + Penalty 59570.019685 = -94590850.248371 nChanged 5156 Iteration 16Q (3972.780000 sec): 19 clusters Score: Raw -94651633.231672 + Penalty 59570.019685 = -94592063.211987 nChanged 4163 Iteration 17Q (3979.040000 sec): 19 clusters Score: Raw -94652519.319515 + Penalty 59570.019685 = -94592949.299830 nChanged 3507 Iteration 18Q (3985.260000 sec): 19 clusters Score: Raw -94653256.956862 + Penalty 59570.019685 = -94593686.937177 nChanged 3035 Iteration 19Q (3991.440000 sec): 19 clusters Score: Raw -94653906.456537 + Penalty 59570.019685 = -94594336.436852 nChanged 2605 Writing temp clu file Because OldScore, -94593686.937177, is greater than current (better) Score,-94594336.436852 Compute initial score before splitting: Score: Raw -94653906.456537 + Penalty 59570.019685 = -94594336.436852 Memory request: 0.01 GB would take us to total of 4.67 GB. Trying to split cluster 1 (5374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.630000 sec): 2 clusters Score: Raw -613949.760484 + Penalty 2130.153292 = -611819.607193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.650000 sec): 3 clusters Score: Raw -612535.642322 + Penalty 4260.306583 = -608275.335739 nChanged 2297 SP:Iteration 1F (3991.680000 sec): 3 clusters Score: Raw -624565.278930 + Penalty 4260.306583 = -620304.972346 nChanged 809 SP:Iteration 2F (3991.710000 sec): 3 clusters Score: Raw -631910.363514 + Penalty 4260.306583 = -627650.056931 nChanged 269 SP:Iteration 3F (3991.730000 sec): 3 clusters Score: Raw -633235.453552 + Penalty 4260.306583 = -628975.146968 nChanged 152 SP:Iteration 4Q (3991.750000 sec): 3 clusters Score: Raw -633827.236896 + Penalty 4260.306583 = -629566.930312 nChanged 90 SP:Iteration 5Q (3991.780000 sec): 3 clusters Score: Raw -634109.931902 + Penalty 4260.306583 = -629849.625318 nChanged 77 SP:Iteration 6Q (3991.800000 sec): 3 clusters Score: Raw -634297.887609 + Penalty 4260.306583 = -630037.581025 nChanged 48 SP:Iteration 7Q (3991.820000 sec): 3 clusters Score: Raw -634361.611359 + Penalty 4260.306583 = -630101.304776 nChanged 34 SP:Iteration 8Q (3991.840000 sec): 3 clusters Score: Raw -634390.154846 + Penalty 4260.306583 = -630129.848262 nChanged 27 SP:Iteration 9Q (3991.850000 sec): 3 clusters Score: Raw -634411.778854 + Penalty 4260.306583 = -630151.472270 nChanged 23 SP:Iteration 10Q (3991.870000 sec): 3 clusters Score: Raw -634431.381770 + Penalty 4260.306583 = -630171.075187 nChanged 26 SP:Iteration 11Q (3991.890000 sec): 3 clusters Score: Raw -634461.029956 + Penalty 4260.306583 = -630200.723372 nChanged 32 SP:Iteration 12Q (3991.910000 sec): 3 clusters Score: Raw -634497.780983 + Penalty 4260.306583 = -630237.474399 nChanged 43 SP:Iteration 13Q (3991.930000 sec): 3 clusters Score: Raw -634553.728017 + Penalty 4260.306583 = -630293.421433 nChanged 51 SP:Iteration 14Q (3991.950000 sec): 3 clusters Score: Raw -634675.491502 + Penalty 4260.306583 = -630415.184919 nChanged 95 SP:Iteration 15Q (3991.970000 sec): 3 clusters Score: Raw -635132.469947 + Penalty 4260.306583 = -630872.163363 nChanged 100 SP:Iteration 16Q (3991.990000 sec): 3 clusters Score: Raw -635963.742480 + Penalty 4260.306583 = -631703.435897 nChanged 46 SP:Iteration 17Q (3992.010000 sec): 3 clusters Score: Raw -636259.837463 + Penalty 4260.306583 = -631999.530879 nChanged 17 SP:Iteration 18Q (3992.030000 sec): 3 clusters Score: Raw -636280.509671 + Penalty 4260.306583 = -632020.203088 nChanged 7 SP:Iteration 19Q (3992.050000 sec): 3 clusters Score: Raw -636285.950425 + Penalty 4260.306583 = -632025.643841 nChanged 3 SP:Iteration 20F (3992.080000 sec): 3 clusters Score: Raw -636289.688379 + Penalty 4260.306583 = -632029.381795 nChanged 7 SP:Iteration 21Q (3992.100000 sec): 3 clusters Score: Raw -636294.865112 + Penalty 4260.306583 = -632034.558529 nChanged 5 SP:Iteration 22Q (3992.120000 sec): 3 clusters Score: Raw -636296.857166 + Penalty 4260.306583 = -632036.550583 nChanged 0 SP:Iteration 23F (3992.150000 sec): 3 clusters Score: Raw -636296.857166 + Penalty 4260.306583 = -632036.550583 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3992.900000 sec): 2 clusters Score: Raw -20711030.370435 + Penalty 2925.467025 = -20708104.903410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3993.580000 sec): 3 clusters Score: Raw -20625445.857778 + Penalty 5850.934050 = -20619594.923727 nChanged 62989 SP:Iteration 1F (3994.250000 sec): 3 clusters Score: Raw -20661834.850804 + Penalty 5850.934050 = -20655983.916754 nChanged 3998 SP:Iteration 2Q (3994.930000 sec): 3 clusters Score: Raw -20662713.126872 + Penalty 5850.934050 = -20656862.192821 nChanged 4199 SP:Iteration 3Q (3995.610000 sec): 3 clusters Score: Raw -20663825.726830 + Penalty 5850.934050 = -20657974.792779 nChanged 4851 SP:Iteration 4Q (3996.290000 sec): 3 clusters Score: Raw -20665371.541137 + Penalty 5850.934050 = -20659520.607087 nChanged 5991 SP:Iteration 5Q (3996.970000 sec): 3 clusters Score: Raw -20667777.470676 + Penalty 5850.934050 = -20661926.536626 nChanged 7359 SP:Iteration 6F (3997.650000 sec): 3 clusters Score: Raw -20671588.655436 + Penalty 5850.934050 = -20665737.721386 nChanged 9205 SP:Iteration 7F (3998.320000 sec): 3 clusters Score: Raw -20677581.670322 + Penalty 5850.934050 = -20671730.736271 nChanged 10536 SP:Iteration 8F (3998.990000 sec): 3 clusters Score: Raw -20685821.583395 + Penalty 5850.934050 = -20679970.649345 nChanged 10229 SP:Iteration 9F (3999.650000 sec): 3 clusters Score: Raw -20694856.759738 + Penalty 5850.934050 = -20689005.825687 nChanged 8307 SP:Iteration 10F (4000.310000 sec): 3 clusters Score: Raw -20702537.352701 + Penalty 5850.934050 = -20696686.418650 nChanged 5279 SP:Iteration 11Q (4000.970000 sec): 3 clusters Score: Raw -20707333.599793 + Penalty 5850.934050 = -20701482.665742 nChanged 2712 SP:Iteration 12Q (4001.610000 sec): 3 clusters Score: Raw -20709742.695046 + Penalty 5850.934050 = -20703891.760996 nChanged 1187 SP:Iteration 13Q (4002.190000 sec): 3 clusters Score: Raw -20710746.757749 + Penalty 5850.934050 = -20704895.823698 nChanged 465 SP:Iteration 14Q (4002.730000 sec): 3 clusters Score: Raw -20711153.118563 + Penalty 5850.934050 = -20705302.184513 nChanged 211 SP:Iteration 15Q (4003.230000 sec): 3 clusters Score: Raw -20711332.516956 + Penalty 5850.934050 = -20705481.582905 nChanged 99 SP:Iteration 16Q (4003.710000 sec): 3 clusters Score: Raw -20711415.435982 + Penalty 5850.934050 = -20705564.501931 nChanged 77 SP:Iteration 17Q (4004.200000 sec): 3 clusters Score: Raw -20711476.996564 + Penalty 5850.934050 = -20705626.062513 nChanged 38 SP:Iteration 18Q (4004.670000 sec): 3 clusters Score: Raw -20711504.572060 + Penalty 5850.934050 = -20705653.638010 nChanged 24 SP:Iteration 19Q (4005.150000 sec): 3 clusters Score: Raw -20711523.778411 + Penalty 5850.934050 = -20705672.844361 nChanged 25 SP:Iteration 20F (4005.800000 sec): 3 clusters Score: Raw -20711543.229893 + Penalty 5850.934050 = -20705692.295843 nChanged 15 SP:Iteration 21Q (4006.280000 sec): 3 clusters Score: Raw -20711554.999287 + Penalty 5850.934050 = -20705704.065236 nChanged 15 SP:Iteration 22Q (4006.750000 sec): 3 clusters Score: Raw -20711567.586027 + Penalty 5850.934050 = -20705716.651977 nChanged 11 SP:Iteration 23Q (4007.220000 sec): 3 clusters Score: Raw -20711574.466124 + Penalty 5850.934050 = -20705723.532073 nChanged 7 SP:Iteration 24Q (4007.690000 sec): 3 clusters Score: Raw -20711579.806861 + Penalty 5850.934050 = -20705728.872811 nChanged 7 SP:Iteration 25Q (4008.160000 sec): 3 clusters Score: Raw -20711586.349223 + Penalty 5850.934050 = -20705735.415173 nChanged 2 SP:Iteration 26Q (4008.630000 sec): 3 clusters Score: Raw -20711586.813832 + Penalty 5850.934050 = -20705735.879782 nChanged 0 SP:Iteration 27F (4009.280000 sec): 3 clusters Score: Raw -20711586.813832 + Penalty 5850.934050 = -20705735.879782 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (6235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4009.370000 sec): 2 clusters Score: Raw -843670.315941 + Penalty 2167.007597 = -841503.308344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4009.400000 sec): 3 clusters Score: Raw -840699.305694 + Penalty 4334.015194 = -836365.290500 nChanged 2530 SP:Iteration 1F (4009.430000 sec): 3 clusters Score: Raw -843424.608761 + Penalty 4334.015194 = -839090.593567 nChanged 835 SP:Iteration 2F (4009.460000 sec): 3 clusters Score: Raw -844813.712728 + Penalty 4334.015194 = -840479.697535 nChanged 656 SP:Iteration 3F (4009.490000 sec): 3 clusters Score: Raw -846037.148689 + Penalty 4334.015194 = -841703.133495 nChanged 543 SP:Iteration 4F (4009.520000 sec): 3 clusters Score: Raw -847248.232453 + Penalty 4334.015194 = -842914.217259 nChanged 414 SP:Iteration 5F (4009.550000 sec): 3 clusters Score: Raw -848229.254112 + Penalty 4334.015194 = -843895.238919 nChanged 309 SP:Iteration 6Q (4009.580000 sec): 3 clusters Score: Raw -849020.592627 + Penalty 4334.015194 = -844686.577433 nChanged 229 SP:Iteration 7Q (4009.600000 sec): 3 clusters Score: Raw -849560.425722 + Penalty 4334.015194 = -845226.410529 nChanged 166 SP:Iteration 8Q (4009.620000 sec): 3 clusters Score: Raw -849856.886815 + Penalty 4334.015194 = -845522.871621 nChanged 113 SP:Iteration 9Q (4009.650000 sec): 3 clusters Score: Raw -850012.432053 + Penalty 4334.015194 = -845678.416860 nChanged 116 SP:Iteration 10Q (4009.670000 sec): 3 clusters Score: Raw -850252.158034 + Penalty 4334.015194 = -845918.142840 nChanged 165 SP:Iteration 11Q (4009.700000 sec): 3 clusters Score: Raw -850645.587585 + Penalty 4334.015194 = -846311.572391 nChanged 119 SP:Iteration 12Q (4009.720000 sec): 3 clusters Score: Raw -850851.379637 + Penalty 4334.015194 = -846517.364443 nChanged 80 SP:Iteration 13Q (4009.740000 sec): 3 clusters Score: Raw -850998.225285 + Penalty 4334.015194 = -846664.210091 nChanged 78 SP:Iteration 14Q (4009.770000 sec): 3 clusters Score: Raw -851139.625405 + Penalty 4334.015194 = -846805.610211 nChanged 91 SP:Iteration 15Q (4009.790000 sec): 3 clusters Score: Raw -851301.791391 + Penalty 4334.015194 = -846967.776198 nChanged 93 SP:Iteration 16Q (4009.810000 sec): 3 clusters Score: Raw -851498.600499 + Penalty 4334.015194 = -847164.585306 nChanged 97 SP:Iteration 17Q (4009.840000 sec): 3 clusters Score: Raw -851688.449017 + Penalty 4334.015194 = -847354.433824 nChanged 84 SP:Iteration 18Q (4009.860000 sec): 3 clusters Score: Raw -851895.924401 + Penalty 4334.015194 = -847561.909207 nChanged 73 SP:Iteration 19Q (4009.880000 sec): 3 clusters Score: Raw -852066.453403 + Penalty 4334.015194 = -847732.438209 nChanged 69 SP:Iteration 20F (4009.910000 sec): 3 clusters Score: Raw -853044.913070 + Penalty 4334.015194 = -848710.897877 nChanged 208 SP:Iteration 21Q (4009.930000 sec): 3 clusters Score: Raw -855285.332083 + Penalty 4334.015194 = -850951.316890 nChanged 130 SP:Iteration 22Q (4009.950000 sec): 3 clusters Score: Raw -856367.574865 + Penalty 4334.015194 = -852033.559671 nChanged 65 SP:Iteration 23Q (4009.980000 sec): 3 clusters Score: Raw -857125.155420 + Penalty 4334.015194 = -852791.140226 nChanged 11 SP:Iteration 24Q (4010.000000 sec): 3 clusters Score: Raw -857160.572303 + Penalty 4334.015194 = -852826.557109 nChanged 5 SP:Iteration 25Q (4010.020000 sec): 3 clusters Score: Raw -857170.866944 + Penalty 4334.015194 = -852836.851750 nChanged 1 SP:Iteration 26Q (4010.040000 sec): 3 clusters Score: Raw -857172.110378 + Penalty 4334.015194 = -852838.095185 nChanged 0 SP:Iteration 27F (4010.070000 sec): 3 clusters Score: Raw -857172.110378 + Penalty 4334.015194 = -852838.095185 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (5395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4010.100000 sec): 2 clusters Score: Raw -794300.645683 + Penalty 2131.120514 = -792169.525169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4010.120000 sec): 3 clusters Score: Raw -791743.929446 + Penalty 4262.241027 = -787481.688418 nChanged 2052 SP:Iteration 1F (4010.150000 sec): 3 clusters Score: Raw -793012.557844 + Penalty 4262.241027 = -788750.316817 nChanged 467 SP:Iteration 2F (4010.180000 sec): 3 clusters Score: Raw -793378.913619 + Penalty 4262.241027 = -789116.672591 nChanged 329 SP:Iteration 3F (4010.200000 sec): 3 clusters Score: Raw -793630.563616 + Penalty 4262.241027 = -789368.322588 nChanged 283 SP:Iteration 4F (4010.230000 sec): 3 clusters Score: Raw -793834.398398 + Penalty 4262.241027 = -789572.157371 nChanged 238 SP:Iteration 5Q (4010.260000 sec): 3 clusters Score: Raw -794010.037891 + Penalty 4262.241027 = -789747.796864 nChanged 178 SP:Iteration 6Q (4010.280000 sec): 3 clusters Score: Raw -794127.133655 + Penalty 4262.241027 = -789864.892627 nChanged 168 SP:Iteration 7Q (4010.310000 sec): 3 clusters Score: Raw -794240.457391 + Penalty 4262.241027 = -789978.216363 nChanged 169 SP:Iteration 8Q (4010.340000 sec): 3 clusters Score: Raw -794351.032653 + Penalty 4262.241027 = -790088.791626 nChanged 167 SP:Iteration 9Q (4010.360000 sec): 3 clusters Score: Raw -794470.900334 + Penalty 4262.241027 = -790208.659307 nChanged 163 SP:Iteration 10Q (4010.390000 sec): 3 clusters Score: Raw -794580.559793 + Penalty 4262.241027 = -790318.318765 nChanged 146 SP:Iteration 11Q (4010.420000 sec): 3 clusters Score: Raw -794668.987677 + Penalty 4262.241027 = -790406.746649 nChanged 124 SP:Iteration 12Q (4010.440000 sec): 3 clusters Score: Raw -794734.945351 + Penalty 4262.241027 = -790472.704324 nChanged 93 SP:Iteration 13Q (4010.470000 sec): 3 clusters Score: Raw -794783.277817 + Penalty 4262.241027 = -790521.036789 nChanged 75 SP:Iteration 14Q (4010.490000 sec): 3 clusters Score: Raw -794813.060192 + Penalty 4262.241027 = -790550.819164 nChanged 50 SP:Iteration 15Q (4010.520000 sec): 3 clusters Score: Raw -794830.085427 + Penalty 4262.241027 = -790567.844400 nChanged 38 SP:Iteration 16Q (4010.540000 sec): 3 clusters Score: Raw -794843.376392 + Penalty 4262.241027 = -790581.135365 nChanged 43 SP:Iteration 17Q (4010.570000 sec): 3 clusters Score: Raw -794862.919333 + Penalty 4262.241027 = -790600.678306 nChanged 36 SP:Iteration 18Q (4010.600000 sec): 3 clusters Score: Raw -794876.355075 + Penalty 4262.241027 = -790614.114047 nChanged 36 SP:Iteration 19Q (4010.620000 sec): 3 clusters Score: Raw -794887.616853 + Penalty 4262.241027 = -790625.375826 nChanged 21 SP:Iteration 20F (4010.650000 sec): 3 clusters Score: Raw -794892.877577 + Penalty 4262.241027 = -790630.636549 nChanged 14 SP:Iteration 21Q (4010.670000 sec): 3 clusters Score: Raw -794896.368346 + Penalty 4262.241027 = -790634.127318 nChanged 13 SP:Iteration 22Q (4010.700000 sec): 3 clusters Score: Raw -794901.707205 + Penalty 4262.241027 = -790639.466178 nChanged 21 SP:Iteration 23Q (4010.720000 sec): 3 clusters Score: Raw -794908.248690 + Penalty 4262.241027 = -790646.007662 nChanged 22 SP:Iteration 24Q (4010.750000 sec): 3 clusters Score: Raw -794913.039379 + Penalty 4262.241027 = -790650.798352 nChanged 12 SP:Iteration 25Q (4010.780000 sec): 3 clusters Score: Raw -794915.555958 + Penalty 4262.241027 = -790653.314931 nChanged 5 SP:Iteration 26Q (4010.800000 sec): 3 clusters Score: Raw -794917.459772 + Penalty 4262.241027 = -790655.218745 nChanged 6 SP:Iteration 27Q (4010.830000 sec): 3 clusters Score: Raw -794919.388086 + Penalty 4262.241027 = -790657.147058 nChanged 7 SP:Iteration 28Q (4010.850000 sec): 3 clusters Score: Raw -794922.278768 + Penalty 4262.241027 = -790660.037741 nChanged 6 SP:Iteration 29Q (4010.880000 sec): 3 clusters Score: Raw -794924.375872 + Penalty 4262.241027 = -790662.134845 nChanged 8 SP:Iteration 30Q (4010.900000 sec): 3 clusters Score: Raw -794927.213060 + Penalty 4262.241027 = -790664.972033 nChanged 11 SP:Iteration 31Q (4010.930000 sec): 3 clusters Score: Raw -794930.945085 + Penalty 4262.241027 = -790668.704058 nChanged 11 SP:Iteration 32Q (4010.960000 sec): 3 clusters Score: Raw -794935.013079 + Penalty 4262.241027 = -790672.772051 nChanged 10 SP:Iteration 33Q (4010.980000 sec): 3 clusters Score: Raw -794937.293704 + Penalty 4262.241027 = -790675.052677 nChanged 6 SP:Iteration 34Q (4011.000000 sec): 3 clusters Score: Raw -794938.557174 + Penalty 4262.241027 = -790676.316147 nChanged 6 SP:Iteration 35Q (4011.030000 sec): 3 clusters Score: Raw -794942.345637 + Penalty 4262.241027 = -790680.104609 nChanged 11 SP:Iteration 36Q (4011.060000 sec): 3 clusters Score: Raw -794946.822097 + Penalty 4262.241027 = -790684.581069 nChanged 9 SP:Iteration 37Q (4011.080000 sec): 3 clusters Score: Raw -794949.774091 + Penalty 4262.241027 = -790687.533064 nChanged 6 SP:Iteration 38Q (4011.110000 sec): 3 clusters Score: Raw -794950.615823 + Penalty 4262.241027 = -790688.374796 nChanged 5 SP:Iteration 39Q (4011.140000 sec): 3 clusters Score: Raw -794952.009436 + Penalty 4262.241027 = -790689.768409 nChanged 6 SP:Iteration 40F (4011.160000 sec): 3 clusters Score: Raw -794953.317743 + Penalty 4262.241027 = -790691.076716 nChanged 6 SP:Iteration 41Q (4011.190000 sec): 3 clusters Score: Raw -794955.335819 + Penalty 4262.241027 = -790693.094792 nChanged 5 SP:Iteration 42Q (4011.210000 sec): 3 clusters Score: Raw -794957.111316 + Penalty 4262.241027 = -790694.870289 nChanged 4 SP:Iteration 43Q (4011.240000 sec): 3 clusters Score: Raw -794959.231950 + Penalty 4262.241027 = -790696.990922 nChanged 6 SP:Iteration 44Q (4011.260000 sec): 3 clusters Score: Raw -794962.352056 + Penalty 4262.241027 = -790700.111028 nChanged 7 SP:Iteration 45Q (4011.290000 sec): 3 clusters Score: Raw -794964.817954 + Penalty 4262.241027 = -790702.576927 nChanged 3 SP:Iteration 46Q (4011.320000 sec): 3 clusters Score: Raw -794965.434163 + Penalty 4262.241027 = -790703.193135 nChanged 0 SP:Iteration 47F (4011.340000 sec): 3 clusters Score: Raw -794965.434163 + Penalty 4262.241027 = -790703.193135 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (5073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4011.360000 sec): 2 clusters Score: Raw -767599.507966 + Penalty 2115.858534 = -765483.649432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4011.390000 sec): 3 clusters Score: Raw -765152.991528 + Penalty 4231.717068 = -760921.274459 nChanged 1962 SP:Iteration 1F (4011.420000 sec): 3 clusters Score: Raw -766285.298680 + Penalty 4231.717068 = -762053.581612 nChanged 389 SP:Iteration 2F (4011.440000 sec): 3 clusters Score: Raw -766516.290039 + Penalty 4231.717068 = -762284.572970 nChanged 268 SP:Iteration 3F (4011.460000 sec): 3 clusters Score: Raw -766671.976252 + Penalty 4231.717068 = -762440.259183 nChanged 220 SP:Iteration 4Q (4011.490000 sec): 3 clusters Score: Raw -766806.256409 + Penalty 4231.717068 = -762574.539341 nChanged 187 SP:Iteration 5Q (4011.520000 sec): 3 clusters Score: Raw -766932.854722 + Penalty 4231.717068 = -762701.137654 nChanged 173 SP:Iteration 6Q (4011.540000 sec): 3 clusters Score: Raw -767060.781247 + Penalty 4231.717068 = -762829.064178 nChanged 168 SP:Iteration 7Q (4011.560000 sec): 3 clusters Score: Raw -767176.222482 + Penalty 4231.717068 = -762944.505414 nChanged 145 SP:Iteration 8Q (4011.590000 sec): 3 clusters Score: Raw -767275.472991 + Penalty 4231.717068 = -763043.755923 nChanged 143 SP:Iteration 9Q (4011.620000 sec): 3 clusters Score: Raw -767373.869490 + Penalty 4231.717068 = -763142.152422 nChanged 135 SP:Iteration 10Q (4011.640000 sec): 3 clusters Score: Raw -767470.322938 + Penalty 4231.717068 = -763238.605870 nChanged 157 SP:Iteration 11Q (4011.660000 sec): 3 clusters Score: Raw -767582.963537 + Penalty 4231.717068 = -763351.246469 nChanged 163 SP:Iteration 12Q (4011.690000 sec): 3 clusters Score: Raw -767705.184321 + Penalty 4231.717068 = -763473.467253 nChanged 147 SP:Iteration 13Q (4011.710000 sec): 3 clusters Score: Raw -767807.383405 + Penalty 4231.717068 = -763575.666336 nChanged 140 SP:Iteration 14Q (4011.740000 sec): 3 clusters Score: Raw -767917.560344 + Penalty 4231.717068 = -763685.843276 nChanged 127 SP:Iteration 15Q (4011.760000 sec): 3 clusters Score: Raw -767998.792384 + Penalty 4231.717068 = -763767.075315 nChanged 109 SP:Iteration 16Q (4011.790000 sec): 3 clusters Score: Raw -768070.251970 + Penalty 4231.717068 = -763838.534902 nChanged 87 SP:Iteration 17Q (4011.810000 sec): 3 clusters Score: Raw -768123.605161 + Penalty 4231.717068 = -763891.888093 nChanged 80 SP:Iteration 18Q (4011.840000 sec): 3 clusters Score: Raw -768174.803956 + Penalty 4231.717068 = -763943.086887 nChanged 67 SP:Iteration 19Q (4011.860000 sec): 3 clusters Score: Raw -768207.112867 + Penalty 4231.717068 = -763975.395799 nChanged 49 SP:Iteration 20F (4011.880000 sec): 3 clusters Score: Raw -768231.609829 + Penalty 4231.717068 = -763999.892760 nChanged 44 SP:Iteration 21Q (4011.910000 sec): 3 clusters Score: Raw -768253.382904 + Penalty 4231.717068 = -764021.665836 nChanged 35 SP:Iteration 22Q (4011.930000 sec): 3 clusters Score: Raw -768273.226935 + Penalty 4231.717068 = -764041.509866 nChanged 34 SP:Iteration 23Q (4011.960000 sec): 3 clusters Score: Raw -768289.510589 + Penalty 4231.717068 = -764057.793521 nChanged 34 SP:Iteration 24Q (4011.980000 sec): 3 clusters Score: Raw -768304.878437 + Penalty 4231.717068 = -764073.161368 nChanged 24 SP:Iteration 25Q (4012.000000 sec): 3 clusters Score: Raw -768316.093682 + Penalty 4231.717068 = -764084.376614 nChanged 22 SP:Iteration 26Q (4012.020000 sec): 3 clusters Score: Raw -768325.744567 + Penalty 4231.717068 = -764094.027499 nChanged 28 SP:Iteration 27Q (4012.050000 sec): 3 clusters Score: Raw -768336.076409 + Penalty 4231.717068 = -764104.359341 nChanged 18 SP:Iteration 28Q (4012.070000 sec): 3 clusters Score: Raw -768342.304656 + Penalty 4231.717068 = -764110.587588 nChanged 17 SP:Iteration 29Q (4012.100000 sec): 3 clusters Score: Raw -768347.018064 + Penalty 4231.717068 = -764115.300996 nChanged 13 SP:Iteration 30Q (4012.120000 sec): 3 clusters Score: Raw -768350.342589 + Penalty 4231.717068 = -764118.625521 nChanged 7 SP:Iteration 31Q (4012.140000 sec): 3 clusters Score: Raw -768352.467300 + Penalty 4231.717068 = -764120.750231 nChanged 10 SP:Iteration 32Q (4012.170000 sec): 3 clusters Score: Raw -768355.289824 + Penalty 4231.717068 = -764123.572756 nChanged 7 SP:Iteration 33Q (4012.190000 sec): 3 clusters Score: Raw -768356.952933 + Penalty 4231.717068 = -764125.235865 nChanged 6 SP:Iteration 34Q (4012.210000 sec): 3 clusters Score: Raw -768359.000670 + Penalty 4231.717068 = -764127.283602 nChanged 9 SP:Iteration 35Q (4012.240000 sec): 3 clusters Score: Raw -768362.530583 + Penalty 4231.717068 = -764130.813514 nChanged 7 SP:Iteration 36Q (4012.260000 sec): 3 clusters Score: Raw -768364.141492 + Penalty 4231.717068 = -764132.424423 nChanged 4 SP:Iteration 37Q (4012.280000 sec): 3 clusters Score: Raw -768364.833424 + Penalty 4231.717068 = -764133.116355 nChanged 4 SP:Iteration 38Q (4012.310000 sec): 3 clusters Score: Raw -768365.722135 + Penalty 4231.717068 = -764134.005067 nChanged 3 SP:Iteration 39Q (4012.330000 sec): 3 clusters Score: Raw -768366.159009 + Penalty 4231.717068 = -764134.441941 nChanged 2 SP:Iteration 40F (4012.360000 sec): 3 clusters Score: Raw -768366.629092 + Penalty 4231.717068 = -764134.912023 nChanged 3 SP:Iteration 41Q (4012.380000 sec): 3 clusters Score: Raw -768367.290368 + Penalty 4231.717068 = -764135.573300 nChanged 2 SP:Iteration 42Q (4012.400000 sec): 3 clusters Score: Raw -768367.729314 + Penalty 4231.717068 = -764136.012246 nChanged 2 SP:Iteration 43Q (4012.420000 sec): 3 clusters Score: Raw -768367.991615 + Penalty 4231.717068 = -764136.274547 nChanged 0 SP:Iteration 44F (4012.450000 sec): 3 clusters Score: Raw -768367.991615 + Penalty 4231.717068 = -764136.274547 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (35809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4012.610000 sec): 2 clusters Score: Raw -5587900.792337 + Penalty 2600.516725 = -5585300.275612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4012.790000 sec): 3 clusters Score: Raw -5566268.749305 + Penalty 5201.033451 = -5561067.715854 nChanged 16286 SP:Iteration 1F (4012.970000 sec): 3 clusters Score: Raw -5575112.200526 + Penalty 5201.033451 = -5569911.167076 nChanged 1748 SP:Iteration 2Q (4013.160000 sec): 3 clusters Score: Raw -5575753.818413 + Penalty 5201.033451 = -5570552.784963 nChanged 1770 SP:Iteration 3Q (4013.340000 sec): 3 clusters Score: Raw -5576500.376228 + Penalty 5201.033451 = -5571299.342777 nChanged 1929 SP:Iteration 4F (4013.520000 sec): 3 clusters Score: Raw -5577537.368733 + Penalty 5201.033451 = -5572336.335282 nChanged 2224 SP:Iteration 5F (4013.700000 sec): 3 clusters Score: Raw -5579066.382495 + Penalty 5201.033451 = -5573865.349044 nChanged 2631 SP:Iteration 6F (4013.880000 sec): 3 clusters Score: Raw -5581145.962582 + Penalty 5201.033451 = -5575944.929132 nChanged 2639 SP:Iteration 7F (4014.060000 sec): 3 clusters Score: Raw -5583289.762766 + Penalty 5201.033451 = -5578088.729315 nChanged 2286 SP:Iteration 8F (4014.240000 sec): 3 clusters Score: Raw -5584852.433764 + Penalty 5201.033451 = -5579651.400314 nChanged 1724 SP:Iteration 9Q (4014.420000 sec): 3 clusters Score: Raw -5585755.603420 + Penalty 5201.033451 = -5580554.569970 nChanged 1193 SP:Iteration 10Q (4014.600000 sec): 3 clusters Score: Raw -5586254.890045 + Penalty 5201.033451 = -5581053.856595 nChanged 878 SP:Iteration 11Q (4014.770000 sec): 3 clusters Score: Raw -5586612.950471 + Penalty 5201.033451 = -5581411.917020 nChanged 776 SP:Iteration 12Q (4014.950000 sec): 3 clusters Score: Raw -5586930.807118 + Penalty 5201.033451 = -5581729.773667 nChanged 693 SP:Iteration 13Q (4015.130000 sec): 3 clusters Score: Raw -5587229.326211 + Penalty 5201.033451 = -5582028.292761 nChanged 650 SP:Iteration 14Q (4015.300000 sec): 3 clusters Score: Raw -5587537.025239 + Penalty 5201.033451 = -5582335.991789 nChanged 629 SP:Iteration 15Q (4015.480000 sec): 3 clusters Score: Raw -5587783.153960 + Penalty 5201.033451 = -5582582.120509 nChanged 536 SP:Iteration 16Q (4015.660000 sec): 3 clusters Score: Raw -5587976.902828 + Penalty 5201.033451 = -5582775.869378 nChanged 462 SP:Iteration 17Q (4015.830000 sec): 3 clusters Score: Raw -5588114.555149 + Penalty 5201.033451 = -5582913.521699 nChanged 393 SP:Iteration 18Q (4016.000000 sec): 3 clusters Score: Raw -5588219.441333 + Penalty 5201.033451 = -5583018.407883 nChanged 319 SP:Iteration 19Q (4016.170000 sec): 3 clusters Score: Raw -5588296.999055 + Penalty 5201.033451 = -5583095.965604 nChanged 271 SP:Iteration 20F (4016.350000 sec): 3 clusters Score: Raw -5588352.038554 + Penalty 5201.033451 = -5583151.005103 nChanged 209 SP:Iteration 21Q (4016.520000 sec): 3 clusters Score: Raw -5588390.431991 + Penalty 5201.033451 = -5583189.398540 nChanged 177 SP:Iteration 22Q (4016.680000 sec): 3 clusters Score: Raw -5588418.673213 + Penalty 5201.033451 = -5583217.639763 nChanged 167 SP:Iteration 23Q (4016.850000 sec): 3 clusters Score: Raw -5588446.392182 + Penalty 5201.033451 = -5583245.358731 nChanged 148 SP:Iteration 24Q (4017.020000 sec): 3 clusters Score: Raw -5588468.918577 + Penalty 5201.033451 = -5583267.885126 nChanged 129 SP:Iteration 25Q (4017.180000 sec): 3 clusters Score: Raw -5588487.930581 + Penalty 5201.033451 = -5583286.897130 nChanged 129 SP:Iteration 26Q (4017.340000 sec): 3 clusters Score: Raw -5588507.768337 + Penalty 5201.033451 = -5583306.734887 nChanged 133 SP:Iteration 27Q (4017.510000 sec): 3 clusters Score: Raw -5588529.138536 + Penalty 5201.033451 = -5583328.105086 nChanged 147 SP:Iteration 28Q (4017.680000 sec): 3 clusters Score: Raw -5588554.314394 + Penalty 5201.033451 = -5583353.280943 nChanged 147 SP:Iteration 29Q (4017.840000 sec): 3 clusters Score: Raw -5588579.486416 + Penalty 5201.033451 = -5583378.452965 nChanged 157 SP:Iteration 30Q (4018.000000 sec): 3 clusters Score: Raw -5588605.604767 + Penalty 5201.033451 = -5583404.571317 nChanged 158 SP:Iteration 31Q (4018.160000 sec): 3 clusters Score: Raw -5588632.018730 + Penalty 5201.033451 = -5583430.985280 nChanged 164 SP:Iteration 32Q (4018.320000 sec): 3 clusters Score: Raw -5588660.978723 + Penalty 5201.033451 = -5583459.945273 nChanged 160 SP:Iteration 33Q (4018.490000 sec): 3 clusters Score: Raw -5588690.467590 + Penalty 5201.033451 = -5583489.434140 nChanged 157 SP:Iteration 34Q (4018.650000 sec): 3 clusters Score: Raw -5588718.110844 + Penalty 5201.033451 = -5583517.077394 nChanged 174 SP:Iteration 35Q (4018.810000 sec): 3 clusters Score: Raw -5588753.672943 + Penalty 5201.033451 = -5583552.639492 nChanged 169 SP:Iteration 36Q (4018.970000 sec): 3 clusters Score: Raw -5588787.445064 + Penalty 5201.033451 = -5583586.411613 nChanged 161 SP:Iteration 37Q (4019.130000 sec): 3 clusters Score: Raw -5588817.949685 + Penalty 5201.033451 = -5583616.916234 nChanged 163 SP:Iteration 38Q (4019.290000 sec): 3 clusters Score: Raw -5588849.787727 + Penalty 5201.033451 = -5583648.754277 nChanged 165 SP:Iteration 39Q (4019.450000 sec): 3 clusters Score: Raw -5588882.808497 + Penalty 5201.033451 = -5583681.775046 nChanged 160 SP:Iteration 40F (4019.630000 sec): 3 clusters Score: Raw -5588915.798999 + Penalty 5201.033451 = -5583714.765549 nChanged 171 SP:Iteration 41Q (4019.790000 sec): 3 clusters Score: Raw -5588946.799622 + Penalty 5201.033451 = -5583745.766171 nChanged 147 SP:Iteration 42Q (4019.950000 sec): 3 clusters Score: Raw -5588970.846928 + Penalty 5201.033451 = -5583769.813477 nChanged 134 SP:Iteration 43Q (4020.100000 sec): 3 clusters Score: Raw -5588992.268681 + Penalty 5201.033451 = -5583791.235230 nChanged 136 SP:Iteration 44Q (4020.260000 sec): 3 clusters Score: Raw -5589014.310895 + Penalty 5201.033451 = -5583813.277444 nChanged 122 SP:Iteration 45Q (4020.420000 sec): 3 clusters Score: Raw -5589034.668699 + Penalty 5201.033451 = -5583833.635248 nChanged 130 SP:Iteration 46Q (4020.580000 sec): 3 clusters Score: Raw -5589056.371779 + Penalty 5201.033451 = -5583855.338328 nChanged 124 SP:Iteration 47Q (4020.740000 sec): 3 clusters Score: Raw -5589074.927218 + Penalty 5201.033451 = -5583873.893767 nChanged 110 SP:Iteration 48Q (4020.890000 sec): 3 clusters Score: Raw -5589090.377598 + Penalty 5201.033451 = -5583889.344148 nChanged 121 SP:Iteration 49Q (4021.050000 sec): 3 clusters Score: Raw -5589111.918481 + Penalty 5201.033451 = -5583910.885030 nChanged 134 SP:Iteration 50Q (4021.200000 sec): 3 clusters Score: Raw -5589136.767777 + Penalty 5201.033451 = -5583935.734326 nChanged 129 SP:Iteration 51Q (4021.360000 sec): 3 clusters Score: Raw -5589160.720132 + Penalty 5201.033451 = -5583959.686682 nChanged 130 SP:Iteration 52Q (4021.520000 sec): 3 clusters Score: Raw -5589181.337636 + Penalty 5201.033451 = -5583980.304186 nChanged 109 SP:Iteration 53Q (4021.670000 sec): 3 clusters Score: Raw -5589197.905948 + Penalty 5201.033451 = -5583996.872497 nChanged 87 SP:Iteration 54Q (4021.830000 sec): 3 clusters Score: Raw -5589209.042868 + Penalty 5201.033451 = -5584008.009417 nChanged 65 SP:Iteration 55Q (4021.980000 sec): 3 clusters Score: Raw -5589215.776103 + Penalty 5201.033451 = -5584014.742652 nChanged 51 SP:Iteration 56Q (4022.140000 sec): 3 clusters Score: Raw -5589221.522047 + Penalty 5201.033451 = -5584020.488597 nChanged 57 SP:Iteration 57Q (4022.290000 sec): 3 clusters Score: Raw -5589228.461645 + Penalty 5201.033451 = -5584027.428194 nChanged 53 SP:Iteration 58Q (4022.440000 sec): 3 clusters Score: Raw -5589235.347393 + Penalty 5201.033451 = -5584034.313943 nChanged 58 SP:Iteration 59Q (4022.600000 sec): 3 clusters Score: Raw -5589244.298569 + Penalty 5201.033451 = -5584043.265118 nChanged 69 SP:Iteration 60F (4022.780000 sec): 3 clusters Score: Raw -5589254.047669 + Penalty 5201.033451 = -5584053.014218 nChanged 70 SP:Iteration 61Q (4022.930000 sec): 3 clusters Score: Raw -5589262.005237 + Penalty 5201.033451 = -5584060.971786 nChanged 55 SP:Iteration 62Q (4023.090000 sec): 3 clusters Score: Raw -5589267.056783 + Penalty 5201.033451 = -5584066.023333 nChanged 42 SP:Iteration 63Q (4023.240000 sec): 3 clusters Score: Raw -5589271.062152 + Penalty 5201.033451 = -5584070.028701 nChanged 37 SP:Iteration 64Q (4023.400000 sec): 3 clusters Score: Raw -5589273.819941 + Penalty 5201.033451 = -5584072.786490 nChanged 38 SP:Iteration 65Q (4023.560000 sec): 3 clusters Score: Raw -5589277.416130 + Penalty 5201.033451 = -5584076.382679 nChanged 41 SP:Iteration 66Q (4023.710000 sec): 3 clusters Score: Raw -5589281.279748 + Penalty 5201.033451 = -5584080.246298 nChanged 39 SP:Iteration 67Q (4023.860000 sec): 3 clusters Score: Raw -5589284.614280 + Penalty 5201.033451 = -5584083.580830 nChanged 30 SP:Iteration 68Q (4024.020000 sec): 3 clusters Score: Raw -5589286.798803 + Penalty 5201.033451 = -5584085.765352 nChanged 30 SP:Iteration 69Q (4024.180000 sec): 3 clusters Score: Raw -5589288.910100 + Penalty 5201.033451 = -5584087.876649 nChanged 26 SP:Iteration 70Q (4024.330000 sec): 3 clusters Score: Raw -5589290.850097 + Penalty 5201.033451 = -5584089.816647 nChanged 25 SP:Iteration 71Q (4024.480000 sec): 3 clusters Score: Raw -5589292.753984 + Penalty 5201.033451 = -5584091.720533 nChanged 24 SP:Iteration 72Q (4024.640000 sec): 3 clusters Score: Raw -5589294.883389 + Penalty 5201.033451 = -5584093.849939 nChanged 19 SP:Iteration 73Q (4024.800000 sec): 3 clusters Score: Raw -5589295.901223 + Penalty 5201.033451 = -5584094.867773 nChanged 14 SP:Iteration 74Q (4024.950000 sec): 3 clusters Score: Raw -5589296.743355 + Penalty 5201.033451 = -5584095.709904 nChanged 11 SP:Iteration 75Q (4025.100000 sec): 3 clusters Score: Raw -5589297.435886 + Penalty 5201.033451 = -5584096.402435 nChanged 14 SP:Iteration 76Q (4025.260000 sec): 3 clusters Score: Raw -5589298.213273 + Penalty 5201.033451 = -5584097.179822 nChanged 11 SP:Iteration 77Q (4025.410000 sec): 3 clusters Score: Raw -5589298.929050 + Penalty 5201.033451 = -5584097.895600 nChanged 10 SP:Iteration 78Q (4025.570000 sec): 3 clusters Score: Raw -5589299.539271 + Penalty 5201.033451 = -5584098.505820 nChanged 13 SP:Iteration 79Q (4025.720000 sec): 3 clusters Score: Raw -5589300.370267 + Penalty 5201.033451 = -5584099.336817 nChanged 14 SP:Iteration 80F (4025.900000 sec): 3 clusters Score: Raw -5589301.477981 + Penalty 5201.033451 = -5584100.444530 nChanged 13 SP:Iteration 81Q (4026.060000 sec): 3 clusters Score: Raw -5589302.151915 + Penalty 5201.033451 = -5584101.118464 nChanged 12 SP:Iteration 82Q (4026.210000 sec): 3 clusters Score: Raw -5589302.890628 + Penalty 5201.033451 = -5584101.857177 nChanged 14 SP:Iteration 83Q (4026.360000 sec): 3 clusters Score: Raw -5589303.642565 + Penalty 5201.033451 = -5584102.609114 nChanged 13 SP:Iteration 84Q (4026.520000 sec): 3 clusters Score: Raw -5589304.526230 + Penalty 5201.033451 = -5584103.492779 nChanged 20 SP:Iteration 85Q (4026.670000 sec): 3 clusters Score: Raw -5589305.853715 + Penalty 5201.033451 = -5584104.820264 nChanged 16 SP:Iteration 86Q (4026.830000 sec): 3 clusters Score: Raw -5589306.605162 + Penalty 5201.033451 = -5584105.571711 nChanged 11 SP:Iteration 87Q (4026.980000 sec): 3 clusters Score: Raw -5589307.412103 + Penalty 5201.033451 = -5584106.378653 nChanged 11 SP:Iteration 88Q (4027.130000 sec): 3 clusters Score: Raw -5589308.024228 + Penalty 5201.033451 = -5584106.990778 nChanged 10 SP:Iteration 89Q (4027.290000 sec): 3 clusters Score: Raw -5589308.784689 + Penalty 5201.033451 = -5584107.751238 nChanged 15 SP:Iteration 90Q (4027.440000 sec): 3 clusters Score: Raw -5589309.949277 + Penalty 5201.033451 = -5584108.915827 nChanged 16 SP:Iteration 91Q (4027.600000 sec): 3 clusters Score: Raw -5589310.947202 + Penalty 5201.033451 = -5584109.913752 nChanged 14 SP:Iteration 92Q (4027.750000 sec): 3 clusters Score: Raw -5589311.973429 + Penalty 5201.033451 = -5584110.939978 nChanged 13 SP:Iteration 93Q (4027.900000 sec): 3 clusters Score: Raw -5589313.210910 + Penalty 5201.033451 = -5584112.177459 nChanged 19 SP:Iteration 94Q (4028.060000 sec): 3 clusters Score: Raw -5589315.513583 + Penalty 5201.033451 = -5584114.480133 nChanged 23 SP:Iteration 95Q (4028.210000 sec): 3 clusters Score: Raw -5589317.279696 + Penalty 5201.033451 = -5584116.246245 nChanged 22 SP:Iteration 96Q (4028.360000 sec): 3 clusters Score: Raw -5589318.796491 + Penalty 5201.033451 = -5584117.763041 nChanged 21 SP:Iteration 97Q (4028.520000 sec): 3 clusters Score: Raw -5589320.099917 + Penalty 5201.033451 = -5584119.066466 nChanged 13 SP:Iteration 98Q (4028.670000 sec): 3 clusters Score: Raw -5589321.166952 + Penalty 5201.033451 = -5584120.133501 nChanged 12 SP:Iteration 99Q (4028.830000 sec): 3 clusters Score: Raw -5589322.070838 + Penalty 5201.033451 = -5584121.037388 nChanged 14 SP:Iteration 100F (4029.010000 sec): 3 clusters Score: Raw -5589323.243596 + Penalty 5201.033451 = -5584122.210145 nChanged 20 SP:Iteration 101Q (4029.160000 sec): 3 clusters Score: Raw -5589324.561353 + Penalty 5201.033451 = -5584123.527902 nChanged 13 SP:Iteration 102Q (4029.320000 sec): 3 clusters Score: Raw -5589325.570681 + Penalty 5201.033451 = -5584124.537231 nChanged 16 SP:Iteration 103Q (4029.470000 sec): 3 clusters Score: Raw -5589326.973133 + Penalty 5201.033451 = -5584125.939683 nChanged 18 SP:Iteration 104Q (4029.620000 sec): 3 clusters Score: Raw -5589328.477482 + Penalty 5201.033451 = -5584127.444031 nChanged 23 SP:Iteration 105Q (4029.780000 sec): 3 clusters Score: Raw -5589330.296730 + Penalty 5201.033451 = -5584129.263279 nChanged 20 SP:Iteration 106Q (4029.930000 sec): 3 clusters Score: Raw -5589331.834970 + Penalty 5201.033451 = -5584130.801519 nChanged 17 SP:Iteration 107Q (4030.080000 sec): 3 clusters Score: Raw -5589333.194789 + Penalty 5201.033451 = -5584132.161338 nChanged 17 SP:Iteration 108Q (4030.240000 sec): 3 clusters Score: Raw -5589334.852779 + Penalty 5201.033451 = -5584133.819329 nChanged 24 SP:Iteration 109Q (4030.390000 sec): 3 clusters Score: Raw -5589337.207135 + Penalty 5201.033451 = -5584136.173685 nChanged 20 SP:Iteration 110Q (4030.540000 sec): 3 clusters Score: Raw -5589338.644161 + Penalty 5201.033451 = -5584137.610711 nChanged 14 SP:Iteration 111Q (4030.700000 sec): 3 clusters Score: Raw -5589339.478240 + Penalty 5201.033451 = -5584138.444790 nChanged 14 SP:Iteration 112Q (4030.850000 sec): 3 clusters Score: Raw -5589340.194942 + Penalty 5201.033451 = -5584139.161491 nChanged 14 SP:Iteration 113Q (4031.000000 sec): 3 clusters Score: Raw -5589341.314676 + Penalty 5201.033451 = -5584140.281225 nChanged 21 SP:Iteration 114Q (4031.160000 sec): 3 clusters Score: Raw -5589342.915681 + Penalty 5201.033451 = -5584141.882231 nChanged 22 SP:Iteration 115Q (4031.310000 sec): 3 clusters Score: Raw -5589344.776288 + Penalty 5201.033451 = -5584143.742838 nChanged 14 SP:Iteration 116Q (4031.460000 sec): 3 clusters Score: Raw -5589345.586042 + Penalty 5201.033451 = -5584144.552591 nChanged 7 SP:Iteration 117Q (4031.620000 sec): 3 clusters Score: Raw -5589346.079580 + Penalty 5201.033451 = -5584145.046130 nChanged 4 SP:Iteration 118Q (4031.770000 sec): 3 clusters Score: Raw -5589346.281562 + Penalty 5201.033451 = -5584145.248111 nChanged 7 SP:Iteration 119Q (4031.920000 sec): 3 clusters Score: Raw -5589346.761727 + Penalty 5201.033451 = -5584145.728277 nChanged 6 SP:Iteration 120F (4032.100000 sec): 3 clusters Score: Raw -5589347.171638 + Penalty 5201.033451 = -5584146.138187 nChanged 5 SP:Iteration 121Q (4032.260000 sec): 3 clusters Score: Raw -5589347.505806 + Penalty 5201.033451 = -5584146.472355 nChanged 7 SP:Iteration 122Q (4032.410000 sec): 3 clusters Score: Raw -5589347.981423 + Penalty 5201.033451 = -5584146.947973 nChanged 5 SP:Iteration 123Q (4032.560000 sec): 3 clusters Score: Raw -5589348.299011 + Penalty 5201.033451 = -5584147.265561 nChanged 7 SP:Iteration 124Q (4032.720000 sec): 3 clusters Score: Raw -5589348.740015 + Penalty 5201.033451 = -5584147.706564 nChanged 5 SP:Iteration 125Q (4032.870000 sec): 3 clusters Score: Raw -5589349.094419 + Penalty 5201.033451 = -5584148.060968 nChanged 8 SP:Iteration 126Q (4033.020000 sec): 3 clusters Score: Raw -5589349.609172 + Penalty 5201.033451 = -5584148.575722 nChanged 10 SP:Iteration 127Q (4033.180000 sec): 3 clusters Score: Raw -5589350.348153 + Penalty 5201.033451 = -5584149.314702 nChanged 7 SP:Iteration 128Q (4033.330000 sec): 3 clusters Score: Raw -5589350.784778 + Penalty 5201.033451 = -5584149.751328 nChanged 5 SP:Iteration 129Q (4033.480000 sec): 3 clusters Score: Raw -5589351.122010 + Penalty 5201.033451 = -5584150.088559 nChanged 6 SP:Iteration 130Q (4033.640000 sec): 3 clusters Score: Raw -5589351.467959 + Penalty 5201.033451 = -5584150.434509 nChanged 5 SP:Iteration 131Q (4033.790000 sec): 3 clusters Score: Raw -5589351.730469 + Penalty 5201.033451 = -5584150.697018 nChanged 4 SP:Iteration 132Q (4033.940000 sec): 3 clusters Score: Raw -5589351.943031 + Penalty 5201.033451 = -5584150.909580 nChanged 3 SP:Iteration 133Q (4034.090000 sec): 3 clusters Score: Raw -5589352.159320 + Penalty 5201.033451 = -5584151.125869 nChanged 1 SP:Iteration 134Q (4034.240000 sec): 3 clusters Score: Raw -5589352.213749 + Penalty 5201.033451 = -5584151.180299 nChanged 1 SP:Iteration 135Q (4034.400000 sec): 3 clusters Score: Raw -5589352.250478 + Penalty 5201.033451 = -5584151.217028 nChanged 1 SP:Iteration 136Q (4034.550000 sec): 3 clusters Score: Raw -5589352.329586 + Penalty 5201.033451 = -5584151.296135 nChanged 1 SP:Iteration 137Q (4034.700000 sec): 3 clusters Score: Raw -5589352.404763 + Penalty 5201.033451 = -5584151.371313 nChanged 1 SP:Iteration 138Q (4034.860000 sec): 3 clusters Score: Raw -5589352.448562 + Penalty 5201.033451 = -5584151.415112 nChanged 1 SP:Iteration 139Q (4035.010000 sec): 3 clusters Score: Raw -5589352.508281 + Penalty 5201.033451 = -5584151.474831 nChanged 0 SP:Iteration 140F (4035.180000 sec): 3 clusters Score: Raw -5589352.508281 + Penalty 5201.033451 = -5584151.474831 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (11786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.250000 sec): 2 clusters Score: Raw -1781785.211137 + Penalty 2324.917581 = -1779460.293556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4035.300000 sec): 3 clusters Score: Raw -1775286.830354 + Penalty 4649.835162 = -1770636.995192 nChanged 5102 SP:Iteration 1F (4035.360000 sec): 3 clusters Score: Raw -1778776.814550 + Penalty 4649.835162 = -1774126.979388 nChanged 1143 SP:Iteration 2F (4035.420000 sec): 3 clusters Score: Raw -1780243.658151 + Penalty 4649.835162 = -1775593.822989 nChanged 1329 SP:Iteration 3F (4035.480000 sec): 3 clusters Score: Raw -1782033.851674 + Penalty 4649.835162 = -1777384.016512 nChanged 1337 SP:Iteration 4F (4035.540000 sec): 3 clusters Score: Raw -1783747.059633 + Penalty 4649.835162 = -1779097.224471 nChanged 970 SP:Iteration 5F (4035.600000 sec): 3 clusters Score: Raw -1784681.906821 + Penalty 4649.835162 = -1780032.071659 nChanged 574 SP:Iteration 6Q (4035.660000 sec): 3 clusters Score: Raw -1785059.005891 + Penalty 4649.835162 = -1780409.170729 nChanged 338 SP:Iteration 7Q (4035.710000 sec): 3 clusters Score: Raw -1785224.229118 + Penalty 4649.835162 = -1780574.393956 nChanged 198 SP:Iteration 8Q (4035.770000 sec): 3 clusters Score: Raw -1785306.146342 + Penalty 4649.835162 = -1780656.311180 nChanged 147 SP:Iteration 9Q (4035.820000 sec): 3 clusters Score: Raw -1785362.580307 + Penalty 4649.835162 = -1780712.745145 nChanged 110 SP:Iteration 10Q (4035.880000 sec): 3 clusters Score: Raw -1785394.207711 + Penalty 4649.835162 = -1780744.372549 nChanged 88 SP:Iteration 11Q (4035.940000 sec): 3 clusters Score: Raw -1785417.372462 + Penalty 4649.835162 = -1780767.537300 nChanged 75 SP:Iteration 12Q (4036.000000 sec): 3 clusters Score: Raw -1785436.040782 + Penalty 4649.835162 = -1780786.205620 nChanged 66 SP:Iteration 13Q (4036.050000 sec): 3 clusters Score: Raw -1785450.324033 + Penalty 4649.835162 = -1780800.488871 nChanged 50 SP:Iteration 14Q (4036.110000 sec): 3 clusters Score: Raw -1785460.800067 + Penalty 4649.835162 = -1780810.964905 nChanged 55 SP:Iteration 15Q (4036.160000 sec): 3 clusters Score: Raw -1785471.052529 + Penalty 4649.835162 = -1780821.217367 nChanged 39 SP:Iteration 16Q (4036.220000 sec): 3 clusters Score: Raw -1785479.603688 + Penalty 4649.835162 = -1780829.768526 nChanged 47 SP:Iteration 17Q (4036.280000 sec): 3 clusters Score: Raw -1785490.222294 + Penalty 4649.835162 = -1780840.387132 nChanged 39 SP:Iteration 18Q (4036.340000 sec): 3 clusters Score: Raw -1785498.604577 + Penalty 4649.835162 = -1780848.769415 nChanged 39 SP:Iteration 19Q (4036.390000 sec): 3 clusters Score: Raw -1785506.375279 + Penalty 4649.835162 = -1780856.540116 nChanged 28 SP:Iteration 20F (4036.450000 sec): 3 clusters Score: Raw -1785510.298598 + Penalty 4649.835162 = -1780860.463436 nChanged 18 SP:Iteration 21Q (4036.510000 sec): 3 clusters Score: Raw -1785512.995212 + Penalty 4649.835162 = -1780863.160050 nChanged 15 SP:Iteration 22Q (4036.560000 sec): 3 clusters Score: Raw -1785515.643415 + Penalty 4649.835162 = -1780865.808253 nChanged 15 SP:Iteration 23Q (4036.620000 sec): 3 clusters Score: Raw -1785518.029794 + Penalty 4649.835162 = -1780868.194632 nChanged 17 SP:Iteration 24Q (4036.680000 sec): 3 clusters Score: Raw -1785520.835356 + Penalty 4649.835162 = -1780871.000194 nChanged 15 SP:Iteration 25Q (4036.730000 sec): 3 clusters Score: Raw -1785523.162639 + Penalty 4649.835162 = -1780873.327477 nChanged 20 SP:Iteration 26Q (4036.790000 sec): 3 clusters Score: Raw -1785525.926346 + Penalty 4649.835162 = -1780876.091184 nChanged 16 SP:Iteration 27Q (4036.840000 sec): 3 clusters Score: Raw -1785527.783774 + Penalty 4649.835162 = -1780877.948612 nChanged 12 SP:Iteration 28Q (4036.900000 sec): 3 clusters Score: Raw -1785529.362199 + Penalty 4649.835162 = -1780879.527037 nChanged 9 SP:Iteration 29Q (4036.960000 sec): 3 clusters Score: Raw -1785530.451594 + Penalty 4649.835162 = -1780880.616432 nChanged 10 SP:Iteration 30Q (4037.020000 sec): 3 clusters Score: Raw -1785531.811084 + Penalty 4649.835162 = -1780881.975922 nChanged 18 SP:Iteration 31Q (4037.070000 sec): 3 clusters Score: Raw -1785534.271360 + Penalty 4649.835162 = -1780884.436198 nChanged 16 SP:Iteration 32Q (4037.130000 sec): 3 clusters Score: Raw -1785536.615356 + Penalty 4649.835162 = -1780886.780194 nChanged 13 SP:Iteration 33Q (4037.180000 sec): 3 clusters Score: Raw -1785538.410982 + Penalty 4649.835162 = -1780888.575820 nChanged 10 SP:Iteration 34Q (4037.240000 sec): 3 clusters Score: Raw -1785540.137360 + Penalty 4649.835162 = -1780890.302198 nChanged 11 SP:Iteration 35Q (4037.300000 sec): 3 clusters Score: Raw -1785542.111990 + Penalty 4649.835162 = -1780892.276828 nChanged 11 SP:Iteration 36Q (4037.360000 sec): 3 clusters Score: Raw -1785543.423797 + Penalty 4649.835162 = -1780893.588635 nChanged 9 SP:Iteration 37Q (4037.410000 sec): 3 clusters Score: Raw -1785544.592008 + Penalty 4649.835162 = -1780894.756846 nChanged 9 SP:Iteration 38Q (4037.470000 sec): 3 clusters Score: Raw -1785545.847027 + Penalty 4649.835162 = -1780896.011865 nChanged 10 SP:Iteration 39Q (4037.520000 sec): 3 clusters Score: Raw -1785546.961354 + Penalty 4649.835162 = -1780897.126192 nChanged 9 SP:Iteration 40F (4037.580000 sec): 3 clusters Score: Raw -1785548.234222 + Penalty 4649.835162 = -1780898.399060 nChanged 12 SP:Iteration 41Q (4037.640000 sec): 3 clusters Score: Raw -1785549.975207 + Penalty 4649.835162 = -1780900.140045 nChanged 13 SP:Iteration 42Q (4037.700000 sec): 3 clusters Score: Raw -1785551.751477 + Penalty 4649.835162 = -1780901.916315 nChanged 12 SP:Iteration 43Q (4037.750000 sec): 3 clusters Score: Raw -1785553.269185 + Penalty 4649.835162 = -1780903.434023 nChanged 7 SP:Iteration 44Q (4037.810000 sec): 3 clusters Score: Raw -1785554.030778 + Penalty 4649.835162 = -1780904.195616 nChanged 7 SP:Iteration 45Q (4037.870000 sec): 3 clusters Score: Raw -1785554.769097 + Penalty 4649.835162 = -1780904.933935 nChanged 6 SP:Iteration 46Q (4037.920000 sec): 3 clusters Score: Raw -1785555.568071 + Penalty 4649.835162 = -1780905.732909 nChanged 3 SP:Iteration 47Q (4037.980000 sec): 3 clusters Score: Raw -1785555.958963 + Penalty 4649.835162 = -1780906.123801 nChanged 0 SP:Iteration 48F (4038.040000 sec): 3 clusters Score: Raw -1785555.958963 + Penalty 4649.835162 = -1780906.123801 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (33857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4038.190000 sec): 2 clusters Score: Raw -4900120.927713 + Penalty 2586.615461 = -4897534.312253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.360000 sec): 3 clusters Score: Raw -4879676.083075 + Penalty 5173.230922 = -4874502.852153 nChanged 15474 SP:Iteration 1F (4038.530000 sec): 3 clusters Score: Raw -4889069.466124 + Penalty 5173.230922 = -4883896.235203 nChanged 2478 SP:Iteration 2F (4038.700000 sec): 3 clusters Score: Raw -4891185.827289 + Penalty 5173.230922 = -4886012.596367 nChanged 3039 SP:Iteration 3F (4038.870000 sec): 3 clusters Score: Raw -4893972.313280 + Penalty 5173.230922 = -4888799.082358 nChanged 3025 SP:Iteration 4F (4039.040000 sec): 3 clusters Score: Raw -4896464.436914 + Penalty 5173.230922 = -4891291.205993 nChanged 2525 SP:Iteration 5F (4039.210000 sec): 3 clusters Score: Raw -4898040.904711 + Penalty 5173.230922 = -4892867.673789 nChanged 1711 SP:Iteration 6F (4039.380000 sec): 3 clusters Score: Raw -4898831.285042 + Penalty 5173.230922 = -4893658.054120 nChanged 1142 SP:Iteration 7Q (4039.550000 sec): 3 clusters Score: Raw -4899211.472877 + Penalty 5173.230922 = -4894038.241955 nChanged 730 SP:Iteration 8Q (4039.720000 sec): 3 clusters Score: Raw -4899405.221499 + Penalty 5173.230922 = -4894231.990578 nChanged 553 SP:Iteration 9Q (4039.890000 sec): 3 clusters Score: Raw -4899548.231312 + Penalty 5173.230922 = -4894375.000390 nChanged 464 SP:Iteration 10Q (4040.050000 sec): 3 clusters Score: Raw -4899662.821469 + Penalty 5173.230922 = -4894489.590547 nChanged 416 SP:Iteration 11Q (4040.220000 sec): 3 clusters Score: Raw -4899763.286067 + Penalty 5173.230922 = -4894590.055145 nChanged 423 SP:Iteration 12Q (4040.390000 sec): 3 clusters Score: Raw -4899873.703809 + Penalty 5173.230922 = -4894700.472887 nChanged 410 SP:Iteration 13Q (4040.560000 sec): 3 clusters Score: Raw -4899993.513614 + Penalty 5173.230922 = -4894820.282692 nChanged 439 SP:Iteration 14Q (4040.720000 sec): 3 clusters Score: Raw -4900129.681197 + Penalty 5173.230922 = -4894956.450276 nChanged 454 SP:Iteration 15Q (4040.890000 sec): 3 clusters Score: Raw -4900282.934030 + Penalty 5173.230922 = -4895109.703109 nChanged 496 SP:Iteration 16Q (4041.060000 sec): 3 clusters Score: Raw -4900456.664751 + Penalty 5173.230922 = -4895283.433829 nChanged 504 SP:Iteration 17Q (4041.220000 sec): 3 clusters Score: Raw -4900645.468734 + Penalty 5173.230922 = -4895472.237812 nChanged 502 SP:Iteration 18Q (4041.390000 sec): 3 clusters Score: Raw -4900830.441030 + Penalty 5173.230922 = -4895657.210108 nChanged 475 SP:Iteration 19Q (4041.550000 sec): 3 clusters Score: Raw -4900997.636612 + Penalty 5173.230922 = -4895824.405690 nChanged 432 SP:Iteration 20F (4041.720000 sec): 3 clusters Score: Raw -4901154.883373 + Penalty 5173.230922 = -4895981.652451 nChanged 413 SP:Iteration 21Q (4041.880000 sec): 3 clusters Score: Raw -4901302.503447 + Penalty 5173.230922 = -4896129.272525 nChanged 369 SP:Iteration 22Q (4042.030000 sec): 3 clusters Score: Raw -4901430.978725 + Penalty 5173.230922 = -4896257.747803 nChanged 330 SP:Iteration 23Q (4042.190000 sec): 3 clusters Score: Raw -4901558.413172 + Penalty 5173.230922 = -4896385.182251 nChanged 287 SP:Iteration 24Q (4042.340000 sec): 3 clusters Score: Raw -4901650.198395 + Penalty 5173.230922 = -4896476.967474 nChanged 234 SP:Iteration 25Q (4042.500000 sec): 3 clusters Score: Raw -4901731.514253 + Penalty 5173.230922 = -4896558.283331 nChanged 218 SP:Iteration 26Q (4042.650000 sec): 3 clusters Score: Raw -4901795.261412 + Penalty 5173.230922 = -4896622.030491 nChanged 197 SP:Iteration 27Q (4042.800000 sec): 3 clusters Score: Raw -4901851.432484 + Penalty 5173.230922 = -4896678.201562 nChanged 166 SP:Iteration 28Q (4042.950000 sec): 3 clusters Score: Raw -4901902.179941 + Penalty 5173.230922 = -4896728.949020 nChanged 156 SP:Iteration 29Q (4043.100000 sec): 3 clusters Score: Raw -4901948.374738 + Penalty 5173.230922 = -4896775.143817 nChanged 131 SP:Iteration 30Q (4043.240000 sec): 3 clusters Score: Raw -4901998.889871 + Penalty 5173.230922 = -4896825.658949 nChanged 144 SP:Iteration 31Q (4043.390000 sec): 3 clusters Score: Raw -4902056.583186 + Penalty 5173.230922 = -4896883.352265 nChanged 120 SP:Iteration 32Q (4043.530000 sec): 3 clusters Score: Raw -4902095.843099 + Penalty 5173.230922 = -4896922.612178 nChanged 105 SP:Iteration 33Q (4043.670000 sec): 3 clusters Score: Raw -4902129.341154 + Penalty 5173.230922 = -4896956.110232 nChanged 104 SP:Iteration 34Q (4043.820000 sec): 3 clusters Score: Raw -4902162.914126 + Penalty 5173.230922 = -4896989.683205 nChanged 108 SP:Iteration 35Q (4043.960000 sec): 3 clusters Score: Raw -4902189.581073 + Penalty 5173.230922 = -4897016.350152 nChanged 72 SP:Iteration 36Q (4044.100000 sec): 3 clusters Score: Raw -4902201.830271 + Penalty 5173.230922 = -4897028.599350 nChanged 60 SP:Iteration 37Q (4044.240000 sec): 3 clusters Score: Raw -4902212.936090 + Penalty 5173.230922 = -4897039.705169 nChanged 48 SP:Iteration 38Q (4044.380000 sec): 3 clusters Score: Raw -4902222.868555 + Penalty 5173.230922 = -4897049.637633 nChanged 39 SP:Iteration 39Q (4044.510000 sec): 3 clusters Score: Raw -4902229.641174 + Penalty 5173.230922 = -4897056.410252 nChanged 36 SP:Iteration 40F (4044.680000 sec): 3 clusters Score: Raw -4902234.868056 + Penalty 5173.230922 = -4897061.637134 nChanged 27 SP:Iteration 41Q (4044.820000 sec): 3 clusters Score: Raw -4902239.500497 + Penalty 5173.230922 = -4897066.269575 nChanged 32 SP:Iteration 42Q (4044.960000 sec): 3 clusters Score: Raw -4902244.606340 + Penalty 5173.230922 = -4897071.375418 nChanged 31 SP:Iteration 43Q (4045.090000 sec): 3 clusters Score: Raw -4902248.181519 + Penalty 5173.230922 = -4897074.950597 nChanged 24 SP:Iteration 44Q (4045.230000 sec): 3 clusters Score: Raw -4902250.936910 + Penalty 5173.230922 = -4897077.705988 nChanged 18 SP:Iteration 45Q (4045.370000 sec): 3 clusters Score: Raw -4902253.894159 + Penalty 5173.230922 = -4897080.663238 nChanged 25 SP:Iteration 46Q (4045.510000 sec): 3 clusters Score: Raw -4902257.724912 + Penalty 5173.230922 = -4897084.493990 nChanged 20 SP:Iteration 47Q (4045.650000 sec): 3 clusters Score: Raw -4902260.025559 + Penalty 5173.230922 = -4897086.794638 nChanged 20 SP:Iteration 48Q (4045.790000 sec): 3 clusters Score: Raw -4902262.073630 + Penalty 5173.230922 = -4897088.842709 nChanged 8 SP:Iteration 49Q (4045.930000 sec): 3 clusters Score: Raw -4902262.678669 + Penalty 5173.230922 = -4897089.447748 nChanged 7 SP:Iteration 50Q (4046.060000 sec): 3 clusters Score: Raw -4902263.495718 + Penalty 5173.230922 = -4897090.264796 nChanged 11 SP:Iteration 51Q (4046.200000 sec): 3 clusters Score: Raw -4902264.626848 + Penalty 5173.230922 = -4897091.395926 nChanged 12 SP:Iteration 52Q (4046.340000 sec): 3 clusters Score: Raw -4902266.277103 + Penalty 5173.230922 = -4897093.046181 nChanged 16 SP:Iteration 53Q (4046.470000 sec): 3 clusters Score: Raw -4902268.024163 + Penalty 5173.230922 = -4897094.793241 nChanged 6 SP:Iteration 54Q (4046.610000 sec): 3 clusters Score: Raw -4902268.592857 + Penalty 5173.230922 = -4897095.361936 nChanged 7 SP:Iteration 55Q (4046.750000 sec): 3 clusters Score: Raw -4902269.689594 + Penalty 5173.230922 = -4897096.458672 nChanged 7 SP:Iteration 56Q (4046.890000 sec): 3 clusters Score: Raw -4902270.286108 + Penalty 5173.230922 = -4897097.055186 nChanged 6 SP:Iteration 57Q (4047.020000 sec): 3 clusters Score: Raw -4902271.041639 + Penalty 5173.230922 = -4897097.810717 nChanged 10 SP:Iteration 58Q (4047.160000 sec): 3 clusters Score: Raw -4902272.125140 + Penalty 5173.230922 = -4897098.894218 nChanged 12 SP:Iteration 59Q (4047.300000 sec): 3 clusters Score: Raw -4902273.300057 + Penalty 5173.230922 = -4897100.069135 nChanged 6 SP:Iteration 60F (4047.470000 sec): 3 clusters Score: Raw -4902274.236957 + Penalty 5173.230922 = -4897101.006036 nChanged 10 SP:Iteration 61Q (4047.610000 sec): 3 clusters Score: Raw -4902276.087513 + Penalty 5173.230922 = -4897102.856591 nChanged 7 SP:Iteration 62Q (4047.740000 sec): 3 clusters Score: Raw -4902276.772109 + Penalty 5173.230922 = -4897103.541187 nChanged 2 SP:Iteration 63Q (4047.880000 sec): 3 clusters Score: Raw -4902276.914845 + Penalty 5173.230922 = -4897103.683923 nChanged 2 SP:Iteration 64Q (4048.020000 sec): 3 clusters Score: Raw -4902277.059614 + Penalty 5173.230922 = -4897103.828693 nChanged 2 SP:Iteration 65Q (4048.150000 sec): 3 clusters Score: Raw -4902277.232910 + Penalty 5173.230922 = -4897104.001988 nChanged 0 SP:Iteration 66F (4048.320000 sec): 3 clusters Score: Raw -4902277.232910 + Penalty 5173.230922 = -4897104.001988 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (16986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4048.400000 sec): 2 clusters Score: Raw -2540492.261963 + Penalty 2415.555899 = -2538076.706064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4048.490000 sec): 3 clusters Score: Raw -2530765.500641 + Penalty 4831.111798 = -2525934.388843 nChanged 7435 SP:Iteration 1F (4048.570000 sec): 3 clusters Score: Raw -2535007.218602 + Penalty 4831.111798 = -2530176.106804 nChanged 1223 SP:Iteration 2F (4048.660000 sec): 3 clusters Score: Raw -2535999.360093 + Penalty 4831.111798 = -2531168.248295 nChanged 1333 SP:Iteration 3F (4048.740000 sec): 3 clusters Score: Raw -2537583.938327 + Penalty 4831.111798 = -2532752.826528 nChanged 1473 SP:Iteration 4F (4048.830000 sec): 3 clusters Score: Raw -2539431.717033 + Penalty 4831.111798 = -2534600.605235 nChanged 1399 SP:Iteration 5F (4048.910000 sec): 3 clusters Score: Raw -2540995.056997 + Penalty 4831.111798 = -2536163.945199 nChanged 1263 SP:Iteration 6F (4048.990000 sec): 3 clusters Score: Raw -2542233.671175 + Penalty 4831.111798 = -2537402.559377 nChanged 1094 SP:Iteration 7F (4049.080000 sec): 3 clusters Score: Raw -2543348.535108 + Penalty 4831.111798 = -2538517.423310 nChanged 925 SP:Iteration 8F (4049.160000 sec): 3 clusters Score: Raw -2544172.873378 + Penalty 4831.111798 = -2539341.761579 nChanged 767 SP:Iteration 9Q (4049.240000 sec): 3 clusters Score: Raw -2544774.330599 + Penalty 4831.111798 = -2539943.218801 nChanged 605 SP:Iteration 10Q (4049.320000 sec): 3 clusters Score: Raw -2545241.208494 + Penalty 4831.111798 = -2540410.096695 nChanged 469 SP:Iteration 11Q (4049.400000 sec): 3 clusters Score: Raw -2545589.111492 + Penalty 4831.111798 = -2540757.999694 nChanged 331 SP:Iteration 12Q (4049.470000 sec): 3 clusters Score: Raw -2545771.563885 + Penalty 4831.111798 = -2540940.452087 nChanged 208 SP:Iteration 13Q (4049.550000 sec): 3 clusters Score: Raw -2545841.362718 + Penalty 4831.111798 = -2541010.250920 nChanged 138 SP:Iteration 14Q (4049.620000 sec): 3 clusters Score: Raw -2545873.225293 + Penalty 4831.111798 = -2541042.113495 nChanged 87 SP:Iteration 15Q (4049.690000 sec): 3 clusters Score: Raw -2545888.513019 + Penalty 4831.111798 = -2541057.401221 nChanged 58 SP:Iteration 16Q (4049.770000 sec): 3 clusters Score: Raw -2545896.655464 + Penalty 4831.111798 = -2541065.543666 nChanged 33 SP:Iteration 17Q (4049.840000 sec): 3 clusters Score: Raw -2545901.097210 + Penalty 4831.111798 = -2541069.985411 nChanged 21 SP:Iteration 18Q (4049.910000 sec): 3 clusters Score: Raw -2545903.721774 + Penalty 4831.111798 = -2541072.609976 nChanged 17 SP:Iteration 19Q (4049.990000 sec): 3 clusters Score: Raw -2545905.853684 + Penalty 4831.111798 = -2541074.741885 nChanged 13 SP:Iteration 20F (4050.070000 sec): 3 clusters Score: Raw -2545907.103729 + Penalty 4831.111798 = -2541075.991931 nChanged 6 SP:Iteration 21Q (4050.140000 sec): 3 clusters Score: Raw -2545907.717734 + Penalty 4831.111798 = -2541076.605936 nChanged 10 SP:Iteration 22Q (4050.210000 sec): 3 clusters Score: Raw -2545908.518248 + Penalty 4831.111798 = -2541077.406450 nChanged 2 SP:Iteration 23Q (4050.290000 sec): 3 clusters Score: Raw -2545908.833257 + Penalty 4831.111798 = -2541077.721459 nChanged 2 SP:Iteration 24Q (4050.360000 sec): 3 clusters Score: Raw -2545908.996327 + Penalty 4831.111798 = -2541077.884528 nChanged 3 SP:Iteration 25Q (4050.440000 sec): 3 clusters Score: Raw -2545909.205948 + Penalty 4831.111798 = -2541078.094150 nChanged 2 SP:Iteration 26Q (4050.510000 sec): 3 clusters Score: Raw -2545909.518700 + Penalty 4831.111798 = -2541078.406902 nChanged 2 SP:Iteration 27Q (4050.580000 sec): 3 clusters Score: Raw -2545909.655515 + Penalty 4831.111798 = -2541078.543717 nChanged 0 SP:Iteration 28F (4050.670000 sec): 3 clusters Score: Raw -2545909.655515 + Penalty 4831.111798 = -2541078.543717 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (23945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4050.770000 sec): 2 clusters Score: Raw -3647686.273587 + Penalty 2500.711674 = -3645185.561914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4050.890000 sec): 3 clusters Score: Raw -3633652.008793 + Penalty 5001.423347 = -3628650.585446 nChanged 10736 SP:Iteration 1F (4051.010000 sec): 3 clusters Score: Raw -3639941.898119 + Penalty 5001.423347 = -3634940.474772 nChanged 1836 SP:Iteration 2F (4051.130000 sec): 3 clusters Score: Raw -3641663.069923 + Penalty 5001.423347 = -3636661.646576 nChanged 2238 SP:Iteration 3F (4051.250000 sec): 3 clusters Score: Raw -3644111.001984 + Penalty 5001.423347 = -3639109.578637 nChanged 2569 SP:Iteration 4F (4051.370000 sec): 3 clusters Score: Raw -3646749.948716 + Penalty 5001.423347 = -3641748.525369 nChanged 2109 SP:Iteration 5F (4051.490000 sec): 3 clusters Score: Raw -3648616.331674 + Penalty 5001.423347 = -3643614.908327 nChanged 1486 SP:Iteration 6F (4051.620000 sec): 3 clusters Score: Raw -3649671.221243 + Penalty 5001.423347 = -3644669.797895 nChanged 895 SP:Iteration 7Q (4051.740000 sec): 3 clusters Score: Raw -3650152.460741 + Penalty 5001.423347 = -3645151.037394 nChanged 576 SP:Iteration 8Q (4051.860000 sec): 3 clusters Score: Raw -3650421.061227 + Penalty 5001.423347 = -3645419.637880 nChanged 407 SP:Iteration 9Q (4051.980000 sec): 3 clusters Score: Raw -3650599.023319 + Penalty 5001.423347 = -3645597.599972 nChanged 318 SP:Iteration 10Q (4052.100000 sec): 3 clusters Score: Raw -3650736.432640 + Penalty 5001.423347 = -3645735.009293 nChanged 264 SP:Iteration 11Q (4052.220000 sec): 3 clusters Score: Raw -3650842.539673 + Penalty 5001.423347 = -3645841.116326 nChanged 193 SP:Iteration 12Q (4052.340000 sec): 3 clusters Score: Raw -3650907.541778 + Penalty 5001.423347 = -3645906.118431 nChanged 157 SP:Iteration 13Q (4052.460000 sec): 3 clusters Score: Raw -3650956.395479 + Penalty 5001.423347 = -3645954.972132 nChanged 113 SP:Iteration 14Q (4052.570000 sec): 3 clusters Score: Raw -3650988.875575 + Penalty 5001.423347 = -3645987.452228 nChanged 103 SP:Iteration 15Q (4052.690000 sec): 3 clusters Score: Raw -3651020.081435 + Penalty 5001.423347 = -3646018.658088 nChanged 88 SP:Iteration 16Q (4052.800000 sec): 3 clusters Score: Raw -3651043.090612 + Penalty 5001.423347 = -3646041.667265 nChanged 72 SP:Iteration 17Q (4052.920000 sec): 3 clusters Score: Raw -3651061.794518 + Penalty 5001.423347 = -3646060.371171 nChanged 44 SP:Iteration 18Q (4053.030000 sec): 3 clusters Score: Raw -3651073.768002 + Penalty 5001.423347 = -3646072.344655 nChanged 48 SP:Iteration 19Q (4053.150000 sec): 3 clusters Score: Raw -3651085.449917 + Penalty 5001.423347 = -3646084.026570 nChanged 39 SP:Iteration 20F (4053.270000 sec): 3 clusters Score: Raw -3651092.433358 + Penalty 5001.423347 = -3646091.010011 nChanged 29 SP:Iteration 21Q (4053.380000 sec): 3 clusters Score: Raw -3651098.273985 + Penalty 5001.423347 = -3646096.850638 nChanged 25 SP:Iteration 22Q (4053.490000 sec): 3 clusters Score: Raw -3651101.805467 + Penalty 5001.423347 = -3646100.382120 nChanged 19 SP:Iteration 23Q (4053.600000 sec): 3 clusters Score: Raw -3651104.169761 + Penalty 5001.423347 = -3646102.746414 nChanged 15 SP:Iteration 24Q (4053.720000 sec): 3 clusters Score: Raw -3651106.319355 + Penalty 5001.423347 = -3646104.896007 nChanged 13 SP:Iteration 25Q (4053.830000 sec): 3 clusters Score: Raw -3651107.898081 + Penalty 5001.423347 = -3646106.474734 nChanged 11 SP:Iteration 26Q (4053.940000 sec): 3 clusters Score: Raw -3651108.933344 + Penalty 5001.423347 = -3646107.509997 nChanged 5 SP:Iteration 27Q (4054.050000 sec): 3 clusters Score: Raw -3651109.323230 + Penalty 5001.423347 = -3646107.899883 nChanged 2 SP:Iteration 28Q (4054.160000 sec): 3 clusters Score: Raw -3651109.547667 + Penalty 5001.423347 = -3646108.124320 nChanged 4 SP:Iteration 29Q (4054.270000 sec): 3 clusters Score: Raw -3651109.998818 + Penalty 5001.423347 = -3646108.575471 nChanged 3 SP:Iteration 30Q (4054.380000 sec): 3 clusters Score: Raw -3651110.285196 + Penalty 5001.423347 = -3646108.861849 nChanged 4 SP:Iteration 31Q (4054.490000 sec): 3 clusters Score: Raw -3651110.619637 + Penalty 5001.423347 = -3646109.196290 nChanged 2 SP:Iteration 32Q (4054.600000 sec): 3 clusters Score: Raw -3651110.747089 + Penalty 5001.423347 = -3646109.323741 nChanged 2 SP:Iteration 33Q (4054.720000 sec): 3 clusters Score: Raw -3651110.860690 + Penalty 5001.423347 = -3646109.437343 nChanged 1 SP:Iteration 34Q (4054.830000 sec): 3 clusters Score: Raw -3651111.012264 + Penalty 5001.423347 = -3646109.588916 nChanged 1 SP:Iteration 35Q (4054.940000 sec): 3 clusters Score: Raw -3651111.132104 + Penalty 5001.423347 = -3646109.708757 nChanged 2 SP:Iteration 36Q (4055.050000 sec): 3 clusters Score: Raw -3651111.221857 + Penalty 5001.423347 = -3646109.798510 nChanged 1 SP:Iteration 37Q (4055.160000 sec): 3 clusters Score: Raw -3651111.340577 + Penalty 5001.423347 = -3646109.917229 nChanged 0 SP:Iteration 38F (4055.280000 sec): 3 clusters Score: Raw -3651111.340577 + Penalty 5001.423347 = -3646109.917229 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (15487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4055.360000 sec): 2 clusters Score: Raw -2415972.571348 + Penalty 2392.643548 = -2413579.927800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4055.440000 sec): 3 clusters Score: Raw -2407285.188279 + Penalty 4785.287096 = -2402499.901183 nChanged 6611 SP:Iteration 1F (4055.510000 sec): 3 clusters Score: Raw -2410804.909611 + Penalty 4785.287096 = -2406019.622515 nChanged 830 SP:Iteration 2F (4055.590000 sec): 3 clusters Score: Raw -2411121.950319 + Penalty 4785.287096 = -2406336.663223 nChanged 717 SP:Iteration 3Q (4055.670000 sec): 3 clusters Score: Raw -2411379.226740 + Penalty 4785.287096 = -2406593.939644 nChanged 630 SP:Iteration 4Q (4055.740000 sec): 3 clusters Score: Raw -2411590.106641 + Penalty 4785.287096 = -2406804.819545 nChanged 576 SP:Iteration 5Q (4055.820000 sec): 3 clusters Score: Raw -2411805.972385 + Penalty 4785.287096 = -2407020.685290 nChanged 591 SP:Iteration 6Q (4055.900000 sec): 3 clusters Score: Raw -2412063.741210 + Penalty 4785.287096 = -2407278.454115 nChanged 675 SP:Iteration 7Q (4055.980000 sec): 3 clusters Score: Raw -2412396.754385 + Penalty 4785.287096 = -2407611.467289 nChanged 738 SP:Iteration 8Q (4056.060000 sec): 3 clusters Score: Raw -2412804.692411 + Penalty 4785.287096 = -2408019.405315 nChanged 784 SP:Iteration 9F (4056.130000 sec): 3 clusters Score: Raw -2413271.110792 + Penalty 4785.287096 = -2408485.823696 nChanged 802 SP:Iteration 10F (4056.210000 sec): 3 clusters Score: Raw -2413769.954802 + Penalty 4785.287096 = -2408984.667706 nChanged 759 SP:Iteration 11Q (4056.280000 sec): 3 clusters Score: Raw -2414246.277984 + Penalty 4785.287096 = -2409460.990889 nChanged 665 SP:Iteration 12Q (4056.360000 sec): 3 clusters Score: Raw -2414669.731030 + Penalty 4785.287096 = -2409884.443935 nChanged 560 SP:Iteration 13Q (4056.440000 sec): 3 clusters Score: Raw -2415036.235760 + Penalty 4785.287096 = -2410250.948664 nChanged 448 SP:Iteration 14Q (4056.520000 sec): 3 clusters Score: Raw -2415325.702920 + Penalty 4785.287096 = -2410540.415824 nChanged 323 SP:Iteration 15Q (4056.590000 sec): 3 clusters Score: Raw -2415520.548455 + Penalty 4785.287096 = -2410735.261359 nChanged 243 SP:Iteration 16Q (4056.670000 sec): 3 clusters Score: Raw -2415650.002694 + Penalty 4785.287096 = -2410864.715598 nChanged 200 SP:Iteration 17Q (4056.740000 sec): 3 clusters Score: Raw -2415753.321981 + Penalty 4785.287096 = -2410968.034885 nChanged 153 SP:Iteration 18Q (4056.820000 sec): 3 clusters Score: Raw -2415846.602075 + Penalty 4785.287096 = -2411061.314980 nChanged 138 SP:Iteration 19Q (4056.890000 sec): 3 clusters Score: Raw -2415929.248020 + Penalty 4785.287096 = -2411143.960924 nChanged 124 SP:Iteration 20F (4056.970000 sec): 3 clusters Score: Raw -2416013.602762 + Penalty 4785.287096 = -2411228.315667 nChanged 104 SP:Iteration 21Q (4057.040000 sec): 3 clusters Score: Raw -2416074.695543 + Penalty 4785.287096 = -2411289.408447 nChanged 94 SP:Iteration 22Q (4057.110000 sec): 3 clusters Score: Raw -2416136.058309 + Penalty 4785.287096 = -2411350.771213 nChanged 70 SP:Iteration 23Q (4057.180000 sec): 3 clusters Score: Raw -2416182.517011 + Penalty 4785.287096 = -2411397.229915 nChanged 50 SP:Iteration 24Q (4057.250000 sec): 3 clusters Score: Raw -2416213.750799 + Penalty 4785.287096 = -2411428.463703 nChanged 51 SP:Iteration 25Q (4057.320000 sec): 3 clusters Score: Raw -2416245.962910 + Penalty 4785.287096 = -2411460.675815 nChanged 37 SP:Iteration 26Q (4057.380000 sec): 3 clusters Score: Raw -2416272.263193 + Penalty 4785.287096 = -2411486.976097 nChanged 31 SP:Iteration 27Q (4057.440000 sec): 3 clusters Score: Raw -2416289.086688 + Penalty 4785.287096 = -2411503.799593 nChanged 20 SP:Iteration 28Q (4057.510000 sec): 3 clusters Score: Raw -2416299.714862 + Penalty 4785.287096 = -2411514.427766 nChanged 18 SP:Iteration 29Q (4057.580000 sec): 3 clusters Score: Raw -2416310.533301 + Penalty 4785.287096 = -2411525.246205 nChanged 15 SP:Iteration 30Q (4057.640000 sec): 3 clusters Score: Raw -2416322.400722 + Penalty 4785.287096 = -2411537.113626 nChanged 19 SP:Iteration 31Q (4057.700000 sec): 3 clusters Score: Raw -2416334.703046 + Penalty 4785.287096 = -2411549.415951 nChanged 17 SP:Iteration 32Q (4057.770000 sec): 3 clusters Score: Raw -2416345.688323 + Penalty 4785.287096 = -2411560.401227 nChanged 10 SP:Iteration 33Q (4057.830000 sec): 3 clusters Score: Raw -2416351.730520 + Penalty 4785.287096 = -2411566.443424 nChanged 9 SP:Iteration 34Q (4057.900000 sec): 3 clusters Score: Raw -2416358.005263 + Penalty 4785.287096 = -2411572.718168 nChanged 6 SP:Iteration 35Q (4057.960000 sec): 3 clusters Score: Raw -2416361.340150 + Penalty 4785.287096 = -2411576.053054 nChanged 6 SP:Iteration 36Q (4058.020000 sec): 3 clusters Score: Raw -2416364.477261 + Penalty 4785.287096 = -2411579.190165 nChanged 5 SP:Iteration 37Q (4058.080000 sec): 3 clusters Score: Raw -2416367.517648 + Penalty 4785.287096 = -2411582.230552 nChanged 6 SP:Iteration 38Q (4058.140000 sec): 3 clusters Score: Raw -2416370.281658 + Penalty 4785.287096 = -2411584.994562 nChanged 2 SP:Iteration 39Q (4058.210000 sec): 3 clusters Score: Raw -2416371.975453 + Penalty 4785.287096 = -2411586.688357 nChanged 3 SP:Iteration 40F (4058.280000 sec): 3 clusters Score: Raw -2416373.871051 + Penalty 4785.287096 = -2411588.583955 nChanged 3 SP:Iteration 41Q (4058.350000 sec): 3 clusters Score: Raw -2416375.970590 + Penalty 4785.287096 = -2411590.683494 nChanged 4 SP:Iteration 42Q (4058.410000 sec): 3 clusters Score: Raw -2416379.422289 + Penalty 4785.287096 = -2411594.135194 nChanged 4 SP:Iteration 43Q (4058.470000 sec): 3 clusters Score: Raw -2416381.925192 + Penalty 4785.287096 = -2411596.638097 nChanged 4 SP:Iteration 44Q (4058.540000 sec): 3 clusters Score: Raw -2416383.973719 + Penalty 4785.287096 = -2411598.686623 nChanged 1 SP:Iteration 45Q (4058.600000 sec): 3 clusters Score: Raw -2416384.437305 + Penalty 4785.287096 = -2411599.150209 nChanged 3 SP:Iteration 46Q (4058.660000 sec): 3 clusters Score: Raw -2416385.913703 + Penalty 4785.287096 = -2411600.626607 nChanged 2 SP:Iteration 47Q (4058.720000 sec): 3 clusters Score: Raw -2416386.759576 + Penalty 4785.287096 = -2411601.472480 nChanged 1 SP:Iteration 48Q (4058.780000 sec): 3 clusters Score: Raw -2416387.123680 + Penalty 4785.287096 = -2411601.836585 nChanged 1 SP:Iteration 49Q (4058.840000 sec): 3 clusters Score: Raw -2416387.761638 + Penalty 4785.287096 = -2411602.474542 nChanged 1 SP:Iteration 50Q (4058.910000 sec): 3 clusters Score: Raw -2416388.169795 + Penalty 4785.287096 = -2411602.882699 nChanged 1 SP:Iteration 51Q (4058.970000 sec): 3 clusters Score: Raw -2416388.462967 + Penalty 4785.287096 = -2411603.175872 nChanged 0 SP:Iteration 52F (4059.040000 sec): 3 clusters Score: Raw -2416388.462967 + Penalty 4785.287096 = -2411603.175872 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (248111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4060.500000 sec): 2 clusters Score: Raw -38623706.891548 + Penalty 3080.564613 = -38620626.326935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4061.760000 sec): 3 clusters Score: Raw -38459808.558063 + Penalty 6161.129227 = -38453647.428836 nChanged 120007 SP:Iteration 1F (4063.020000 sec): 3 clusters Score: Raw -38530054.242044 + Penalty 6161.129227 = -38523893.112817 nChanged 6329 SP:Iteration 2Q (4064.300000 sec): 3 clusters Score: Raw -38531358.742740 + Penalty 6161.129227 = -38525197.613513 nChanged 7424 SP:Iteration 3Q (4065.580000 sec): 3 clusters Score: Raw -38533344.102853 + Penalty 6161.129227 = -38527182.973627 nChanged 9507 SP:Iteration 4Q (4066.870000 sec): 3 clusters Score: Raw -38536773.238445 + Penalty 6161.129227 = -38530612.109218 nChanged 13026 SP:Iteration 5F (4068.120000 sec): 3 clusters Score: Raw -38543260.580267 + Penalty 6161.129227 = -38537099.451040 nChanged 18055 SP:Iteration 6F (4069.370000 sec): 3 clusters Score: Raw -38555459.309579 + Penalty 6161.129227 = -38549298.180352 nChanged 23128 SP:Iteration 7F (4070.620000 sec): 3 clusters Score: Raw -38575403.977076 + Penalty 6161.129227 = -38569242.847849 nChanged 23462 SP:Iteration 8F (4071.870000 sec): 3 clusters Score: Raw -38598681.084328 + Penalty 6161.129227 = -38592519.955101 nChanged 16245 SP:Iteration 9F (4073.110000 sec): 3 clusters Score: Raw -38615046.786874 + Penalty 6161.129227 = -38608885.657647 nChanged 6866 SP:Iteration 10Q (4074.230000 sec): 3 clusters Score: Raw -38621550.107213 + Penalty 6161.129227 = -38615388.977986 nChanged 1933 SP:Iteration 11Q (4075.210000 sec): 3 clusters Score: Raw -38623254.265628 + Penalty 6161.129227 = -38617093.136401 nChanged 491 SP:Iteration 12Q (4076.120000 sec): 3 clusters Score: Raw -38623729.452605 + Penalty 6161.129227 = -38617568.323378 nChanged 141 SP:Iteration 13Q (4077.000000 sec): 3 clusters Score: Raw -38623893.607845 + Penalty 6161.129227 = -38617732.478619 nChanged 56 SP:Iteration 14Q (4077.870000 sec): 3 clusters Score: Raw -38623965.265932 + Penalty 6161.129227 = -38617804.136705 nChanged 30 SP:Iteration 15Q (4078.730000 sec): 3 clusters Score: Raw -38624006.687152 + Penalty 6161.129227 = -38617845.557925 nChanged 18 SP:Iteration 16Q (4079.590000 sec): 3 clusters Score: Raw -38624027.477927 + Penalty 6161.129227 = -38617866.348700 nChanged 14 SP:Iteration 17Q (4080.450000 sec): 3 clusters Score: Raw -38624043.850839 + Penalty 6161.129227 = -38617882.721612 nChanged 9 SP:Iteration 18Q (4081.310000 sec): 3 clusters Score: Raw -38624055.526437 + Penalty 6161.129227 = -38617894.397210 nChanged 6 SP:Iteration 19Q (4082.170000 sec): 3 clusters Score: Raw -38624063.979965 + Penalty 6161.129227 = -38617902.850738 nChanged 3 SP:Iteration 20F (4083.410000 sec): 3 clusters Score: Raw -38624066.711250 + Penalty 6161.129227 = -38617905.582023 nChanged 3 SP:Iteration 21Q (4084.270000 sec): 3 clusters Score: Raw -38624069.227897 + Penalty 6161.129227 = -38617908.098670 nChanged 1 SP:Iteration 22Q (4085.130000 sec): 3 clusters Score: Raw -38624070.843622 + Penalty 6161.129227 = -38617909.714395 nChanged 1 SP:Iteration 23Q (4085.990000 sec): 3 clusters Score: Raw -38624072.722251 + Penalty 6161.129227 = -38617911.593024 nChanged 2 SP:Iteration 24Q (4086.850000 sec): 3 clusters Score: Raw -38624074.321297 + Penalty 6161.129227 = -38617913.192070 nChanged 0 SP:Iteration 25F (4088.090000 sec): 3 clusters Score: Raw -38624074.321297 + Penalty 6161.129227 = -38617913.192070 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (26208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4088.320000 sec): 2 clusters Score: Raw -4035089.356399 + Penalty 2523.107357 = -4032566.249042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4088.450000 sec): 3 clusters Score: Raw -4019513.042227 + Penalty 5046.214713 = -4014466.827514 nChanged 11721 SP:Iteration 1F (4088.580000 sec): 3 clusters Score: Raw -4025983.664116 + Penalty 5046.214713 = -4020937.449403 nChanged 1455 SP:Iteration 2F (4088.710000 sec): 3 clusters Score: Raw -4026668.164773 + Penalty 5046.214713 = -4021621.950059 nChanged 1534 SP:Iteration 3F (4088.850000 sec): 3 clusters Score: Raw -4027671.989467 + Penalty 5046.214713 = -4022625.774753 nChanged 1819 SP:Iteration 4F (4088.980000 sec): 3 clusters Score: Raw -4029382.053787 + Penalty 5046.214713 = -4024335.839074 nChanged 2213 SP:Iteration 5F (4089.110000 sec): 3 clusters Score: Raw -4032003.892532 + Penalty 5046.214713 = -4026957.677819 nChanged 2305 SP:Iteration 6F (4089.240000 sec): 3 clusters Score: Raw -4034641.860681 + Penalty 5046.214713 = -4029595.645967 nChanged 1948 SP:Iteration 7F (4089.370000 sec): 3 clusters Score: Raw -4036473.465953 + Penalty 5046.214713 = -4031427.251239 nChanged 1322 SP:Iteration 8F (4089.500000 sec): 3 clusters Score: Raw -4037344.104353 + Penalty 5046.214713 = -4032297.889640 nChanged 798 SP:Iteration 9Q (4089.630000 sec): 3 clusters Score: Raw -4037704.012019 + Penalty 5046.214713 = -4032657.797306 nChanged 468 SP:Iteration 10Q (4089.750000 sec): 3 clusters Score: Raw -4037869.751430 + Penalty 5046.214713 = -4032823.536716 nChanged 302 SP:Iteration 11Q (4089.870000 sec): 3 clusters Score: Raw -4037948.541183 + Penalty 5046.214713 = -4032902.326469 nChanged 193 SP:Iteration 12Q (4089.990000 sec): 3 clusters Score: Raw -4037991.209006 + Penalty 5046.214713 = -4032944.994293 nChanged 152 SP:Iteration 13Q (4090.110000 sec): 3 clusters Score: Raw -4038019.546185 + Penalty 5046.214713 = -4032973.331472 nChanged 109 SP:Iteration 14Q (4090.230000 sec): 3 clusters Score: Raw -4038034.186676 + Penalty 5046.214713 = -4032987.971963 nChanged 81 SP:Iteration 15Q (4090.350000 sec): 3 clusters Score: Raw -4038044.465480 + Penalty 5046.214713 = -4032998.250767 nChanged 63 SP:Iteration 16Q (4090.470000 sec): 3 clusters Score: Raw -4038052.885064 + Penalty 5046.214713 = -4033006.670351 nChanged 60 SP:Iteration 17Q (4090.590000 sec): 3 clusters Score: Raw -4038060.443679 + Penalty 5046.214713 = -4033014.228965 nChanged 60 SP:Iteration 18Q (4090.710000 sec): 3 clusters Score: Raw -4038067.137402 + Penalty 5046.214713 = -4033020.922689 nChanged 53 SP:Iteration 19Q (4090.830000 sec): 3 clusters Score: Raw -4038072.887251 + Penalty 5046.214713 = -4033026.672538 nChanged 39 SP:Iteration 20F (4090.970000 sec): 3 clusters Score: Raw -4038076.797704 + Penalty 5046.214713 = -4033030.582991 nChanged 35 SP:Iteration 21Q (4091.090000 sec): 3 clusters Score: Raw -4038080.347306 + Penalty 5046.214713 = -4033034.132592 nChanged 45 SP:Iteration 22Q (4091.210000 sec): 3 clusters Score: Raw -4038084.520990 + Penalty 5046.214713 = -4033038.306276 nChanged 33 SP:Iteration 23Q (4091.330000 sec): 3 clusters Score: Raw -4038086.879319 + Penalty 5046.214713 = -4033040.664606 nChanged 30 SP:Iteration 24Q (4091.450000 sec): 3 clusters Score: Raw -4038089.046536 + Penalty 5046.214713 = -4033042.831822 nChanged 24 SP:Iteration 25Q (4091.570000 sec): 3 clusters Score: Raw -4038091.101039 + Penalty 5046.214713 = -4033044.886326 nChanged 29 SP:Iteration 26Q (4091.690000 sec): 3 clusters Score: Raw -4038093.580191 + Penalty 5046.214713 = -4033047.365477 nChanged 29 SP:Iteration 27Q (4091.810000 sec): 3 clusters Score: Raw -4038096.052095 + Penalty 5046.214713 = -4033049.837382 nChanged 27 SP:Iteration 28Q (4091.930000 sec): 3 clusters Score: Raw -4038098.670689 + Penalty 5046.214713 = -4033052.455976 nChanged 32 SP:Iteration 29Q (4092.050000 sec): 3 clusters Score: Raw -4038101.541210 + Penalty 5046.214713 = -4033055.326497 nChanged 25 SP:Iteration 30Q (4092.170000 sec): 3 clusters Score: Raw -4038103.866098 + Penalty 5046.214713 = -4033057.651384 nChanged 24 SP:Iteration 31Q (4092.290000 sec): 3 clusters Score: Raw -4038106.133310 + Penalty 5046.214713 = -4033059.918597 nChanged 24 SP:Iteration 32Q (4092.410000 sec): 3 clusters Score: Raw -4038108.205188 + Penalty 5046.214713 = -4033061.990474 nChanged 15 SP:Iteration 33Q (4092.530000 sec): 3 clusters Score: Raw -4038109.099012 + Penalty 5046.214713 = -4033062.884298 nChanged 9 SP:Iteration 34Q (4092.650000 sec): 3 clusters Score: Raw -4038109.934243 + Penalty 5046.214713 = -4033063.719529 nChanged 14 SP:Iteration 35Q (4092.770000 sec): 3 clusters Score: Raw -4038110.792237 + Penalty 5046.214713 = -4033064.577524 nChanged 17 SP:Iteration 36Q (4092.890000 sec): 3 clusters Score: Raw -4038112.006855 + Penalty 5046.214713 = -4033065.792141 nChanged 16 SP:Iteration 37Q (4093.010000 sec): 3 clusters Score: Raw -4038113.219506 + Penalty 5046.214713 = -4033067.004792 nChanged 13 SP:Iteration 38Q (4093.130000 sec): 3 clusters Score: Raw -4038114.392753 + Penalty 5046.214713 = -4033068.178040 nChanged 11 SP:Iteration 39Q (4093.260000 sec): 3 clusters Score: Raw -4038115.091798 + Penalty 5046.214713 = -4033068.877084 nChanged 10 SP:Iteration 40F (4093.390000 sec): 3 clusters Score: Raw -4038115.877422 + Penalty 5046.214713 = -4033069.662709 nChanged 21 SP:Iteration 41Q (4093.510000 sec): 3 clusters Score: Raw -4038117.374777 + Penalty 5046.214713 = -4033071.160064 nChanged 13 SP:Iteration 42Q (4093.630000 sec): 3 clusters Score: Raw -4038118.199335 + Penalty 5046.214713 = -4033071.984622 nChanged 15 SP:Iteration 43Q (4093.750000 sec): 3 clusters Score: Raw -4038119.214059 + Penalty 5046.214713 = -4033072.999345 nChanged 12 SP:Iteration 44Q (4093.870000 sec): 3 clusters Score: Raw -4038119.803574 + Penalty 5046.214713 = -4033073.588860 nChanged 1 SP:Iteration 45Q (4093.990000 sec): 3 clusters Score: Raw -4038119.853797 + Penalty 5046.214713 = -4033073.639083 nChanged 0 SP:Iteration 46F (4094.120000 sec): 3 clusters Score: Raw -4038119.853797 + Penalty 5046.214713 = -4033073.639083 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (22541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4094.230000 sec): 2 clusters Score: Raw -3483959.450830 + Penalty 2485.726606 = -3481473.724224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4094.340000 sec): 3 clusters Score: Raw -3470889.955150 + Penalty 4971.453211 = -3465918.501938 nChanged 9940 SP:Iteration 1F (4094.450000 sec): 3 clusters Score: Raw -3476397.308787 + Penalty 4971.453211 = -3471425.855576 nChanged 1454 SP:Iteration 2F (4094.560000 sec): 3 clusters Score: Raw -3477232.550809 + Penalty 4971.453211 = -3472261.097598 nChanged 1529 SP:Iteration 3F (4094.680000 sec): 3 clusters Score: Raw -3478189.468582 + Penalty 4971.453211 = -3473218.015370 nChanged 1623 SP:Iteration 4F (4094.790000 sec): 3 clusters Score: Raw -3479307.135486 + Penalty 4971.453211 = -3474335.682274 nChanged 1664 SP:Iteration 5F (4094.900000 sec): 3 clusters Score: Raw -3480485.190311 + Penalty 4971.453211 = -3475513.737099 nChanged 1559 SP:Iteration 6F (4095.010000 sec): 3 clusters Score: Raw -3481587.499072 + Penalty 4971.453211 = -3476616.045861 nChanged 1369 SP:Iteration 7F (4095.130000 sec): 3 clusters Score: Raw -3482485.803340 + Penalty 4971.453211 = -3477514.350128 nChanged 1123 SP:Iteration 8Q (4095.240000 sec): 3 clusters Score: Raw -3483127.925880 + Penalty 4971.453211 = -3478156.472669 nChanged 853 SP:Iteration 9Q (4095.350000 sec): 3 clusters Score: Raw -3483579.579142 + Penalty 4971.453211 = -3478608.125930 nChanged 705 SP:Iteration 10Q (4095.470000 sec): 3 clusters Score: Raw -3483917.410529 + Penalty 4971.453211 = -3478945.957317 nChanged 612 SP:Iteration 11Q (4095.580000 sec): 3 clusters Score: Raw -3484205.462230 + Penalty 4971.453211 = -3479234.009019 nChanged 525 SP:Iteration 12Q (4095.690000 sec): 3 clusters Score: Raw -3484456.720271 + Penalty 4971.453211 = -3479485.267060 nChanged 482 SP:Iteration 13Q (4095.810000 sec): 3 clusters Score: Raw -3484684.285934 + Penalty 4971.453211 = -3479712.832722 nChanged 421 SP:Iteration 14Q (4095.920000 sec): 3 clusters Score: Raw -3484880.351398 + Penalty 4971.453211 = -3479908.898186 nChanged 353 SP:Iteration 15Q (4096.030000 sec): 3 clusters Score: Raw -3485030.166083 + Penalty 4971.453211 = -3480058.712872 nChanged 262 SP:Iteration 16Q (4096.140000 sec): 3 clusters Score: Raw -3485135.481457 + Penalty 4971.453211 = -3480164.028245 nChanged 236 SP:Iteration 17Q (4096.250000 sec): 3 clusters Score: Raw -3485220.842085 + Penalty 4971.453211 = -3480249.388874 nChanged 179 SP:Iteration 18Q (4096.360000 sec): 3 clusters Score: Raw -3485282.234985 + Penalty 4971.453211 = -3480310.781773 nChanged 147 SP:Iteration 19Q (4096.470000 sec): 3 clusters Score: Raw -3485328.959171 + Penalty 4971.453211 = -3480357.505960 nChanged 110 SP:Iteration 20F (4096.580000 sec): 3 clusters Score: Raw -3485364.177392 + Penalty 4971.453211 = -3480392.724180 nChanged 79 SP:Iteration 21Q (4096.680000 sec): 3 clusters Score: Raw -3485387.417111 + Penalty 4971.453211 = -3480415.963900 nChanged 69 SP:Iteration 22Q (4096.790000 sec): 3 clusters Score: Raw -3485408.515959 + Penalty 4971.453211 = -3480437.062748 nChanged 62 SP:Iteration 23Q (4096.890000 sec): 3 clusters Score: Raw -3485425.783680 + Penalty 4971.453211 = -3480454.330468 nChanged 44 SP:Iteration 24Q (4097.000000 sec): 3 clusters Score: Raw -3485439.739472 + Penalty 4971.453211 = -3480468.286261 nChanged 34 SP:Iteration 25Q (4097.100000 sec): 3 clusters Score: Raw -3485448.863302 + Penalty 4971.453211 = -3480477.410091 nChanged 21 SP:Iteration 26Q (4097.210000 sec): 3 clusters Score: Raw -3485454.250982 + Penalty 4971.453211 = -3480482.797770 nChanged 15 SP:Iteration 27Q (4097.310000 sec): 3 clusters Score: Raw -3485458.259191 + Penalty 4971.453211 = -3480486.805979 nChanged 19 SP:Iteration 28Q (4097.410000 sec): 3 clusters Score: Raw -3485463.036469 + Penalty 4971.453211 = -3480491.583258 nChanged 12 SP:Iteration 29Q (4097.520000 sec): 3 clusters Score: Raw -3485466.214960 + Penalty 4971.453211 = -3480494.761748 nChanged 12 SP:Iteration 30Q (4097.620000 sec): 3 clusters Score: Raw -3485468.970082 + Penalty 4971.453211 = -3480497.516870 nChanged 9 SP:Iteration 31Q (4097.720000 sec): 3 clusters Score: Raw -3485471.479451 + Penalty 4971.453211 = -3480500.026240 nChanged 9 SP:Iteration 32Q (4097.830000 sec): 3 clusters Score: Raw -3485474.257032 + Penalty 4971.453211 = -3480502.803821 nChanged 11 SP:Iteration 33Q (4097.930000 sec): 3 clusters Score: Raw -3485476.980705 + Penalty 4971.453211 = -3480505.527493 nChanged 9 SP:Iteration 34Q (4098.030000 sec): 3 clusters Score: Raw -3485479.213998 + Penalty 4971.453211 = -3480507.760787 nChanged 12 SP:Iteration 35Q (4098.130000 sec): 3 clusters Score: Raw -3485482.049916 + Penalty 4971.453211 = -3480510.596704 nChanged 8 SP:Iteration 36Q (4098.230000 sec): 3 clusters Score: Raw -3485484.169693 + Penalty 4971.453211 = -3480512.716482 nChanged 8 SP:Iteration 37Q (4098.330000 sec): 3 clusters Score: Raw -3485485.782030 + Penalty 4971.453211 = -3480514.328819 nChanged 8 SP:Iteration 38Q (4098.430000 sec): 3 clusters Score: Raw -3485487.118223 + Penalty 4971.453211 = -3480515.665011 nChanged 6 SP:Iteration 39Q (4098.530000 sec): 3 clusters Score: Raw -3485488.423767 + Penalty 4971.453211 = -3480516.970556 nChanged 3 SP:Iteration 40F (4098.650000 sec): 3 clusters Score: Raw -3485489.437854 + Penalty 4971.453211 = -3480517.984642 nChanged 9 SP:Iteration 41Q (4098.750000 sec): 3 clusters Score: Raw -3485491.961970 + Penalty 4971.453211 = -3480520.508758 nChanged 8 SP:Iteration 42Q (4098.850000 sec): 3 clusters Score: Raw -3485493.986626 + Penalty 4971.453211 = -3480522.533415 nChanged 6 SP:Iteration 43Q (4098.950000 sec): 3 clusters Score: Raw -3485495.031112 + Penalty 4971.453211 = -3480523.577901 nChanged 1 SP:Iteration 44Q (4099.050000 sec): 3 clusters Score: Raw -3485495.409594 + Penalty 4971.453211 = -3480523.956382 nChanged 0 SP:Iteration 45F (4099.160000 sec): 3 clusters Score: Raw -3485495.409594 + Penalty 4971.453211 = -3480523.956382 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.170000 sec): 2 clusters Score: Raw -138053.384854 + Penalty 1721.654863 = -136331.729990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.180000 sec): 3 clusters Score: Raw -138032.746370 + Penalty 3443.309726 = -134589.436644 nChanged 332 SP:Iteration 1F (4099.190000 sec): 3 clusters Score: Raw -138802.811452 + Penalty 3443.309726 = -135359.501726 nChanged 144 SP:Iteration 2F (4099.190000 sec): 3 clusters Score: Raw -139412.538422 + Penalty 3443.309726 = -135969.228696 nChanged 122 SP:Iteration 3F (4099.200000 sec): 3 clusters Score: Raw -140111.199254 + Penalty 3443.309726 = -136667.889528 nChanged 86 SP:Iteration 4F (4099.200000 sec): 3 clusters Score: Raw -140746.008492 + Penalty 3443.309726 = -137302.698766 nChanged 72 SP:Iteration 5F (4099.210000 sec): 3 clusters Score: Raw -141291.853226 + Penalty 3443.309726 = -137848.543500 nChanged 43 SP:Iteration 6Q (4099.210000 sec): 3 clusters Score: Raw -141846.377685 + Penalty 3443.309726 = -138403.067958 nChanged 22 SP:Iteration 7Q (4099.210000 sec): 3 clusters Score: Raw -142496.612748 + Penalty 3443.309726 = -139053.303022 nChanged 14 SP:Iteration 8Q (4099.220000 sec): 3 clusters Score: Raw -142952.469212 + Penalty 3443.309726 = -139509.159486 nChanged 10 SP:Iteration 9Q (4099.220000 sec): 3 clusters Score: Raw -143469.290506 + Penalty 3443.309726 = -140025.980780 nChanged 7 SP:Iteration 10Q (4099.230000 sec): 3 clusters Score: Raw -144138.950767 + Penalty 3443.309726 = -140695.641041 nChanged 0 SP:Iteration 11F (4099.230000 sec): 3 clusters Score: Raw -144143.392791 + Penalty 3443.309726 = -140700.083065 nChanged 4 SP:Iteration 12Q (4099.230000 sec): 3 clusters Score: Raw -144160.622977 + Penalty 3443.309726 = -140717.313251 nChanged 3 SP:Iteration 13Q (4099.240000 sec): 3 clusters Score: Raw -144176.179838 + Penalty 3443.309726 = -140732.870112 nChanged 4 SP:Iteration 14Q (4099.240000 sec): 3 clusters Score: Raw -144216.810279 + Penalty 3443.309726 = -140773.500553 nChanged 6 SP:Iteration 15Q (4099.250000 sec): 3 clusters Score: Raw -144278.115967 + Penalty 3443.309726 = -140834.806241 nChanged 4 SP:Iteration 16Q (4099.250000 sec): 3 clusters Score: Raw -144339.126710 + Penalty 3443.309726 = -140895.816983 nChanged 4 SP:Iteration 17Q (4099.250000 sec): 3 clusters Score: Raw -144460.432405 + Penalty 3443.309726 = -141017.122679 nChanged 6 SP:Iteration 18Q (4099.260000 sec): 3 clusters Score: Raw -144746.900378 + Penalty 3443.309726 = -141303.590652 nChanged 2 SP:Iteration 19Q (4099.260000 sec): 3 clusters Score: Raw -145290.953518 + Penalty 3443.309726 = -141847.643792 nChanged 0 SP:Iteration 20F (4099.270000 sec): 3 clusters Score: Raw -145290.953518 + Penalty 3443.309726 = -141847.643792 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.280000 sec): 2 clusters Score: Raw -258049.482181 + Penalty 1879.380077 = -256170.102104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.290000 sec): 3 clusters Score: Raw -257795.810857 + Penalty 3758.760154 = -254037.050702 nChanged 735 SP:Iteration 1F (4099.300000 sec): 3 clusters Score: Raw -261581.361197 + Penalty 3758.760154 = -257822.601043 nChanged 421 SP:Iteration 2F (4099.310000 sec): 3 clusters Score: Raw -265283.843253 + Penalty 3758.760154 = -261525.083099 nChanged 145 SP:Iteration 3F (4099.320000 sec): 3 clusters Score: Raw -266290.305206 + Penalty 3758.760154 = -262531.545051 nChanged 77 SP:Iteration 4Q (4099.330000 sec): 3 clusters Score: Raw -266780.008026 + Penalty 3758.760154 = -263021.247872 nChanged 57 SP:Iteration 5Q (4099.330000 sec): 3 clusters Score: Raw -267172.327390 + Penalty 3758.760154 = -263413.567236 nChanged 44 SP:Iteration 6Q (4099.340000 sec): 3 clusters Score: Raw -267656.300578 + Penalty 3758.760154 = -263897.540424 nChanged 38 SP:Iteration 7Q (4099.350000 sec): 3 clusters Score: Raw -268170.674361 + Penalty 3758.760154 = -264411.914206 nChanged 3 SP:Iteration 8Q (4099.350000 sec): 3 clusters Score: Raw -268181.337537 + Penalty 3758.760154 = -264422.577382 nChanged 1 SP:Iteration 9Q (4099.360000 sec): 3 clusters Score: Raw -268181.827195 + Penalty 3758.760154 = -264423.067041 nChanged 0 SP:Iteration 10F (4099.370000 sec): 3 clusters Score: Raw -268181.827195 + Penalty 3758.760154 = -264423.067041 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (24603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.490000 sec): 2 clusters Score: Raw -3818720.969503 + Penalty 2507.434669 = -3816213.534834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.610000 sec): 3 clusters Score: Raw -3804203.563668 + Penalty 5014.869338 = -3799188.694330 nChanged 11016 SP:Iteration 1F (4099.730000 sec): 3 clusters Score: Raw -3809876.982151 + Penalty 5014.869338 = -3804862.112813 nChanged 1191 SP:Iteration 2Q (4099.860000 sec): 3 clusters Score: Raw -3810260.820902 + Penalty 5014.869338 = -3805245.951564 nChanged 1044 SP:Iteration 3Q (4099.980000 sec): 3 clusters Score: Raw -3810594.146444 + Penalty 5014.869338 = -3805579.277105 nChanged 1017 SP:Iteration 4Q (4100.110000 sec): 3 clusters Score: Raw -3810939.533261 + Penalty 5014.869338 = -3805924.663923 nChanged 1055 SP:Iteration 5Q (4100.230000 sec): 3 clusters Score: Raw -3811365.300370 + Penalty 5014.869338 = -3806350.431031 nChanged 1220 SP:Iteration 6Q (4100.350000 sec): 3 clusters Score: Raw -3811994.984253 + Penalty 5014.869338 = -3806980.114915 nChanged 1506 SP:Iteration 7F (4100.480000 sec): 3 clusters Score: Raw -3812954.902515 + Penalty 5014.869338 = -3807940.033177 nChanged 1688 SP:Iteration 8F (4100.600000 sec): 3 clusters Score: Raw -3814217.142306 + Penalty 5014.869338 = -3809202.272968 nChanged 1688 SP:Iteration 9F (4100.720000 sec): 3 clusters Score: Raw -3815670.391902 + Penalty 5014.869338 = -3810655.522564 nChanged 1474 SP:Iteration 10F (4100.840000 sec): 3 clusters Score: Raw -3817057.164958 + Penalty 5014.869338 = -3812042.295620 nChanged 993 SP:Iteration 11Q (4100.960000 sec): 3 clusters Score: Raw -3817966.500903 + Penalty 5014.869338 = -3812951.631565 nChanged 554 SP:Iteration 12Q (4101.080000 sec): 3 clusters Score: Raw -3818474.862416 + Penalty 5014.869338 = -3813459.993078 nChanged 274 SP:Iteration 13Q (4101.180000 sec): 3 clusters Score: Raw -3818734.119473 + Penalty 5014.869338 = -3813719.250134 nChanged 127 SP:Iteration 14Q (4101.280000 sec): 3 clusters Score: Raw -3818862.535186 + Penalty 5014.869338 = -3813847.665848 nChanged 71 SP:Iteration 15Q (4101.380000 sec): 3 clusters Score: Raw -3818944.249433 + Penalty 5014.869338 = -3813929.380095 nChanged 41 SP:Iteration 16Q (4101.470000 sec): 3 clusters Score: Raw -3818987.471004 + Penalty 5014.869338 = -3813972.601666 nChanged 23 SP:Iteration 17Q (4101.560000 sec): 3 clusters Score: Raw -3819008.173509 + Penalty 5014.869338 = -3813993.304171 nChanged 17 SP:Iteration 18Q (4101.650000 sec): 3 clusters Score: Raw -3819024.398947 + Penalty 5014.869338 = -3814009.529608 nChanged 8 SP:Iteration 19Q (4101.740000 sec): 3 clusters Score: Raw -3819034.923187 + Penalty 5014.869338 = -3814020.053849 nChanged 8 SP:Iteration 20F (4101.870000 sec): 3 clusters Score: Raw -3819045.981406 + Penalty 5014.869338 = -3814031.112068 nChanged 7 SP:Iteration 21Q (4101.950000 sec): 3 clusters Score: Raw -3819053.550667 + Penalty 5014.869338 = -3814038.681328 nChanged 4 SP:Iteration 22Q (4102.040000 sec): 3 clusters Score: Raw -3819057.583548 + Penalty 5014.869338 = -3814042.714210 nChanged 5 SP:Iteration 23Q (4102.130000 sec): 3 clusters Score: Raw -3819064.144059 + Penalty 5014.869338 = -3814049.274721 nChanged 5 SP:Iteration 24Q (4102.220000 sec): 3 clusters Score: Raw -3819070.806068 + Penalty 5014.869338 = -3814055.936730 nChanged 4 SP:Iteration 25Q (4102.310000 sec): 3 clusters Score: Raw -3819075.451383 + Penalty 5014.869338 = -3814060.582045 nChanged 4 SP:Iteration 26Q (4102.400000 sec): 3 clusters Score: Raw -3819080.663929 + Penalty 5014.869338 = -3814065.794590 nChanged 1 SP:Iteration 27Q (4102.490000 sec): 3 clusters Score: Raw -3819083.889992 + Penalty 5014.869338 = -3814069.020654 nChanged 2 SP:Iteration 28Q (4102.580000 sec): 3 clusters Score: Raw -3819087.077772 + Penalty 5014.869338 = -3814072.208434 nChanged 2 SP:Iteration 29Q (4102.660000 sec): 3 clusters Score: Raw -3819088.627826 + Penalty 5014.869338 = -3814073.758488 nChanged 2 SP:Iteration 30Q (4102.750000 sec): 3 clusters Score: Raw -3819090.402709 + Penalty 5014.869338 = -3814075.533371 nChanged 0 SP:Iteration 31F (4102.870000 sec): 3 clusters Score: Raw -3819090.402709 + Penalty 5014.869338 = -3814075.533371 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (6197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4102.910000 sec): 2 clusters Score: Raw -966048.621905 + Penalty 2165.491505 = -963883.130400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4102.940000 sec): 3 clusters Score: Raw -962937.472677 + Penalty 4330.983009 = -958606.489668 nChanged 2426 SP:Iteration 1F (4102.970000 sec): 3 clusters Score: Raw -964230.142553 + Penalty 4330.983009 = -959899.159544 nChanged 491 SP:Iteration 2F (4103.000000 sec): 3 clusters Score: Raw -964566.288951 + Penalty 4330.983009 = -960235.305942 nChanged 404 SP:Iteration 3F (4103.030000 sec): 3 clusters Score: Raw -964826.488369 + Penalty 4330.983009 = -960495.505360 nChanged 360 SP:Iteration 4F (4103.060000 sec): 3 clusters Score: Raw -965086.418952 + Penalty 4330.983009 = -960755.435943 nChanged 331 SP:Iteration 5F (4103.090000 sec): 3 clusters Score: Raw -965307.742176 + Penalty 4330.983009 = -960976.759167 nChanged 285 SP:Iteration 6Q (4103.120000 sec): 3 clusters Score: Raw -965481.159515 + Penalty 4330.983009 = -961150.176506 nChanged 258 SP:Iteration 7Q (4103.150000 sec): 3 clusters Score: Raw -965637.254864 + Penalty 4330.983009 = -961306.271855 nChanged 210 SP:Iteration 8Q (4103.180000 sec): 3 clusters Score: Raw -965771.856812 + Penalty 4330.983009 = -961440.873803 nChanged 213 SP:Iteration 9Q (4103.210000 sec): 3 clusters Score: Raw -965907.594543 + Penalty 4330.983009 = -961576.611534 nChanged 191 SP:Iteration 10Q (4103.240000 sec): 3 clusters Score: Raw -966031.097196 + Penalty 4330.983009 = -961700.114187 nChanged 143 SP:Iteration 11Q (4103.270000 sec): 3 clusters Score: Raw -966109.213833 + Penalty 4330.983009 = -961778.230824 nChanged 110 SP:Iteration 12Q (4103.300000 sec): 3 clusters Score: Raw -966170.696859 + Penalty 4330.983009 = -961839.713850 nChanged 99 SP:Iteration 13Q (4103.330000 sec): 3 clusters Score: Raw -966231.388865 + Penalty 4330.983009 = -961900.405856 nChanged 93 SP:Iteration 14Q (4103.360000 sec): 3 clusters Score: Raw -966285.616741 + Penalty 4330.983009 = -961954.633732 nChanged 77 SP:Iteration 15Q (4103.400000 sec): 3 clusters Score: Raw -966326.887303 + Penalty 4330.983009 = -961995.904294 nChanged 60 SP:Iteration 16Q (4103.420000 sec): 3 clusters Score: Raw -966361.795242 + Penalty 4330.983009 = -962030.812233 nChanged 65 SP:Iteration 17Q (4103.460000 sec): 3 clusters Score: Raw -966400.194827 + Penalty 4330.983009 = -962069.211818 nChanged 44 SP:Iteration 18Q (4103.480000 sec): 3 clusters Score: Raw -966426.081616 + Penalty 4330.983009 = -962095.098606 nChanged 41 SP:Iteration 19Q (4103.520000 sec): 3 clusters Score: Raw -966447.810299 + Penalty 4330.983009 = -962116.827290 nChanged 29 SP:Iteration 20F (4103.540000 sec): 3 clusters Score: Raw -966463.359193 + Penalty 4330.983009 = -962132.376184 nChanged 28 SP:Iteration 21Q (4103.580000 sec): 3 clusters Score: Raw -966478.074896 + Penalty 4330.983009 = -962147.091887 nChanged 21 SP:Iteration 22Q (4103.600000 sec): 3 clusters Score: Raw -966487.700545 + Penalty 4330.983009 = -962156.717536 nChanged 17 SP:Iteration 23Q (4103.640000 sec): 3 clusters Score: Raw -966497.561846 + Penalty 4330.983009 = -962166.578837 nChanged 12 SP:Iteration 24Q (4103.660000 sec): 3 clusters Score: Raw -966501.786373 + Penalty 4330.983009 = -962170.803364 nChanged 4 SP:Iteration 25Q (4103.690000 sec): 3 clusters Score: Raw -966503.291341 + Penalty 4330.983009 = -962172.308332 nChanged 4 SP:Iteration 26Q (4103.720000 sec): 3 clusters Score: Raw -966505.360216 + Penalty 4330.983009 = -962174.377207 nChanged 8 SP:Iteration 27Q (4103.750000 sec): 3 clusters Score: Raw -966508.950115 + Penalty 4330.983009 = -962177.967106 nChanged 10 SP:Iteration 28Q (4103.780000 sec): 3 clusters Score: Raw -966514.279437 + Penalty 4330.983009 = -962183.296427 nChanged 10 SP:Iteration 29Q (4103.810000 sec): 3 clusters Score: Raw -966518.366092 + Penalty 4330.983009 = -962187.383083 nChanged 6 SP:Iteration 30Q (4103.840000 sec): 3 clusters Score: Raw -966521.623142 + Penalty 4330.983009 = -962190.640132 nChanged 8 SP:Iteration 31Q (4103.870000 sec): 3 clusters Score: Raw -966526.401103 + Penalty 4330.983009 = -962195.418094 nChanged 7 SP:Iteration 32Q (4103.900000 sec): 3 clusters Score: Raw -966530.465062 + Penalty 4330.983009 = -962199.482053 nChanged 8 SP:Iteration 33Q (4103.930000 sec): 3 clusters Score: Raw -966534.458210 + Penalty 4330.983009 = -962203.475201 nChanged 7 SP:Iteration 34Q (4103.960000 sec): 3 clusters Score: Raw -966537.743281 + Penalty 4330.983009 = -962206.760272 nChanged 3 SP:Iteration 35Q (4103.980000 sec): 3 clusters Score: Raw -966538.899769 + Penalty 4330.983009 = -962207.916759 nChanged 4 SP:Iteration 36Q (4104.010000 sec): 3 clusters Score: Raw -966540.296746 + Penalty 4330.983009 = -962209.313736 nChanged 3 SP:Iteration 37Q (4104.040000 sec): 3 clusters Score: Raw -966541.128647 + Penalty 4330.983009 = -962210.145638 nChanged 4 SP:Iteration 38Q (4104.070000 sec): 3 clusters Score: Raw -966542.509834 + Penalty 4330.983009 = -962211.526825 nChanged 3 SP:Iteration 39Q (4104.100000 sec): 3 clusters Score: Raw -966543.626108 + Penalty 4330.983009 = -962212.643099 nChanged 3 SP:Iteration 40F (4104.120000 sec): 3 clusters Score: Raw -966544.613178 + Penalty 4330.983009 = -962213.630169 nChanged 4 SP:Iteration 41Q (4104.160000 sec): 3 clusters Score: Raw -966546.495296 + Penalty 4330.983009 = -962215.512287 nChanged 5 SP:Iteration 42Q (4104.180000 sec): 3 clusters Score: Raw -966548.468424 + Penalty 4330.983009 = -962217.485415 nChanged 5 SP:Iteration 43Q (4104.210000 sec): 3 clusters Score: Raw -966550.588064 + Penalty 4330.983009 = -962219.605055 nChanged 6 SP:Iteration 44Q (4104.240000 sec): 3 clusters Score: Raw -966554.355806 + Penalty 4330.983009 = -962223.372797 nChanged 7 SP:Iteration 45Q (4104.270000 sec): 3 clusters Score: Raw -966558.724625 + Penalty 4330.983009 = -962227.741615 nChanged 4 SP:Iteration 46Q (4104.300000 sec): 3 clusters Score: Raw -966560.491453 + Penalty 4330.983009 = -962229.508444 nChanged 2 SP:Iteration 47Q (4104.330000 sec): 3 clusters Score: Raw -966561.039156 + Penalty 4330.983009 = -962230.056147 nChanged 1 SP:Iteration 48Q (4104.360000 sec): 3 clusters Score: Raw -966561.205520 + Penalty 4330.983009 = -962230.222511 nChanged 1 SP:Iteration 49Q (4104.380000 sec): 3 clusters Score: Raw -966562.272091 + Penalty 4330.983009 = -962231.289082 nChanged 2 SP:Iteration 50Q (4104.410000 sec): 3 clusters Score: Raw -966563.356584 + Penalty 4330.983009 = -962232.373575 nChanged 2 SP:Iteration 51Q (4104.440000 sec): 3 clusters Score: Raw -966564.147369 + Penalty 4330.983009 = -962233.164360 nChanged 2 SP:Iteration 52Q (4104.470000 sec): 3 clusters Score: Raw -966565.967328 + Penalty 4330.983009 = -962234.984319 nChanged 6 SP:Iteration 53Q (4104.500000 sec): 3 clusters Score: Raw -966569.124038 + Penalty 4330.983009 = -962238.141029 nChanged 4 SP:Iteration 54Q (4104.520000 sec): 3 clusters Score: Raw -966572.113710 + Penalty 4330.983009 = -962241.130701 nChanged 2 SP:Iteration 55Q (4104.550000 sec): 3 clusters Score: Raw -966572.702060 + Penalty 4330.983009 = -962241.719051 nChanged 0 SP:Iteration 56F (4104.580000 sec): 3 clusters Score: Raw -966572.702060 + Penalty 4330.983009 = -962241.719051 nChanged 0 Iteration 20F (4134.450000 sec): 27 clusters Score: Raw -94734847.962905 + Penalty 86045.583989 = -94648802.378915 nChanged 12369 Iteration 21Q (4143.150000 sec): 27 clusters Score: Raw -94743099.660387 + Penalty 86045.583989 = -94657054.076398 nChanged 6102 Iteration 22Q (4151.540000 sec): 27 clusters Score: Raw -94745139.375041 + Penalty 86045.583989 = -94659093.791052 nChanged 4047 Iteration 23Q (4159.830000 sec): 27 clusters Score: Raw -94746186.629565 + Penalty 86045.583989 = -94660141.045575 nChanged 2961 Iteration 24Q (4168.040000 sec): 27 clusters Score: Raw -94746842.119899 + Penalty 86045.583989 = -94660796.535910 nChanged 2303 Iteration 25Q (4176.200000 sec): 27 clusters Score: Raw -94747320.140103 + Penalty 86045.583989 = -94661274.556114 nChanged 1825 Iteration 26Q (4184.310000 sec): 27 clusters Score: Raw -94747686.690295 + Penalty 86045.583989 = -94661641.106305 nChanged 1475 Iteration 27Q (4192.400000 sec): 27 clusters Score: Raw -94747984.304341 + Penalty 86045.583989 = -94661938.720351 nChanged 1168 Iteration 28Q (4200.470000 sec): 27 clusters Score: Raw -94748179.833783 + Penalty 86045.583989 = -94662134.249793 nChanged 984 Iteration 29Q (4208.540000 sec): 27 clusters Score: Raw -94748319.152870 + Penalty 86045.583989 = -94662273.568881 nChanged 825 Iteration 30Q (4216.610000 sec): 27 clusters Score: Raw -94748431.722753 + Penalty 86045.583989 = -94662386.138763 nChanged 692 Iteration 31Q (4224.670000 sec): 27 clusters Score: Raw -94748512.006000 + Penalty 86045.583989 = -94662466.422011 nChanged 589 Iteration 32Q (4232.730000 sec): 27 clusters Score: Raw -94748576.135567 + Penalty 86045.583989 = -94662530.551578 nChanged 497 Iteration 33Q (4240.760000 sec): 27 clusters Score: Raw -94748630.505243 + Penalty 86045.583989 = -94662584.921253 nChanged 431 Iteration 34Q (4248.800000 sec): 27 clusters Score: Raw -94748671.598641 + Penalty 86045.583989 = -94662626.014651 nChanged 361 Iteration 35Q (4256.820000 sec): 27 clusters Score: Raw -94748708.630242 + Penalty 86045.583989 = -94662663.046253 nChanged 286 Iteration 36Q (4264.840000 sec): 27 clusters Score: Raw -94748733.444372 + Penalty 86045.583989 = -94662687.860383 nChanged 270 Iteration 37Q (4272.860000 sec): 27 clusters Score: Raw -94748758.663769 + Penalty 86045.583989 = -94662713.079780 nChanged 255 Iteration 38Q (4280.880000 sec): 27 clusters Score: Raw -94748788.405491 + Penalty 86045.583989 = -94662742.821501 nChanged 231 Iteration 39Q (4288.890000 sec): 27 clusters Score: Raw -94748809.151232 + Penalty 86045.583989 = -94662763.567242 nChanged 184 Iteration 40F (4318.850000 sec): 27 clusters Score: Raw -94753051.651085 + Penalty 86045.583989 = -94667006.067095 nChanged 506 Iteration 41Q (4327.030000 sec): 27 clusters Score: Raw -94757187.276579 + Penalty 86045.583989 = -94671141.692589 nChanged 584 Iteration 42Q (4335.190000 sec): 27 clusters Score: Raw -94758316.651666 + Penalty 86045.583989 = -94672271.067677 nChanged 545 Iteration 43Q (4343.350000 sec): 27 clusters Score: Raw -94758788.149115 + Penalty 86045.583989 = -94672742.565125 nChanged 464 Iteration 44Q (4351.510000 sec): 27 clusters Score: Raw -94759011.335253 + Penalty 86045.583989 = -94672965.751264 nChanged 409 Iteration 45Q (4359.670000 sec): 27 clusters Score: Raw -94759114.256369 + Penalty 86045.583989 = -94673068.672380 nChanged 367 Iteration 46Q (4367.820000 sec): 27 clusters Score: Raw -94759177.232746 + Penalty 86045.583989 = -94673131.648757 nChanged 345 Iteration 47Q (4375.960000 sec): 27 clusters Score: Raw -94759234.010588 + Penalty 86045.583989 = -94673188.426598 nChanged 299 Iteration 48Q (4384.110000 sec): 27 clusters Score: Raw -94759291.152789 + Penalty 86045.583989 = -94673245.568800 nChanged 247 Iteration 49Q (4392.240000 sec): 27 clusters Score: Raw -94759322.017938 + Penalty 86045.583989 = -94673276.433948 nChanged 247 Iteration 50Q (4400.370000 sec): 27 clusters Score: Raw -94759352.973583 + Penalty 86045.583989 = -94673307.389594 nChanged 237 Iteration 51Q (4408.520000 sec): 27 clusters Score: Raw -94759388.169384 + Penalty 86045.583989 = -94673342.585395 nChanged 189 Iteration 52Q (4416.670000 sec): 27 clusters Score: Raw -94759422.579044 + Penalty 86045.583989 = -94673376.995055 nChanged 136 Iteration 53Q (4424.840000 sec): 27 clusters Score: Raw -94759465.665429 + Penalty 86045.583989 = -94673420.081439 nChanged 124 Iteration 54Q (4432.960000 sec): 27 clusters Score: Raw -94759492.789316 + Penalty 86045.583989 = -94673447.205327 nChanged 108 Iteration 55Q (4441.130000 sec): 27 clusters Score: Raw -94759504.693878 + Penalty 86045.583989 = -94673459.109888 nChanged 116 Iteration 56Q (4449.290000 sec): 27 clusters Score: Raw -94759518.361039 + Penalty 86045.583989 = -94673472.777050 nChanged 100 Iteration 57Q (4457.470000 sec): 27 clusters Score: Raw -94759528.596779 + Penalty 86045.583989 = -94673483.012789 nChanged 108 Iteration 58Q (4465.630000 sec): 27 clusters Score: Raw -94759538.539822 + Penalty 86045.583989 = -94673492.955832 nChanged 101 Writing temp clu file Because OldScore, -94673483.012789, is greater than current (better) Score,-94673492.955832 Compute initial score before splitting: Score: Raw -94759538.539822 + Penalty 86045.583989 = -94673492.955832 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (2289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4465.780000 sec): 2 clusters Score: Raw -269900.049938 + Penalty 1918.495839 = -267981.554099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4465.790000 sec): 3 clusters Score: Raw -269823.285472 + Penalty 3836.991679 = -265986.293794 nChanged 920 SP:Iteration 1F (4465.800000 sec): 3 clusters Score: Raw -275533.926879 + Penalty 3836.991679 = -271696.935201 nChanged 331 SP:Iteration 2F (4465.810000 sec): 3 clusters Score: Raw -281192.660872 + Penalty 3836.991679 = -277355.669194 nChanged 72 SP:Iteration 3Q (4465.820000 sec): 3 clusters Score: Raw -282407.512476 + Penalty 3836.991679 = -278570.520797 nChanged 33 SP:Iteration 4Q (4465.830000 sec): 3 clusters Score: Raw -282634.789562 + Penalty 3836.991679 = -278797.797883 nChanged 29 SP:Iteration 5Q (4465.840000 sec): 3 clusters Score: Raw -282854.216002 + Penalty 3836.991679 = -279017.224323 nChanged 30 SP:Iteration 6Q (4465.840000 sec): 3 clusters Score: Raw -283071.553828 + Penalty 3836.991679 = -279234.562149 nChanged 41 SP:Iteration 7Q (4465.850000 sec): 3 clusters Score: Raw -283439.195966 + Penalty 3836.991679 = -279602.204288 nChanged 37 SP:Iteration 8Q (4465.860000 sec): 3 clusters Score: Raw -283884.550783 + Penalty 3836.991679 = -280047.559104 nChanged 40 SP:Iteration 9Q (4465.870000 sec): 3 clusters Score: Raw -284979.560563 + Penalty 3836.991679 = -281142.568885 nChanged 25 SP:Iteration 10Q (4465.880000 sec): 3 clusters Score: Raw -286287.338114 + Penalty 3836.991679 = -282450.346435 nChanged 8 SP:Iteration 11Q (4465.880000 sec): 3 clusters Score: Raw -286340.158333 + Penalty 3836.991679 = -282503.166654 nChanged 8 SP:Iteration 12Q (4465.890000 sec): 3 clusters Score: Raw -286357.949645 + Penalty 3836.991679 = -282520.957966 nChanged 1 SP:Iteration 13Q (4465.900000 sec): 3 clusters Score: Raw -286404.966659 + Penalty 3836.991679 = -282567.974980 nChanged 7 SP:Iteration 14Q (4465.910000 sec): 3 clusters Score: Raw -286438.391700 + Penalty 3836.991679 = -282601.400022 nChanged 8 SP:Iteration 15Q (4465.920000 sec): 3 clusters Score: Raw -286544.972211 + Penalty 3836.991679 = -282707.980532 nChanged 16 SP:Iteration 16Q (4465.920000 sec): 3 clusters Score: Raw -286675.678564 + Penalty 3836.991679 = -282838.686885 nChanged 23 SP:Iteration 17Q (4465.930000 sec): 3 clusters Score: Raw -287254.581461 + Penalty 3836.991679 = -283417.589782 nChanged 20 SP:Iteration 18Q (4465.940000 sec): 3 clusters Score: Raw -288423.190935 + Penalty 3836.991679 = -284586.199257 nChanged 2 SP:Iteration 19Q (4465.940000 sec): 3 clusters Score: Raw -288439.628927 + Penalty 3836.991679 = -284602.637248 nChanged 1 SP:Iteration 20F (4465.960000 sec): 3 clusters Score: Raw -288661.085899 + Penalty 3836.991679 = -284824.094221 nChanged 38 SP:Iteration 21Q (4465.960000 sec): 3 clusters Score: Raw -289231.563609 + Penalty 3836.991679 = -285394.571930 nChanged 20 SP:Iteration 22Q (4465.970000 sec): 3 clusters Score: Raw -289792.214099 + Penalty 3836.991679 = -285955.222420 nChanged 1 SP:Iteration 23Q (4465.980000 sec): 3 clusters Score: Raw -289925.862960 + Penalty 3836.991679 = -286088.871282 nChanged 1 SP:Iteration 24Q (4465.990000 sec): 3 clusters Score: Raw -289932.208043 + Penalty 3836.991679 = -286095.216365 nChanged 0 SP:Iteration 25F (4466.000000 sec): 3 clusters Score: Raw -289932.208043 + Penalty 3836.991679 = -286095.216365 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4466.590000 sec): 2 clusters Score: Raw -20691047.208596 + Penalty 2925.366125 = -20688121.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4467.260000 sec): 3 clusters Score: Raw -20604967.523386 + Penalty 5850.732250 = -20599116.791136 nChanged 63310 SP:Iteration 1F (4467.940000 sec): 3 clusters Score: Raw -20641465.551102 + Penalty 5850.732250 = -20635614.818853 nChanged 4051 SP:Iteration 2Q (4468.620000 sec): 3 clusters Score: Raw -20642408.351520 + Penalty 5850.732250 = -20636557.619270 nChanged 4371 SP:Iteration 3Q (4469.310000 sec): 3 clusters Score: Raw -20643701.651452 + Penalty 5850.732250 = -20637850.919203 nChanged 5416 SP:Iteration 4Q (4470.000000 sec): 3 clusters Score: Raw -20645865.578760 + Penalty 5850.732250 = -20640014.846511 nChanged 7287 SP:Iteration 5F (4470.660000 sec): 3 clusters Score: Raw -20649769.344419 + Penalty 5850.732250 = -20643918.612169 nChanged 9884 SP:Iteration 6F (4471.330000 sec): 3 clusters Score: Raw -20656840.687285 + Penalty 5850.732250 = -20650989.955035 nChanged 12229 SP:Iteration 7F (4472.000000 sec): 3 clusters Score: Raw -20667809.211371 + Penalty 5850.732250 = -20661958.479121 nChanged 11577 SP:Iteration 8F (4472.670000 sec): 3 clusters Score: Raw -20679371.983682 + Penalty 5850.732250 = -20673521.251432 nChanged 7534 SP:Iteration 9F (4473.340000 sec): 3 clusters Score: Raw -20686854.736973 + Penalty 5850.732250 = -20681004.004723 nChanged 3188 SP:Iteration 10Q (4473.950000 sec): 3 clusters Score: Raw -20689769.292180 + Penalty 5850.732250 = -20683918.559930 nChanged 1097 SP:Iteration 11Q (4474.500000 sec): 3 clusters Score: Raw -20690738.396393 + Penalty 5850.732250 = -20684887.664143 nChanged 337 SP:Iteration 12Q (4475.000000 sec): 3 clusters Score: Raw -20691065.345099 + Penalty 5850.732250 = -20685214.612849 nChanged 135 SP:Iteration 13Q (4475.480000 sec): 3 clusters Score: Raw -20691214.650136 + Penalty 5850.732250 = -20685363.917886 nChanged 62 SP:Iteration 14Q (4475.950000 sec): 3 clusters Score: Raw -20691280.370218 + Penalty 5850.732250 = -20685429.637968 nChanged 43 SP:Iteration 15Q (4476.420000 sec): 3 clusters Score: Raw -20691323.596643 + Penalty 5850.732250 = -20685472.864393 nChanged 28 SP:Iteration 16Q (4476.890000 sec): 3 clusters Score: Raw -20691356.509033 + Penalty 5850.732250 = -20685505.776784 nChanged 21 SP:Iteration 17Q (4477.350000 sec): 3 clusters Score: Raw -20691379.759958 + Penalty 5850.732250 = -20685529.027708 nChanged 12 SP:Iteration 18Q (4477.820000 sec): 3 clusters Score: Raw -20691391.647657 + Penalty 5850.732250 = -20685540.915407 nChanged 12 SP:Iteration 19Q (4478.280000 sec): 3 clusters Score: Raw -20691403.031357 + Penalty 5850.732250 = -20685552.299108 nChanged 10 SP:Iteration 20F (4478.940000 sec): 3 clusters Score: Raw -20691413.148518 + Penalty 5850.732250 = -20685562.416268 nChanged 8 SP:Iteration 21Q (4479.400000 sec): 3 clusters Score: Raw -20691422.841730 + Penalty 5850.732250 = -20685572.109480 nChanged 8 SP:Iteration 22Q (4479.860000 sec): 3 clusters Score: Raw -20691431.699895 + Penalty 5850.732250 = -20685580.967645 nChanged 4 SP:Iteration 23Q (4480.330000 sec): 3 clusters Score: Raw -20691434.549334 + Penalty 5850.732250 = -20685583.817085 nChanged 4 SP:Iteration 24Q (4480.790000 sec): 3 clusters Score: Raw -20691438.661287 + Penalty 5850.732250 = -20685587.929037 nChanged 4 SP:Iteration 25Q (4481.250000 sec): 3 clusters Score: Raw -20691442.667432 + Penalty 5850.732250 = -20685591.935182 nChanged 3 SP:Iteration 26Q (4481.710000 sec): 3 clusters Score: Raw -20691446.095489 + Penalty 5850.732250 = -20685595.363240 nChanged 5 SP:Iteration 27Q (4482.180000 sec): 3 clusters Score: Raw -20691451.802449 + Penalty 5850.732250 = -20685601.070199 nChanged 2 SP:Iteration 28Q (4482.640000 sec): 3 clusters Score: Raw -20691452.973666 + Penalty 5850.732250 = -20685602.241417 nChanged 1 SP:Iteration 29Q (4483.100000 sec): 3 clusters Score: Raw -20691453.914475 + Penalty 5850.732250 = -20685603.182225 nChanged 0 SP:Iteration 30F (4483.760000 sec): 3 clusters Score: Raw -20691453.914475 + Penalty 5850.732250 = -20685603.182225 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4483.820000 sec): 2 clusters Score: Raw -210938.636945 + Penalty 1800.260800 = -209138.376145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4483.830000 sec): 3 clusters Score: Raw -210609.835026 + Penalty 3600.521600 = -207009.313427 nChanged 455 SP:Iteration 1F (4483.840000 sec): 3 clusters Score: Raw -211506.849169 + Penalty 3600.521600 = -207906.327570 nChanged 180 SP:Iteration 2F (4483.840000 sec): 3 clusters Score: Raw -212013.494728 + Penalty 3600.521600 = -208412.973129 nChanged 149 SP:Iteration 3F (4483.850000 sec): 3 clusters Score: Raw -212510.162945 + Penalty 3600.521600 = -208909.641345 nChanged 118 SP:Iteration 4F (4483.860000 sec): 3 clusters Score: Raw -212954.478224 + Penalty 3600.521600 = -209353.956624 nChanged 69 SP:Iteration 5Q (4483.860000 sec): 3 clusters Score: Raw -213197.440610 + Penalty 3600.521600 = -209596.919011 nChanged 36 SP:Iteration 6Q (4483.870000 sec): 3 clusters Score: Raw -213300.716752 + Penalty 3600.521600 = -209700.195152 nChanged 17 SP:Iteration 7Q (4483.870000 sec): 3 clusters Score: Raw -213336.524634 + Penalty 3600.521600 = -209736.003035 nChanged 8 SP:Iteration 8Q (4483.880000 sec): 3 clusters Score: Raw -213355.661552 + Penalty 3600.521600 = -209755.139952 nChanged 7 SP:Iteration 9Q (4483.880000 sec): 3 clusters Score: Raw -213375.524067 + Penalty 3600.521600 = -209775.002468 nChanged 5 SP:Iteration 10Q (4483.890000 sec): 3 clusters Score: Raw -213396.929819 + Penalty 3600.521600 = -209796.408220 nChanged 6 SP:Iteration 11Q (4483.900000 sec): 3 clusters Score: Raw -213405.450894 + Penalty 3600.521600 = -209804.929294 nChanged 5 SP:Iteration 12Q (4483.900000 sec): 3 clusters Score: Raw -213411.327692 + Penalty 3600.521600 = -209810.806092 nChanged 3 SP:Iteration 13Q (4483.900000 sec): 3 clusters Score: Raw -213413.527120 + Penalty 3600.521600 = -209813.005521 nChanged 1 SP:Iteration 14Q (4483.910000 sec): 3 clusters Score: Raw -213414.272736 + Penalty 3600.521600 = -209813.751137 nChanged 2 SP:Iteration 15Q (4483.920000 sec): 3 clusters Score: Raw -213417.336629 + Penalty 3600.521600 = -209816.815030 nChanged 1 SP:Iteration 16Q (4483.920000 sec): 3 clusters Score: Raw -213418.137259 + Penalty 3600.521600 = -209817.615659 nChanged 0 SP:Iteration 17F (4483.930000 sec): 3 clusters Score: Raw -213418.137259 + Penalty 3600.521600 = -209817.615659 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (2536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4483.950000 sec): 2 clusters Score: Raw -303129.943919 + Penalty 1943.909142 = -301186.034776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4483.960000 sec): 3 clusters Score: Raw -302493.589486 + Penalty 3887.818285 = -298605.771202 nChanged 954 SP:Iteration 1F (4483.970000 sec): 3 clusters Score: Raw -306574.930788 + Penalty 3887.818285 = -302687.112504 nChanged 376 SP:Iteration 2F (4483.980000 sec): 3 clusters Score: Raw -308901.587050 + Penalty 3887.818285 = -305013.768766 nChanged 271 SP:Iteration 3F (4484.000000 sec): 3 clusters Score: Raw -311694.870157 + Penalty 3887.818285 = -307807.051873 nChanged 189 SP:Iteration 4F (4484.010000 sec): 3 clusters Score: Raw -314065.995670 + Penalty 3887.818285 = -310178.177385 nChanged 122 SP:Iteration 5Q (4484.020000 sec): 3 clusters Score: Raw -314838.508433 + Penalty 3887.818285 = -310950.690149 nChanged 125 SP:Iteration 6Q (4484.030000 sec): 3 clusters Score: Raw -315878.711325 + Penalty 3887.818285 = -311990.893040 nChanged 84 SP:Iteration 7Q (4484.040000 sec): 3 clusters Score: Raw -316956.799976 + Penalty 3887.818285 = -313068.981691 nChanged 56 SP:Iteration 8Q (4484.050000 sec): 3 clusters Score: Raw -318032.412342 + Penalty 3887.818285 = -314144.594058 nChanged 48 SP:Iteration 9Q (4484.060000 sec): 3 clusters Score: Raw -318505.163536 + Penalty 3887.818285 = -314617.345251 nChanged 20 SP:Iteration 10Q (4484.060000 sec): 3 clusters Score: Raw -318836.942592 + Penalty 3887.818285 = -314949.124308 nChanged 33 SP:Iteration 11Q (4484.070000 sec): 3 clusters Score: Raw -319606.141814 + Penalty 3887.818285 = -315718.323530 nChanged 19 SP:Iteration 12Q (4484.080000 sec): 3 clusters Score: Raw -320210.385252 + Penalty 3887.818285 = -316322.566968 nChanged 4 SP:Iteration 13Q (4484.090000 sec): 3 clusters Score: Raw -320221.590928 + Penalty 3887.818285 = -316333.772643 nChanged 1 SP:Iteration 14Q (4484.100000 sec): 3 clusters Score: Raw -320232.967315 + Penalty 3887.818285 = -316345.149031 nChanged 2 SP:Iteration 15Q (4484.110000 sec): 3 clusters Score: Raw -320248.071906 + Penalty 3887.818285 = -316360.253622 nChanged 3 SP:Iteration 16Q (4484.120000 sec): 3 clusters Score: Raw -320273.902253 + Penalty 3887.818285 = -316386.083968 nChanged 7 SP:Iteration 17Q (4484.120000 sec): 3 clusters Score: Raw -320296.605190 + Penalty 3887.818285 = -316408.786906 nChanged 3 SP:Iteration 18Q (4484.130000 sec): 3 clusters Score: Raw -320313.460664 + Penalty 3887.818285 = -316425.642380 nChanged 2 SP:Iteration 19Q (4484.140000 sec): 3 clusters Score: Raw -320332.007038 + Penalty 3887.818285 = -316444.188753 nChanged 2 SP:Iteration 20F (4484.150000 sec): 3 clusters Score: Raw -320402.648160 + Penalty 3887.818285 = -316514.829875 nChanged 17 SP:Iteration 21Q (4484.160000 sec): 3 clusters Score: Raw -320511.778798 + Penalty 3887.818285 = -316623.960514 nChanged 17 SP:Iteration 22Q (4484.170000 sec): 3 clusters Score: Raw -320699.036263 + Penalty 3887.818285 = -316811.217979 nChanged 27 SP:Iteration 23Q (4484.180000 sec): 3 clusters Score: Raw -321341.619525 + Penalty 3887.818285 = -317453.801240 nChanged 6 SP:Iteration 24Q (4484.190000 sec): 3 clusters Score: Raw -321582.124624 + Penalty 3887.818285 = -317694.306340 nChanged 3 SP:Iteration 25Q (4484.200000 sec): 3 clusters Score: Raw -321616.929491 + Penalty 3887.818285 = -317729.111206 nChanged 1 SP:Iteration 26Q (4484.200000 sec): 3 clusters Score: Raw -321629.686682 + Penalty 3887.818285 = -317741.868397 nChanged 1 SP:Iteration 27Q (4484.210000 sec): 3 clusters Score: Raw -321675.607507 + Penalty 3887.818285 = -317787.789222 nChanged 0 SP:Iteration 28F (4484.230000 sec): 3 clusters Score: Raw -321675.607507 + Penalty 3887.818285 = -317787.789222 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (6823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4484.260000 sec): 2 clusters Score: Raw -1002637.425043 + Penalty 2189.357525 = -1000448.067518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4484.300000 sec): 3 clusters Score: Raw -999144.755350 + Penalty 4378.715050 = -994766.040300 nChanged 2781 SP:Iteration 1F (4484.330000 sec): 3 clusters Score: Raw -1000649.203984 + Penalty 4378.715050 = -996270.488933 nChanged 487 SP:Iteration 2F (4484.360000 sec): 3 clusters Score: Raw -1000917.444284 + Penalty 4378.715050 = -996538.729234 nChanged 370 SP:Iteration 3F (4484.400000 sec): 3 clusters Score: Raw -1001137.306828 + Penalty 4378.715050 = -996758.591778 nChanged 313 SP:Iteration 4Q (4484.430000 sec): 3 clusters Score: Raw -1001328.285093 + Penalty 4378.715050 = -996949.570043 nChanged 288 SP:Iteration 5Q (4484.470000 sec): 3 clusters Score: Raw -1001519.567634 + Penalty 4378.715050 = -997140.852584 nChanged 284 SP:Iteration 6Q (4484.500000 sec): 3 clusters Score: Raw -1001710.565819 + Penalty 4378.715050 = -997331.850768 nChanged 277 SP:Iteration 7Q (4484.540000 sec): 3 clusters Score: Raw -1001894.821999 + Penalty 4378.715050 = -997516.106949 nChanged 250 SP:Iteration 8Q (4484.570000 sec): 3 clusters Score: Raw -1002064.423839 + Penalty 4378.715050 = -997685.708789 nChanged 209 SP:Iteration 9Q (4484.600000 sec): 3 clusters Score: Raw -1002183.619010 + Penalty 4378.715050 = -997804.903960 nChanged 179 SP:Iteration 10Q (4484.640000 sec): 3 clusters Score: Raw -1002270.971308 + Penalty 4378.715050 = -997892.256258 nChanged 160 SP:Iteration 11Q (4484.670000 sec): 3 clusters Score: Raw -1002347.139240 + Penalty 4378.715050 = -997968.424190 nChanged 141 SP:Iteration 12Q (4484.700000 sec): 3 clusters Score: Raw -1002408.798675 + Penalty 4378.715050 = -998030.083624 nChanged 134 SP:Iteration 13Q (4484.730000 sec): 3 clusters Score: Raw -1002480.608539 + Penalty 4378.715050 = -998101.893488 nChanged 126 SP:Iteration 14Q (4484.770000 sec): 3 clusters Score: Raw -1002543.577589 + Penalty 4378.715050 = -998164.862539 nChanged 121 SP:Iteration 15Q (4484.800000 sec): 3 clusters Score: Raw -1002594.326065 + Penalty 4378.715050 = -998215.611015 nChanged 115 SP:Iteration 16Q (4484.830000 sec): 3 clusters Score: Raw -1002645.146470 + Penalty 4378.715050 = -998266.431419 nChanged 108 SP:Iteration 17Q (4484.860000 sec): 3 clusters Score: Raw -1002692.263299 + Penalty 4378.715050 = -998313.548249 nChanged 97 SP:Iteration 18Q (4484.900000 sec): 3 clusters Score: Raw -1002737.571833 + Penalty 4378.715050 = -998358.856783 nChanged 105 SP:Iteration 19Q (4484.930000 sec): 3 clusters Score: Raw -1002782.048418 + Penalty 4378.715050 = -998403.333368 nChanged 84 SP:Iteration 20F (4484.960000 sec): 3 clusters Score: Raw -1002817.066726 + Penalty 4378.715050 = -998438.351675 nChanged 94 SP:Iteration 21Q (4485.000000 sec): 3 clusters Score: Raw -1002860.494602 + Penalty 4378.715050 = -998481.779552 nChanged 88 SP:Iteration 22Q (4485.030000 sec): 3 clusters Score: Raw -1002902.297810 + Penalty 4378.715050 = -998523.582760 nChanged 85 SP:Iteration 23Q (4485.060000 sec): 3 clusters Score: Raw -1002938.347079 + Penalty 4378.715050 = -998559.632028 nChanged 72 SP:Iteration 24Q (4485.100000 sec): 3 clusters Score: Raw -1002971.234882 + Penalty 4378.715050 = -998592.519832 nChanged 74 SP:Iteration 25Q (4485.130000 sec): 3 clusters Score: Raw -1003001.924953 + Penalty 4378.715050 = -998623.209902 nChanged 61 SP:Iteration 26Q (4485.160000 sec): 3 clusters Score: Raw -1003021.511151 + Penalty 4378.715050 = -998642.796100 nChanged 51 SP:Iteration 27Q (4485.190000 sec): 3 clusters Score: Raw -1003038.339310 + Penalty 4378.715050 = -998659.624260 nChanged 48 SP:Iteration 28Q (4485.220000 sec): 3 clusters Score: Raw -1003055.476426 + Penalty 4378.715050 = -998676.761376 nChanged 48 SP:Iteration 29Q (4485.260000 sec): 3 clusters Score: Raw -1003080.438293 + Penalty 4378.715050 = -998701.723243 nChanged 59 SP:Iteration 30Q (4485.290000 sec): 3 clusters Score: Raw -1003113.749077 + Penalty 4378.715050 = -998735.034027 nChanged 57 SP:Iteration 31Q (4485.320000 sec): 3 clusters Score: Raw -1003142.266460 + Penalty 4378.715050 = -998763.551409 nChanged 64 SP:Iteration 32Q (4485.350000 sec): 3 clusters Score: Raw -1003175.147387 + Penalty 4378.715050 = -998796.432337 nChanged 73 SP:Iteration 33Q (4485.380000 sec): 3 clusters Score: Raw -1003211.015185 + Penalty 4378.715050 = -998832.300135 nChanged 68 SP:Iteration 34Q (4485.410000 sec): 3 clusters Score: Raw -1003244.910185 + Penalty 4378.715050 = -998866.195135 nChanged 74 SP:Iteration 35Q (4485.440000 sec): 3 clusters Score: Raw -1003286.639521 + Penalty 4378.715050 = -998907.924471 nChanged 76 SP:Iteration 36Q (4485.480000 sec): 3 clusters Score: Raw -1003325.086286 + Penalty 4378.715050 = -998946.371236 nChanged 61 SP:Iteration 37Q (4485.510000 sec): 3 clusters Score: Raw -1003353.263903 + Penalty 4378.715050 = -998974.548852 nChanged 57 SP:Iteration 38Q (4485.540000 sec): 3 clusters Score: Raw -1003377.148158 + Penalty 4378.715050 = -998998.433108 nChanged 51 SP:Iteration 39Q (4485.570000 sec): 3 clusters Score: Raw -1003398.869374 + Penalty 4378.715050 = -999020.154324 nChanged 49 SP:Iteration 40F (4485.600000 sec): 3 clusters Score: Raw -1003415.794081 + Penalty 4378.715050 = -999037.079030 nChanged 32 SP:Iteration 41Q (4485.640000 sec): 3 clusters Score: Raw -1003427.829025 + Penalty 4378.715050 = -999049.113975 nChanged 31 SP:Iteration 42Q (4485.660000 sec): 3 clusters Score: Raw -1003437.382447 + Penalty 4378.715050 = -999058.667397 nChanged 29 SP:Iteration 43Q (4485.700000 sec): 3 clusters Score: Raw -1003446.218756 + Penalty 4378.715050 = -999067.503705 nChanged 23 SP:Iteration 44Q (4485.730000 sec): 3 clusters Score: Raw -1003453.070230 + Penalty 4378.715050 = -999074.355180 nChanged 24 SP:Iteration 45Q (4485.760000 sec): 3 clusters Score: Raw -1003458.845229 + Penalty 4378.715050 = -999080.130179 nChanged 14 SP:Iteration 46Q (4485.790000 sec): 3 clusters Score: Raw -1003463.351762 + Penalty 4378.715050 = -999084.636712 nChanged 12 SP:Iteration 47Q (4485.820000 sec): 3 clusters Score: Raw -1003466.132295 + Penalty 4378.715050 = -999087.417244 nChanged 8 SP:Iteration 48Q (4485.850000 sec): 3 clusters Score: Raw -1003468.042302 + Penalty 4378.715050 = -999089.327251 nChanged 6 SP:Iteration 49Q (4485.880000 sec): 3 clusters Score: Raw -1003470.246431 + Penalty 4378.715050 = -999091.531381 nChanged 7 SP:Iteration 50Q (4485.910000 sec): 3 clusters Score: Raw -1003472.113253 + Penalty 4378.715050 = -999093.398203 nChanged 5 SP:Iteration 51Q (4485.940000 sec): 3 clusters Score: Raw -1003473.548930 + Penalty 4378.715050 = -999094.833879 nChanged 7 SP:Iteration 52Q (4485.970000 sec): 3 clusters Score: Raw -1003474.951264 + Penalty 4378.715050 = -999096.236214 nChanged 3 SP:Iteration 53Q (4486.000000 sec): 3 clusters Score: Raw -1003475.945163 + Penalty 4378.715050 = -999097.230113 nChanged 0 SP:Iteration 54F (4486.040000 sec): 3 clusters Score: Raw -1003475.945163 + Penalty 4378.715050 = -999097.230113 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4486.060000 sec): 2 clusters Score: Raw -667753.120768 + Penalty 2089.201680 = -665663.919088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4486.090000 sec): 3 clusters Score: Raw -665564.235561 + Penalty 4178.403361 = -661385.832200 nChanged 1728 SP:Iteration 1F (4486.110000 sec): 3 clusters Score: Raw -666539.445601 + Penalty 4178.403361 = -662361.042240 nChanged 336 SP:Iteration 2F (4486.130000 sec): 3 clusters Score: Raw -666753.256333 + Penalty 4178.403361 = -662574.852972 nChanged 250 SP:Iteration 3F (4486.150000 sec): 3 clusters Score: Raw -666894.550292 + Penalty 4178.403361 = -662716.146931 nChanged 174 SP:Iteration 4Q (4486.170000 sec): 3 clusters Score: Raw -666991.994749 + Penalty 4178.403361 = -662813.591388 nChanged 131 SP:Iteration 5Q (4486.200000 sec): 3 clusters Score: Raw -667060.003271 + Penalty 4178.403361 = -662881.599910 nChanged 100 SP:Iteration 6Q (4486.220000 sec): 3 clusters Score: Raw -667114.040028 + Penalty 4178.403361 = -662935.636667 nChanged 97 SP:Iteration 7Q (4486.240000 sec): 3 clusters Score: Raw -667168.974177 + Penalty 4178.403361 = -662990.570816 nChanged 101 SP:Iteration 8Q (4486.270000 sec): 3 clusters Score: Raw -667219.649874 + Penalty 4178.403361 = -663041.246513 nChanged 99 SP:Iteration 9Q (4486.290000 sec): 3 clusters Score: Raw -667280.458645 + Penalty 4178.403361 = -663102.055284 nChanged 100 SP:Iteration 10Q (4486.310000 sec): 3 clusters Score: Raw -667341.850264 + Penalty 4178.403361 = -663163.446903 nChanged 106 SP:Iteration 11Q (4486.330000 sec): 3 clusters Score: Raw -667415.982828 + Penalty 4178.403361 = -663237.579467 nChanged 116 SP:Iteration 12Q (4486.350000 sec): 3 clusters Score: Raw -667502.268523 + Penalty 4178.403361 = -663323.865162 nChanged 125 SP:Iteration 13Q (4486.370000 sec): 3 clusters Score: Raw -667595.908720 + Penalty 4178.403361 = -663417.505359 nChanged 132 SP:Iteration 14Q (4486.400000 sec): 3 clusters Score: Raw -667706.518640 + Penalty 4178.403361 = -663528.115279 nChanged 127 SP:Iteration 15Q (4486.420000 sec): 3 clusters Score: Raw -667845.587479 + Penalty 4178.403361 = -663667.184118 nChanged 126 SP:Iteration 16Q (4486.440000 sec): 3 clusters Score: Raw -667987.903976 + Penalty 4178.403361 = -663809.500615 nChanged 133 SP:Iteration 17Q (4486.460000 sec): 3 clusters Score: Raw -668135.288191 + Penalty 4178.403361 = -663956.884830 nChanged 102 SP:Iteration 18Q (4486.480000 sec): 3 clusters Score: Raw -668239.198519 + Penalty 4178.403361 = -664060.795158 nChanged 111 SP:Iteration 19Q (4486.500000 sec): 3 clusters Score: Raw -668362.853252 + Penalty 4178.403361 = -664184.449891 nChanged 92 SP:Iteration 20F (4486.530000 sec): 3 clusters Score: Raw -668458.258092 + Penalty 4178.403361 = -664279.854731 nChanged 74 SP:Iteration 21Q (4486.550000 sec): 3 clusters Score: Raw -668539.003136 + Penalty 4178.403361 = -664360.599775 nChanged 68 SP:Iteration 22Q (4486.570000 sec): 3 clusters Score: Raw -668610.280346 + Penalty 4178.403361 = -664431.876985 nChanged 55 SP:Iteration 23Q (4486.580000 sec): 3 clusters Score: Raw -668655.884199 + Penalty 4178.403361 = -664477.480838 nChanged 38 SP:Iteration 24Q (4486.600000 sec): 3 clusters Score: Raw -668684.848343 + Penalty 4178.403361 = -664506.444982 nChanged 30 SP:Iteration 25Q (4486.620000 sec): 3 clusters Score: Raw -668706.852434 + Penalty 4178.403361 = -664528.449073 nChanged 24 SP:Iteration 26Q (4486.640000 sec): 3 clusters Score: Raw -668724.073170 + Penalty 4178.403361 = -664545.669809 nChanged 22 SP:Iteration 27Q (4486.660000 sec): 3 clusters Score: Raw -668744.760241 + Penalty 4178.403361 = -664566.356880 nChanged 17 SP:Iteration 28Q (4486.680000 sec): 3 clusters Score: Raw -668761.424316 + Penalty 4178.403361 = -664583.020955 nChanged 14 SP:Iteration 29Q (4486.700000 sec): 3 clusters Score: Raw -668771.264615 + Penalty 4178.403361 = -664592.861254 nChanged 8 SP:Iteration 30Q (4486.710000 sec): 3 clusters Score: Raw -668776.788232 + Penalty 4178.403361 = -664598.384871 nChanged 12 SP:Iteration 31Q (4486.730000 sec): 3 clusters Score: Raw -668793.384671 + Penalty 4178.403361 = -664614.981310 nChanged 22 SP:Iteration 32Q (4486.750000 sec): 3 clusters Score: Raw -668814.492731 + Penalty 4178.403361 = -664636.089370 nChanged 19 SP:Iteration 33Q (4486.770000 sec): 3 clusters Score: Raw -668837.985080 + Penalty 4178.403361 = -664659.581719 nChanged 20 SP:Iteration 34Q (4486.790000 sec): 3 clusters Score: Raw -668860.176271 + Penalty 4178.403361 = -664681.772910 nChanged 18 SP:Iteration 35Q (4486.810000 sec): 3 clusters Score: Raw -668877.532962 + Penalty 4178.403361 = -664699.129601 nChanged 16 SP:Iteration 36Q (4486.830000 sec): 3 clusters Score: Raw -668894.950606 + Penalty 4178.403361 = -664716.547245 nChanged 18 SP:Iteration 37Q (4486.840000 sec): 3 clusters Score: Raw -668913.754913 + Penalty 4178.403361 = -664735.351552 nChanged 17 SP:Iteration 38Q (4486.860000 sec): 3 clusters Score: Raw -668928.483045 + Penalty 4178.403361 = -664750.079684 nChanged 13 SP:Iteration 39Q (4486.880000 sec): 3 clusters Score: Raw -668937.975254 + Penalty 4178.403361 = -664759.571893 nChanged 5 SP:Iteration 40F (4486.900000 sec): 3 clusters Score: Raw -668941.856980 + Penalty 4178.403361 = -664763.453619 nChanged 7 SP:Iteration 41Q (4486.920000 sec): 3 clusters Score: Raw -668947.293267 + Penalty 4178.403361 = -664768.889906 nChanged 5 SP:Iteration 42Q (4486.940000 sec): 3 clusters Score: Raw -668950.223632 + Penalty 4178.403361 = -664771.820271 nChanged 2 SP:Iteration 43Q (4486.950000 sec): 3 clusters Score: Raw -668951.360637 + Penalty 4178.403361 = -664772.957276 nChanged 3 SP:Iteration 44Q (4486.970000 sec): 3 clusters Score: Raw -668952.955650 + Penalty 4178.403361 = -664774.552289 nChanged 4 SP:Iteration 45Q (4486.990000 sec): 3 clusters Score: Raw -668954.820994 + Penalty 4178.403361 = -664776.417633 nChanged 2 SP:Iteration 46Q (4487.010000 sec): 3 clusters Score: Raw -668955.466079 + Penalty 4178.403361 = -664777.062718 nChanged 0 SP:Iteration 47F (4487.030000 sec): 3 clusters Score: Raw -668955.466079 + Penalty 4178.403361 = -664777.062718 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (35896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4487.190000 sec): 2 clusters Score: Raw -5599549.832410 + Penalty 2601.118525 = -5596948.713885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4487.370000 sec): 3 clusters Score: Raw -5577848.146564 + Penalty 5202.237049 = -5572645.909515 nChanged 16322 SP:Iteration 1F (4487.550000 sec): 3 clusters Score: Raw -5586725.877895 + Penalty 5202.237049 = -5581523.640846 nChanged 1739 SP:Iteration 2Q (4487.740000 sec): 3 clusters Score: Raw -5587331.381414 + Penalty 5202.237049 = -5582129.144364 nChanged 1608 SP:Iteration 3Q (4487.920000 sec): 3 clusters Score: Raw -5587906.637451 + Penalty 5202.237049 = -5582704.400402 nChanged 1550 SP:Iteration 4Q (4488.110000 sec): 3 clusters Score: Raw -5588483.027471 + Penalty 5202.237049 = -5583280.790421 nChanged 1528 SP:Iteration 5Q (4488.290000 sec): 3 clusters Score: Raw -5589158.241563 + Penalty 5202.237049 = -5583956.004514 nChanged 1734 SP:Iteration 6Q (4488.470000 sec): 3 clusters Score: Raw -5590014.521532 + Penalty 5202.237049 = -5584812.284482 nChanged 1911 SP:Iteration 7F (4488.650000 sec): 3 clusters Score: Raw -5591102.183879 + Penalty 5202.237049 = -5585899.946830 nChanged 2161 SP:Iteration 8F (4488.830000 sec): 3 clusters Score: Raw -5592521.023055 + Penalty 5202.237049 = -5587318.786006 nChanged 2429 SP:Iteration 9F (4489.010000 sec): 3 clusters Score: Raw -5594351.909101 + Penalty 5202.237049 = -5589149.672052 nChanged 2344 SP:Iteration 10F (4489.190000 sec): 3 clusters Score: Raw -5596259.554989 + Penalty 5202.237049 = -5591057.317940 nChanged 1966 SP:Iteration 11F (4489.370000 sec): 3 clusters Score: Raw -5597914.486250 + Penalty 5202.237049 = -5592712.249201 nChanged 1408 SP:Iteration 12Q (4489.550000 sec): 3 clusters Score: Raw -5599330.821262 + Penalty 5202.237049 = -5594128.584212 nChanged 1023 SP:Iteration 13Q (4489.730000 sec): 3 clusters Score: Raw -5600465.685616 + Penalty 5202.237049 = -5595263.448567 nChanged 789 SP:Iteration 14Q (4489.890000 sec): 3 clusters Score: Raw -5601061.004480 + Penalty 5202.237049 = -5595858.767431 nChanged 477 SP:Iteration 15Q (4490.050000 sec): 3 clusters Score: Raw -5601320.228821 + Penalty 5202.237049 = -5596117.991772 nChanged 315 SP:Iteration 16Q (4490.200000 sec): 3 clusters Score: Raw -5601452.887879 + Penalty 5202.237049 = -5596250.650830 nChanged 208 SP:Iteration 17Q (4490.350000 sec): 3 clusters Score: Raw -5601515.357135 + Penalty 5202.237049 = -5596313.120085 nChanged 127 SP:Iteration 18Q (4490.490000 sec): 3 clusters Score: Raw -5601544.845857 + Penalty 5202.237049 = -5596342.608808 nChanged 95 SP:Iteration 19Q (4490.640000 sec): 3 clusters Score: Raw -5601563.593899 + Penalty 5202.237049 = -5596361.356849 nChanged 91 SP:Iteration 20F (4490.820000 sec): 3 clusters Score: Raw -5601582.235356 + Penalty 5202.237049 = -5596379.998307 nChanged 81 SP:Iteration 21Q (4490.970000 sec): 3 clusters Score: Raw -5601597.500268 + Penalty 5202.237049 = -5596395.263219 nChanged 69 SP:Iteration 22Q (4491.110000 sec): 3 clusters Score: Raw -5601608.211107 + Penalty 5202.237049 = -5596405.974058 nChanged 49 SP:Iteration 23Q (4491.260000 sec): 3 clusters Score: Raw -5601614.344394 + Penalty 5202.237049 = -5596412.107344 nChanged 45 SP:Iteration 24Q (4491.410000 sec): 3 clusters Score: Raw -5601619.391589 + Penalty 5202.237049 = -5596417.154539 nChanged 22 SP:Iteration 25Q (4491.550000 sec): 3 clusters Score: Raw -5601621.495893 + Penalty 5202.237049 = -5596419.258844 nChanged 21 SP:Iteration 26Q (4491.690000 sec): 3 clusters Score: Raw -5601623.276286 + Penalty 5202.237049 = -5596421.039236 nChanged 14 SP:Iteration 27Q (4491.840000 sec): 3 clusters Score: Raw -5601624.658144 + Penalty 5202.237049 = -5596422.421094 nChanged 14 SP:Iteration 28Q (4491.990000 sec): 3 clusters Score: Raw -5601626.037262 + Penalty 5202.237049 = -5596423.800213 nChanged 16 SP:Iteration 29Q (4492.130000 sec): 3 clusters Score: Raw -5601627.432046 + Penalty 5202.237049 = -5596425.194997 nChanged 13 SP:Iteration 30Q (4492.280000 sec): 3 clusters Score: Raw -5601628.605430 + Penalty 5202.237049 = -5596426.368381 nChanged 11 SP:Iteration 31Q (4492.430000 sec): 3 clusters Score: Raw -5601629.446626 + Penalty 5202.237049 = -5596427.209577 nChanged 2 SP:Iteration 32Q (4492.570000 sec): 3 clusters Score: Raw -5601629.699312 + Penalty 5202.237049 = -5596427.462262 nChanged 2 SP:Iteration 33Q (4492.720000 sec): 3 clusters Score: Raw -5601629.841196 + Penalty 5202.237049 = -5596427.604147 nChanged 2 SP:Iteration 34Q (4492.860000 sec): 3 clusters Score: Raw -5601629.903566 + Penalty 5202.237049 = -5596427.666517 nChanged 0 SP:Iteration 35F (4493.040000 sec): 3 clusters Score: Raw -5601629.903566 + Penalty 5202.237049 = -5596427.666517 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (7627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4493.090000 sec): 2 clusters Score: Raw -1180881.314916 + Penalty 2216.983566 = -1178664.331350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4493.130000 sec): 3 clusters Score: Raw -1176929.387307 + Penalty 4433.967132 = -1172495.420176 nChanged 3089 SP:Iteration 1F (4493.170000 sec): 3 clusters Score: Raw -1178707.165764 + Penalty 4433.967132 = -1174273.198632 nChanged 527 SP:Iteration 2F (4493.200000 sec): 3 clusters Score: Raw -1178982.183093 + Penalty 4433.967132 = -1174548.215961 nChanged 363 SP:Iteration 3Q (4493.240000 sec): 3 clusters Score: Raw -1179183.985037 + Penalty 4433.967132 = -1174750.017906 nChanged 320 SP:Iteration 4Q (4493.280000 sec): 3 clusters Score: Raw -1179365.213256 + Penalty 4433.967132 = -1174931.246124 nChanged 311 SP:Iteration 5Q (4493.310000 sec): 3 clusters Score: Raw -1179542.000288 + Penalty 4433.967132 = -1175108.033156 nChanged 277 SP:Iteration 6Q (4493.350000 sec): 3 clusters Score: Raw -1179713.089443 + Penalty 4433.967132 = -1175279.122311 nChanged 292 SP:Iteration 7Q (4493.390000 sec): 3 clusters Score: Raw -1179894.647306 + Penalty 4433.967132 = -1175460.680174 nChanged 294 SP:Iteration 8Q (4493.430000 sec): 3 clusters Score: Raw -1180107.146572 + Penalty 4433.967132 = -1175673.179440 nChanged 314 SP:Iteration 9Q (4493.470000 sec): 3 clusters Score: Raw -1180324.437817 + Penalty 4433.967132 = -1175890.470685 nChanged 290 SP:Iteration 10Q (4493.510000 sec): 3 clusters Score: Raw -1180543.089198 + Penalty 4433.967132 = -1176109.122067 nChanged 271 SP:Iteration 11Q (4493.540000 sec): 3 clusters Score: Raw -1180748.026991 + Penalty 4433.967132 = -1176314.059859 nChanged 242 SP:Iteration 12Q (4493.580000 sec): 3 clusters Score: Raw -1180966.702454 + Penalty 4433.967132 = -1176532.735322 nChanged 255 SP:Iteration 13Q (4493.620000 sec): 3 clusters Score: Raw -1181237.326533 + Penalty 4433.967132 = -1176803.359402 nChanged 258 SP:Iteration 14Q (4493.650000 sec): 3 clusters Score: Raw -1181544.577255 + Penalty 4433.967132 = -1177110.610124 nChanged 240 SP:Iteration 15Q (4493.690000 sec): 3 clusters Score: Raw -1181812.527321 + Penalty 4433.967132 = -1177378.560190 nChanged 241 SP:Iteration 16Q (4493.720000 sec): 3 clusters Score: Raw -1182040.487224 + Penalty 4433.967132 = -1177606.520092 nChanged 191 SP:Iteration 17Q (4493.750000 sec): 3 clusters Score: Raw -1182217.898232 + Penalty 4433.967132 = -1177783.931100 nChanged 164 SP:Iteration 18Q (4493.780000 sec): 3 clusters Score: Raw -1182388.385172 + Penalty 4433.967132 = -1177954.418040 nChanged 171 SP:Iteration 19Q (4493.810000 sec): 3 clusters Score: Raw -1182556.752180 + Penalty 4433.967132 = -1178122.785049 nChanged 129 SP:Iteration 20F (4493.850000 sec): 3 clusters Score: Raw -1182670.078821 + Penalty 4433.967132 = -1178236.111689 nChanged 110 SP:Iteration 21Q (4493.880000 sec): 3 clusters Score: Raw -1182768.799536 + Penalty 4433.967132 = -1178334.832404 nChanged 89 SP:Iteration 22Q (4493.910000 sec): 3 clusters Score: Raw -1182840.952276 + Penalty 4433.967132 = -1178406.985144 nChanged 76 SP:Iteration 23Q (4493.940000 sec): 3 clusters Score: Raw -1182894.873920 + Penalty 4433.967132 = -1178460.906788 nChanged 67 SP:Iteration 24Q (4493.970000 sec): 3 clusters Score: Raw -1182940.449033 + Penalty 4433.967132 = -1178506.481902 nChanged 64 SP:Iteration 25Q (4494.000000 sec): 3 clusters Score: Raw -1182984.236337 + Penalty 4433.967132 = -1178550.269206 nChanged 51 SP:Iteration 26Q (4494.030000 sec): 3 clusters Score: Raw -1183013.092170 + Penalty 4433.967132 = -1178579.125039 nChanged 47 SP:Iteration 27Q (4494.060000 sec): 3 clusters Score: Raw -1183035.005919 + Penalty 4433.967132 = -1178601.038788 nChanged 43 SP:Iteration 28Q (4494.090000 sec): 3 clusters Score: Raw -1183055.113167 + Penalty 4433.967132 = -1178621.146036 nChanged 32 SP:Iteration 29Q (4494.110000 sec): 3 clusters Score: Raw -1183068.017785 + Penalty 4433.967132 = -1178634.050654 nChanged 20 SP:Iteration 30Q (4494.150000 sec): 3 clusters Score: Raw -1183075.142063 + Penalty 4433.967132 = -1178641.174932 nChanged 18 SP:Iteration 31Q (4494.170000 sec): 3 clusters Score: Raw -1183080.077841 + Penalty 4433.967132 = -1178646.110709 nChanged 8 SP:Iteration 32Q (4494.200000 sec): 3 clusters Score: Raw -1183081.686991 + Penalty 4433.967132 = -1178647.719859 nChanged 7 SP:Iteration 33Q (4494.230000 sec): 3 clusters Score: Raw -1183083.406734 + Penalty 4433.967132 = -1178649.439602 nChanged 8 SP:Iteration 34Q (4494.260000 sec): 3 clusters Score: Raw -1183085.524989 + Penalty 4433.967132 = -1178651.557858 nChanged 5 SP:Iteration 35Q (4494.290000 sec): 3 clusters Score: Raw -1183086.491429 + Penalty 4433.967132 = -1178652.524297 nChanged 5 SP:Iteration 36Q (4494.310000 sec): 3 clusters Score: Raw -1183087.057281 + Penalty 4433.967132 = -1178653.090150 nChanged 0 SP:Iteration 37F (4494.350000 sec): 3 clusters Score: Raw -1183087.057281 + Penalty 4433.967132 = -1178653.090150 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (31252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4494.490000 sec): 2 clusters Score: Raw -4533994.524594 + Penalty 2566.759986 = -4531427.764608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4494.650000 sec): 3 clusters Score: Raw -4515272.434273 + Penalty 5133.519972 = -4510138.914301 nChanged 13977 SP:Iteration 1F (4494.810000 sec): 3 clusters Score: Raw -4523043.499271 + Penalty 5133.519972 = -4517909.979300 nChanged 1670 SP:Iteration 2F (4494.970000 sec): 3 clusters Score: Raw -4523781.056482 + Penalty 5133.519972 = -4518647.536510 nChanged 1709 SP:Iteration 3F (4495.120000 sec): 3 clusters Score: Raw -4524636.225079 + Penalty 5133.519972 = -4519502.705107 nChanged 1750 SP:Iteration 4F (4495.280000 sec): 3 clusters Score: Raw -4525592.565379 + Penalty 5133.519972 = -4520459.045407 nChanged 1742 SP:Iteration 5F (4495.440000 sec): 3 clusters Score: Raw -4526617.183243 + Penalty 5133.519972 = -4521483.663271 nChanged 1836 SP:Iteration 6F (4495.600000 sec): 3 clusters Score: Raw -4527831.989342 + Penalty 5133.519972 = -4522698.469370 nChanged 1924 SP:Iteration 7F (4495.750000 sec): 3 clusters Score: Raw -4529246.454171 + Penalty 5133.519972 = -4524112.934199 nChanged 1875 SP:Iteration 8F (4495.910000 sec): 3 clusters Score: Raw -4530693.551328 + Penalty 5133.519972 = -4525560.031356 nChanged 1641 SP:Iteration 9F (4496.070000 sec): 3 clusters Score: Raw -4532044.034871 + Penalty 5133.519972 = -4526910.514899 nChanged 1328 SP:Iteration 10Q (4496.220000 sec): 3 clusters Score: Raw -4533164.464981 + Penalty 5133.519972 = -4528030.945009 nChanged 968 SP:Iteration 11Q (4496.370000 sec): 3 clusters Score: Raw -4533927.803677 + Penalty 5133.519972 = -4528794.283705 nChanged 634 SP:Iteration 12Q (4496.510000 sec): 3 clusters Score: Raw -4534308.154116 + Penalty 5133.519972 = -4529174.634144 nChanged 424 SP:Iteration 13Q (4496.650000 sec): 3 clusters Score: Raw -4534516.619259 + Penalty 5133.519972 = -4529383.099287 nChanged 308 SP:Iteration 14Q (4496.790000 sec): 3 clusters Score: Raw -4534646.146339 + Penalty 5133.519972 = -4529512.626367 nChanged 232 SP:Iteration 15Q (4496.930000 sec): 3 clusters Score: Raw -4534729.842727 + Penalty 5133.519972 = -4529596.322755 nChanged 180 SP:Iteration 16Q (4497.060000 sec): 3 clusters Score: Raw -4534783.693922 + Penalty 5133.519972 = -4529650.173950 nChanged 124 SP:Iteration 17Q (4497.190000 sec): 3 clusters Score: Raw -4534815.345059 + Penalty 5133.519972 = -4529681.825087 nChanged 90 SP:Iteration 18Q (4497.320000 sec): 3 clusters Score: Raw -4534838.768936 + Penalty 5133.519972 = -4529705.248964 nChanged 86 SP:Iteration 19Q (4497.450000 sec): 3 clusters Score: Raw -4534858.356233 + Penalty 5133.519972 = -4529724.836261 nChanged 82 SP:Iteration 20F (4497.610000 sec): 3 clusters Score: Raw -4534875.987647 + Penalty 5133.519972 = -4529742.467675 nChanged 67 SP:Iteration 21Q (4497.740000 sec): 3 clusters Score: Raw -4534891.983536 + Penalty 5133.519972 = -4529758.463564 nChanged 56 SP:Iteration 22Q (4497.870000 sec): 3 clusters Score: Raw -4534906.522473 + Penalty 5133.519972 = -4529773.002501 nChanged 66 SP:Iteration 23Q (4498.000000 sec): 3 clusters Score: Raw -4534924.224483 + Penalty 5133.519972 = -4529790.704511 nChanged 58 SP:Iteration 24Q (4498.130000 sec): 3 clusters Score: Raw -4534940.093887 + Penalty 5133.519972 = -4529806.573915 nChanged 56 SP:Iteration 25Q (4498.260000 sec): 3 clusters Score: Raw -4534953.164749 + Penalty 5133.519972 = -4529819.644777 nChanged 44 SP:Iteration 26Q (4498.390000 sec): 3 clusters Score: Raw -4534964.156292 + Penalty 5133.519972 = -4529830.636320 nChanged 44 SP:Iteration 27Q (4498.520000 sec): 3 clusters Score: Raw -4534974.160244 + Penalty 5133.519972 = -4529840.640272 nChanged 33 SP:Iteration 28Q (4498.650000 sec): 3 clusters Score: Raw -4534979.743548 + Penalty 5133.519972 = -4529846.223576 nChanged 26 SP:Iteration 29Q (4498.770000 sec): 3 clusters Score: Raw -4534983.932869 + Penalty 5133.519972 = -4529850.412897 nChanged 27 SP:Iteration 30Q (4498.900000 sec): 3 clusters Score: Raw -4534989.048836 + Penalty 5133.519972 = -4529855.528864 nChanged 22 SP:Iteration 31Q (4499.030000 sec): 3 clusters Score: Raw -4534993.196264 + Penalty 5133.519972 = -4529859.676292 nChanged 23 SP:Iteration 32Q (4499.160000 sec): 3 clusters Score: Raw -4534997.405756 + Penalty 5133.519972 = -4529863.885784 nChanged 21 SP:Iteration 33Q (4499.290000 sec): 3 clusters Score: Raw -4535001.376362 + Penalty 5133.519972 = -4529867.856390 nChanged 12 SP:Iteration 34Q (4499.410000 sec): 3 clusters Score: Raw -4535004.658548 + Penalty 5133.519972 = -4529871.138576 nChanged 23 SP:Iteration 35Q (4499.540000 sec): 3 clusters Score: Raw -4535008.787671 + Penalty 5133.519972 = -4529875.267699 nChanged 26 SP:Iteration 36Q (4499.670000 sec): 3 clusters Score: Raw -4535016.107538 + Penalty 5133.519972 = -4529882.587567 nChanged 32 SP:Iteration 37Q (4499.790000 sec): 3 clusters Score: Raw -4535023.978415 + Penalty 5133.519972 = -4529890.458443 nChanged 29 SP:Iteration 38Q (4499.920000 sec): 3 clusters Score: Raw -4535029.999551 + Penalty 5133.519972 = -4529896.479579 nChanged 19 SP:Iteration 39Q (4500.050000 sec): 3 clusters Score: Raw -4535033.894089 + Penalty 5133.519972 = -4529900.374117 nChanged 16 SP:Iteration 40F (4500.200000 sec): 3 clusters Score: Raw -4535037.268843 + Penalty 5133.519972 = -4529903.748871 nChanged 12 SP:Iteration 41Q (4500.330000 sec): 3 clusters Score: Raw -4535040.012501 + Penalty 5133.519972 = -4529906.492529 nChanged 12 SP:Iteration 42Q (4500.450000 sec): 3 clusters Score: Raw -4535042.557294 + Penalty 5133.519972 = -4529909.037322 nChanged 10 SP:Iteration 43Q (4500.580000 sec): 3 clusters Score: Raw -4535044.924643 + Penalty 5133.519972 = -4529911.404671 nChanged 12 SP:Iteration 44Q (4500.710000 sec): 3 clusters Score: Raw -4535046.848280 + Penalty 5133.519972 = -4529913.328308 nChanged 17 SP:Iteration 45Q (4500.840000 sec): 3 clusters Score: Raw -4535051.090381 + Penalty 5133.519972 = -4529917.570409 nChanged 21 SP:Iteration 46Q (4500.970000 sec): 3 clusters Score: Raw -4535055.899903 + Penalty 5133.519972 = -4529922.379931 nChanged 26 SP:Iteration 47Q (4501.090000 sec): 3 clusters Score: Raw -4535061.345550 + Penalty 5133.519972 = -4529927.825578 nChanged 19 SP:Iteration 48Q (4501.220000 sec): 3 clusters Score: Raw -4535065.796590 + Penalty 5133.519972 = -4529932.276619 nChanged 20 SP:Iteration 49Q (4501.340000 sec): 3 clusters Score: Raw -4535070.411431 + Penalty 5133.519972 = -4529936.891459 nChanged 26 SP:Iteration 50Q (4501.470000 sec): 3 clusters Score: Raw -4535075.496279 + Penalty 5133.519972 = -4529941.976307 nChanged 12 SP:Iteration 51Q (4501.590000 sec): 3 clusters Score: Raw -4535077.774542 + Penalty 5133.519972 = -4529944.254570 nChanged 5 SP:Iteration 52Q (4501.720000 sec): 3 clusters Score: Raw -4535079.689843 + Penalty 5133.519972 = -4529946.169871 nChanged 7 SP:Iteration 53Q (4501.850000 sec): 3 clusters Score: Raw -4535080.689464 + Penalty 5133.519972 = -4529947.169492 nChanged 5 SP:Iteration 54Q (4501.970000 sec): 3 clusters Score: Raw -4535081.399222 + Penalty 5133.519972 = -4529947.879250 nChanged 3 SP:Iteration 55Q (4502.100000 sec): 3 clusters Score: Raw -4535082.067555 + Penalty 5133.519972 = -4529948.547583 nChanged 6 SP:Iteration 56Q (4502.220000 sec): 3 clusters Score: Raw -4535083.094223 + Penalty 5133.519972 = -4529949.574251 nChanged 5 SP:Iteration 57Q (4502.350000 sec): 3 clusters Score: Raw -4535083.728050 + Penalty 5133.519972 = -4529950.208078 nChanged 3 SP:Iteration 58Q (4502.470000 sec): 3 clusters Score: Raw -4535084.003747 + Penalty 5133.519972 = -4529950.483775 nChanged 3 SP:Iteration 59Q (4502.600000 sec): 3 clusters Score: Raw -4535084.541290 + Penalty 5133.519972 = -4529951.021318 nChanged 5 SP:Iteration 60F (4502.750000 sec): 3 clusters Score: Raw -4535085.426861 + Penalty 5133.519972 = -4529951.906889 nChanged 2 SP:Iteration 61Q (4502.880000 sec): 3 clusters Score: Raw -4535085.858614 + Penalty 5133.519972 = -4529952.338642 nChanged 2 SP:Iteration 62Q (4503.010000 sec): 3 clusters Score: Raw -4535086.292903 + Penalty 5133.519972 = -4529952.772931 nChanged 1 SP:Iteration 63Q (4503.130000 sec): 3 clusters Score: Raw -4535086.370055 + Penalty 5133.519972 = -4529952.850083 nChanged 0 SP:Iteration 64F (4503.290000 sec): 3 clusters Score: Raw -4535086.370055 + Penalty 5133.519972 = -4529952.850083 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4503.330000 sec): 2 clusters Score: Raw -1197842.475304 + Penalty 2223.846171 = -1195618.629133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4503.370000 sec): 3 clusters Score: Raw -1193806.726749 + Penalty 4447.692341 = -1189359.034407 nChanged 3143 SP:Iteration 1F (4503.410000 sec): 3 clusters Score: Raw -1195574.569701 + Penalty 4447.692341 = -1191126.877359 nChanged 561 SP:Iteration 2F (4503.450000 sec): 3 clusters Score: Raw -1195914.170921 + Penalty 4447.692341 = -1191466.478580 nChanged 443 SP:Iteration 3F (4503.490000 sec): 3 clusters Score: Raw -1196184.023919 + Penalty 4447.692341 = -1191736.331578 nChanged 375 SP:Iteration 4Q (4503.530000 sec): 3 clusters Score: Raw -1196395.144693 + Penalty 4447.692341 = -1191947.452352 nChanged 347 SP:Iteration 5Q (4503.570000 sec): 3 clusters Score: Raw -1196591.491826 + Penalty 4447.692341 = -1192143.799484 nChanged 299 SP:Iteration 6Q (4503.610000 sec): 3 clusters Score: Raw -1196737.587259 + Penalty 4447.692341 = -1192289.894918 nChanged 265 SP:Iteration 7Q (4503.650000 sec): 3 clusters Score: Raw -1196867.653771 + Penalty 4447.692341 = -1192419.961430 nChanged 261 SP:Iteration 8Q (4503.680000 sec): 3 clusters Score: Raw -1196992.452531 + Penalty 4447.692341 = -1192544.760189 nChanged 243 SP:Iteration 9Q (4503.720000 sec): 3 clusters Score: Raw -1197108.244862 + Penalty 4447.692341 = -1192660.552520 nChanged 231 SP:Iteration 10Q (4503.760000 sec): 3 clusters Score: Raw -1197210.430786 + Penalty 4447.692341 = -1192762.738445 nChanged 197 SP:Iteration 11Q (4503.800000 sec): 3 clusters Score: Raw -1197294.824075 + Penalty 4447.692341 = -1192847.131733 nChanged 177 SP:Iteration 12Q (4503.840000 sec): 3 clusters Score: Raw -1197357.672967 + Penalty 4447.692341 = -1192909.980625 nChanged 163 SP:Iteration 13Q (4503.870000 sec): 3 clusters Score: Raw -1197416.818126 + Penalty 4447.692341 = -1192969.125785 nChanged 122 SP:Iteration 14Q (4503.910000 sec): 3 clusters Score: Raw -1197455.467158 + Penalty 4447.692341 = -1193007.774816 nChanged 111 SP:Iteration 15Q (4503.950000 sec): 3 clusters Score: Raw -1197491.113125 + Penalty 4447.692341 = -1193043.420784 nChanged 109 SP:Iteration 16Q (4503.990000 sec): 3 clusters Score: Raw -1197529.049136 + Penalty 4447.692341 = -1193081.356795 nChanged 111 SP:Iteration 17Q (4504.030000 sec): 3 clusters Score: Raw -1197567.421652 + Penalty 4447.692341 = -1193119.729310 nChanged 103 SP:Iteration 18Q (4504.070000 sec): 3 clusters Score: Raw -1197603.762890 + Penalty 4447.692341 = -1193156.070548 nChanged 98 SP:Iteration 19Q (4504.100000 sec): 3 clusters Score: Raw -1197638.957299 + Penalty 4447.692341 = -1193191.264957 nChanged 103 SP:Iteration 20F (4504.140000 sec): 3 clusters Score: Raw -1197671.285927 + Penalty 4447.692341 = -1193223.593585 nChanged 93 SP:Iteration 21Q (4504.180000 sec): 3 clusters Score: Raw -1197700.572336 + Penalty 4447.692341 = -1193252.879995 nChanged 86 SP:Iteration 22Q (4504.220000 sec): 3 clusters Score: Raw -1197725.725767 + Penalty 4447.692341 = -1193278.033425 nChanged 68 SP:Iteration 23Q (4504.260000 sec): 3 clusters Score: Raw -1197746.791629 + Penalty 4447.692341 = -1193299.099287 nChanged 70 SP:Iteration 24Q (4504.290000 sec): 3 clusters Score: Raw -1197765.805852 + Penalty 4447.692341 = -1193318.113510 nChanged 59 SP:Iteration 25Q (4504.330000 sec): 3 clusters Score: Raw -1197780.786216 + Penalty 4447.692341 = -1193333.093874 nChanged 64 SP:Iteration 26Q (4504.370000 sec): 3 clusters Score: Raw -1197798.760879 + Penalty 4447.692341 = -1193351.068537 nChanged 63 SP:Iteration 27Q (4504.410000 sec): 3 clusters Score: Raw -1197817.400390 + Penalty 4447.692341 = -1193369.708048 nChanged 57 SP:Iteration 28Q (4504.450000 sec): 3 clusters Score: Raw -1197832.236656 + Penalty 4447.692341 = -1193384.544315 nChanged 56 SP:Iteration 29Q (4504.490000 sec): 3 clusters Score: Raw -1197846.801214 + Penalty 4447.692341 = -1193399.108873 nChanged 46 SP:Iteration 30Q (4504.520000 sec): 3 clusters Score: Raw -1197860.134419 + Penalty 4447.692341 = -1193412.442078 nChanged 55 SP:Iteration 31Q (4504.560000 sec): 3 clusters Score: Raw -1197873.479121 + Penalty 4447.692341 = -1193425.786780 nChanged 50 SP:Iteration 32Q (4504.600000 sec): 3 clusters Score: Raw -1197886.228952 + Penalty 4447.692341 = -1193438.536610 nChanged 48 SP:Iteration 33Q (4504.640000 sec): 3 clusters Score: Raw -1197901.572971 + Penalty 4447.692341 = -1193453.880630 nChanged 62 SP:Iteration 34Q (4504.680000 sec): 3 clusters Score: Raw -1197916.842326 + Penalty 4447.692341 = -1193469.149985 nChanged 51 SP:Iteration 35Q (4504.710000 sec): 3 clusters Score: Raw -1197931.144884 + Penalty 4447.692341 = -1193483.452542 nChanged 39 SP:Iteration 36Q (4504.750000 sec): 3 clusters Score: Raw -1197942.821304 + Penalty 4447.692341 = -1193495.128963 nChanged 37 SP:Iteration 37Q (4504.790000 sec): 3 clusters Score: Raw -1197951.867393 + Penalty 4447.692341 = -1193504.175052 nChanged 26 SP:Iteration 38Q (4504.830000 sec): 3 clusters Score: Raw -1197958.955041 + Penalty 4447.692341 = -1193511.262699 nChanged 38 SP:Iteration 39Q (4504.870000 sec): 3 clusters Score: Raw -1197970.433967 + Penalty 4447.692341 = -1193522.741626 nChanged 47 SP:Iteration 40F (4504.910000 sec): 3 clusters Score: Raw -1197983.122881 + Penalty 4447.692341 = -1193535.430539 nChanged 48 SP:Iteration 41Q (4504.950000 sec): 3 clusters Score: Raw -1197996.925534 + Penalty 4447.692341 = -1193549.233193 nChanged 44 SP:Iteration 42Q (4504.980000 sec): 3 clusters Score: Raw -1198009.771689 + Penalty 4447.692341 = -1193562.079348 nChanged 43 SP:Iteration 43Q (4505.020000 sec): 3 clusters Score: Raw -1198021.089770 + Penalty 4447.692341 = -1193573.397428 nChanged 46 SP:Iteration 44Q (4505.060000 sec): 3 clusters Score: Raw -1198032.449820 + Penalty 4447.692341 = -1193584.757479 nChanged 48 SP:Iteration 45Q (4505.100000 sec): 3 clusters Score: Raw -1198047.771896 + Penalty 4447.692341 = -1193600.079555 nChanged 60 SP:Iteration 46Q (4505.140000 sec): 3 clusters Score: Raw -1198068.594599 + Penalty 4447.692341 = -1193620.902257 nChanged 67 SP:Iteration 47Q (4505.170000 sec): 3 clusters Score: Raw -1198090.747254 + Penalty 4447.692341 = -1193643.054912 nChanged 69 SP:Iteration 48Q (4505.210000 sec): 3 clusters Score: Raw -1198114.095962 + Penalty 4447.692341 = -1193666.403620 nChanged 63 SP:Iteration 49Q (4505.250000 sec): 3 clusters Score: Raw -1198134.130063 + Penalty 4447.692341 = -1193686.437721 nChanged 61 SP:Iteration 50Q (4505.290000 sec): 3 clusters Score: Raw -1198155.779618 + Penalty 4447.692341 = -1193708.087277 nChanged 57 SP:Iteration 51Q (4505.330000 sec): 3 clusters Score: Raw -1198179.035790 + Penalty 4447.692341 = -1193731.343448 nChanged 66 SP:Iteration 52Q (4505.370000 sec): 3 clusters Score: Raw -1198201.788678 + Penalty 4447.692341 = -1193754.096337 nChanged 54 SP:Iteration 53Q (4505.400000 sec): 3 clusters Score: Raw -1198220.714243 + Penalty 4447.692341 = -1193773.021901 nChanged 59 SP:Iteration 54Q (4505.440000 sec): 3 clusters Score: Raw -1198241.772804 + Penalty 4447.692341 = -1193794.080462 nChanged 55 SP:Iteration 55Q (4505.480000 sec): 3 clusters Score: Raw -1198258.819360 + Penalty 4447.692341 = -1193811.127018 nChanged 39 SP:Iteration 56Q (4505.520000 sec): 3 clusters Score: Raw -1198269.010661 + Penalty 4447.692341 = -1193821.318319 nChanged 39 SP:Iteration 57Q (4505.550000 sec): 3 clusters Score: Raw -1198281.010391 + Penalty 4447.692341 = -1193833.318050 nChanged 38 SP:Iteration 58Q (4505.590000 sec): 3 clusters Score: Raw -1198293.794403 + Penalty 4447.692341 = -1193846.102061 nChanged 39 SP:Iteration 59Q (4505.630000 sec): 3 clusters Score: Raw -1198306.723538 + Penalty 4447.692341 = -1193859.031197 nChanged 46 SP:Iteration 60F (4505.670000 sec): 3 clusters Score: Raw -1198327.919514 + Penalty 4447.692341 = -1193880.227173 nChanged 58 SP:Iteration 61Q (4505.710000 sec): 3 clusters Score: Raw -1198375.724152 + Penalty 4447.692341 = -1193928.031810 nChanged 86 SP:Iteration 62Q (4505.740000 sec): 3 clusters Score: Raw -1198440.558988 + Penalty 4447.692341 = -1193992.866646 nChanged 81 SP:Iteration 63Q (4505.780000 sec): 3 clusters Score: Raw -1198492.277858 + Penalty 4447.692341 = -1194044.585516 nChanged 70 SP:Iteration 64Q (4505.810000 sec): 3 clusters Score: Raw -1198527.704452 + Penalty 4447.692341 = -1194080.012110 nChanged 63 SP:Iteration 65Q (4505.850000 sec): 3 clusters Score: Raw -1198567.500603 + Penalty 4447.692341 = -1194119.808262 nChanged 66 SP:Iteration 66Q (4505.890000 sec): 3 clusters Score: Raw -1198623.421592 + Penalty 4447.692341 = -1194175.729250 nChanged 56 SP:Iteration 67Q (4505.920000 sec): 3 clusters Score: Raw -1198702.761077 + Penalty 4447.692341 = -1194255.068735 nChanged 77 SP:Iteration 68Q (4505.960000 sec): 3 clusters Score: Raw -1198816.174119 + Penalty 4447.692341 = -1194368.481778 nChanged 85 SP:Iteration 69Q (4505.990000 sec): 3 clusters Score: Raw -1198957.651338 + Penalty 4447.692341 = -1194509.958996 nChanged 81 SP:Iteration 70Q (4506.020000 sec): 3 clusters Score: Raw -1199081.154952 + Penalty 4447.692341 = -1194633.462611 nChanged 91 SP:Iteration 71Q (4506.050000 sec): 3 clusters Score: Raw -1199154.978065 + Penalty 4447.692341 = -1194707.285724 nChanged 119 SP:Iteration 72Q (4506.090000 sec): 3 clusters Score: Raw -1199237.444381 + Penalty 4447.692341 = -1194789.752039 nChanged 122 SP:Iteration 73Q (4506.120000 sec): 3 clusters Score: Raw -1199315.682396 + Penalty 4447.692341 = -1194867.990055 nChanged 119 SP:Iteration 74Q (4506.150000 sec): 3 clusters Score: Raw -1199389.414312 + Penalty 4447.692341 = -1194941.721970 nChanged 136 SP:Iteration 75Q (4506.180000 sec): 3 clusters Score: Raw -1199479.116101 + Penalty 4447.692341 = -1195031.423759 nChanged 157 SP:Iteration 76Q (4506.210000 sec): 3 clusters Score: Raw -1199576.023227 + Penalty 4447.692341 = -1195128.330886 nChanged 142 SP:Iteration 77Q (4506.250000 sec): 3 clusters Score: Raw -1199663.715639 + Penalty 4447.692341 = -1195216.023298 nChanged 150 SP:Iteration 78Q (4506.280000 sec): 3 clusters Score: Raw -1199759.857838 + Penalty 4447.692341 = -1195312.165497 nChanged 170 SP:Iteration 79Q (4506.310000 sec): 3 clusters Score: Raw -1199891.653459 + Penalty 4447.692341 = -1195443.961118 nChanged 199 SP:Iteration 80F (4506.350000 sec): 3 clusters Score: Raw -1200045.260682 + Penalty 4447.692341 = -1195597.568341 nChanged 201 SP:Iteration 81Q (4506.380000 sec): 3 clusters Score: Raw -1200210.913599 + Penalty 4447.692341 = -1195763.221258 nChanged 214 SP:Iteration 82Q (4506.410000 sec): 3 clusters Score: Raw -1200390.654840 + Penalty 4447.692341 = -1195942.962498 nChanged 216 SP:Iteration 83Q (4506.450000 sec): 3 clusters Score: Raw -1200570.161221 + Penalty 4447.692341 = -1196122.468880 nChanged 208 SP:Iteration 84Q (4506.480000 sec): 3 clusters Score: Raw -1200744.872545 + Penalty 4447.692341 = -1196297.180204 nChanged 185 SP:Iteration 85Q (4506.510000 sec): 3 clusters Score: Raw -1200910.524546 + Penalty 4447.692341 = -1196462.832204 nChanged 169 SP:Iteration 86Q (4506.540000 sec): 3 clusters Score: Raw -1201060.698167 + Penalty 4447.692341 = -1196613.005825 nChanged 136 SP:Iteration 87Q (4506.570000 sec): 3 clusters Score: Raw -1201181.349292 + Penalty 4447.692341 = -1196733.656951 nChanged 106 SP:Iteration 88Q (4506.610000 sec): 3 clusters Score: Raw -1201305.611938 + Penalty 4447.692341 = -1196857.919597 nChanged 88 SP:Iteration 89Q (4506.640000 sec): 3 clusters Score: Raw -1201470.046932 + Penalty 4447.692341 = -1197022.354591 nChanged 83 SP:Iteration 90Q (4506.670000 sec): 3 clusters Score: Raw -1201661.126213 + Penalty 4447.692341 = -1197213.433872 nChanged 52 SP:Iteration 91Q (4506.690000 sec): 3 clusters Score: Raw -1201846.889536 + Penalty 4447.692341 = -1197399.197194 nChanged 33 SP:Iteration 92Q (4506.730000 sec): 3 clusters Score: Raw -1202154.894618 + Penalty 4447.692341 = -1197707.202277 nChanged 35 SP:Iteration 93Q (4506.750000 sec): 3 clusters Score: Raw -1202497.510480 + Penalty 4447.692341 = -1198049.818138 nChanged 36 SP:Iteration 94Q (4506.780000 sec): 3 clusters Score: Raw -1202728.536018 + Penalty 4447.692341 = -1198280.843676 nChanged 19 SP:Iteration 95Q (4506.810000 sec): 3 clusters Score: Raw -1202755.352227 + Penalty 4447.692341 = -1198307.659885 nChanged 9 SP:Iteration 96Q (4506.830000 sec): 3 clusters Score: Raw -1202761.761116 + Penalty 4447.692341 = -1198314.068775 nChanged 2 SP:Iteration 97Q (4506.860000 sec): 3 clusters Score: Raw -1202762.115459 + Penalty 4447.692341 = -1198314.423118 nChanged 0 SP:Iteration 98F (4506.900000 sec): 3 clusters Score: Raw -1202767.410245 + Penalty 4447.692341 = -1198319.717903 nChanged 5 SP:Iteration 99Q (4506.930000 sec): 3 clusters Score: Raw -1202769.019631 + Penalty 4447.692341 = -1198321.327290 nChanged 2 SP:Iteration 100F (4506.970000 sec): 3 clusters Score: Raw -1202769.631088 + Penalty 4447.692341 = -1198321.938747 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4506.990000 sec): 2 clusters Score: Raw -678376.369424 + Penalty 2088.493031 = -676287.876393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4507.020000 sec): 3 clusters Score: Raw -676209.627274 + Penalty 4176.986061 = -672032.641213 nChanged 1697 SP:Iteration 1F (4507.040000 sec): 3 clusters Score: Raw -677230.706434 + Penalty 4176.986061 = -673053.720373 nChanged 363 SP:Iteration 2F (4507.060000 sec): 3 clusters Score: Raw -677516.689206 + Penalty 4176.986061 = -673339.703144 nChanged 289 SP:Iteration 3F (4507.090000 sec): 3 clusters Score: Raw -677761.713671 + Penalty 4176.986061 = -673584.727610 nChanged 265 SP:Iteration 4F (4507.110000 sec): 3 clusters Score: Raw -677988.229159 + Penalty 4176.986061 = -673811.243098 nChanged 239 SP:Iteration 5F (4507.130000 sec): 3 clusters Score: Raw -678232.698302 + Penalty 4176.986061 = -674055.712241 nChanged 243 SP:Iteration 6F (4507.150000 sec): 3 clusters Score: Raw -678533.825057 + Penalty 4176.986061 = -674356.838996 nChanged 260 SP:Iteration 7F (4507.170000 sec): 3 clusters Score: Raw -678888.071804 + Penalty 4176.986061 = -674711.085742 nChanged 226 SP:Iteration 8Q (4507.200000 sec): 3 clusters Score: Raw -679194.876610 + Penalty 4176.986061 = -675017.890549 nChanged 189 SP:Iteration 9Q (4507.220000 sec): 3 clusters Score: Raw -679398.076488 + Penalty 4176.986061 = -675221.090427 nChanged 161 SP:Iteration 10Q (4507.240000 sec): 3 clusters Score: Raw -679549.761912 + Penalty 4176.986061 = -675372.775850 nChanged 141 SP:Iteration 11Q (4507.260000 sec): 3 clusters Score: Raw -679682.062351 + Penalty 4176.986061 = -675505.076290 nChanged 133 SP:Iteration 12Q (4507.280000 sec): 3 clusters Score: Raw -679774.306364 + Penalty 4176.986061 = -675597.320302 nChanged 103 SP:Iteration 13Q (4507.300000 sec): 3 clusters Score: Raw -679840.555695 + Penalty 4176.986061 = -675663.569634 nChanged 79 SP:Iteration 14Q (4507.320000 sec): 3 clusters Score: Raw -679884.165428 + Penalty 4176.986061 = -675707.179367 nChanged 61 SP:Iteration 15Q (4507.340000 sec): 3 clusters Score: Raw -679919.784697 + Penalty 4176.986061 = -675742.798635 nChanged 50 SP:Iteration 16Q (4507.360000 sec): 3 clusters Score: Raw -679945.158671 + Penalty 4176.986061 = -675768.172610 nChanged 41 SP:Iteration 17Q (4507.380000 sec): 3 clusters Score: Raw -679965.098723 + Penalty 4176.986061 = -675788.112662 nChanged 27 SP:Iteration 18Q (4507.400000 sec): 3 clusters Score: Raw -679977.473992 + Penalty 4176.986061 = -675800.487930 nChanged 22 SP:Iteration 19Q (4507.420000 sec): 3 clusters Score: Raw -679987.667842 + Penalty 4176.986061 = -675810.681780 nChanged 23 SP:Iteration 20F (4507.440000 sec): 3 clusters Score: Raw -679999.453862 + Penalty 4176.986061 = -675822.467801 nChanged 22 SP:Iteration 21Q (4507.460000 sec): 3 clusters Score: Raw -680010.989830 + Penalty 4176.986061 = -675834.003768 nChanged 27 SP:Iteration 22Q (4507.480000 sec): 3 clusters Score: Raw -680026.352909 + Penalty 4176.986061 = -675849.366847 nChanged 20 SP:Iteration 23Q (4507.500000 sec): 3 clusters Score: Raw -680038.369445 + Penalty 4176.986061 = -675861.383384 nChanged 28 SP:Iteration 24Q (4507.520000 sec): 3 clusters Score: Raw -680055.644004 + Penalty 4176.986061 = -675878.657943 nChanged 33 SP:Iteration 25Q (4507.540000 sec): 3 clusters Score: Raw -680073.470709 + Penalty 4176.986061 = -675896.484648 nChanged 21 SP:Iteration 26Q (4507.560000 sec): 3 clusters Score: Raw -680085.355096 + Penalty 4176.986061 = -675908.369034 nChanged 21 SP:Iteration 27Q (4507.580000 sec): 3 clusters Score: Raw -680095.647618 + Penalty 4176.986061 = -675918.661556 nChanged 16 SP:Iteration 28Q (4507.600000 sec): 3 clusters Score: Raw -680102.093650 + Penalty 4176.986061 = -675925.107588 nChanged 10 SP:Iteration 29Q (4507.610000 sec): 3 clusters Score: Raw -680108.078728 + Penalty 4176.986061 = -675931.092666 nChanged 7 SP:Iteration 30Q (4507.630000 sec): 3 clusters Score: Raw -680110.781626 + Penalty 4176.986061 = -675933.795565 nChanged 9 SP:Iteration 31Q (4507.650000 sec): 3 clusters Score: Raw -680114.610002 + Penalty 4176.986061 = -675937.623941 nChanged 6 SP:Iteration 32Q (4507.670000 sec): 3 clusters Score: Raw -680116.722232 + Penalty 4176.986061 = -675939.736171 nChanged 9 SP:Iteration 33Q (4507.690000 sec): 3 clusters Score: Raw -680120.402960 + Penalty 4176.986061 = -675943.416899 nChanged 7 SP:Iteration 34Q (4507.710000 sec): 3 clusters Score: Raw -680122.878743 + Penalty 4176.986061 = -675945.892682 nChanged 5 SP:Iteration 35Q (4507.730000 sec): 3 clusters Score: Raw -680125.543942 + Penalty 4176.986061 = -675948.557880 nChanged 4 SP:Iteration 36Q (4507.750000 sec): 3 clusters Score: Raw -680126.948135 + Penalty 4176.986061 = -675949.962073 nChanged 4 SP:Iteration 37Q (4507.770000 sec): 3 clusters Score: Raw -680128.217357 + Penalty 4176.986061 = -675951.231295 nChanged 5 SP:Iteration 38Q (4507.790000 sec): 3 clusters Score: Raw -680129.622367 + Penalty 4176.986061 = -675952.636306 nChanged 1 SP:Iteration 39Q (4507.810000 sec): 3 clusters Score: Raw -680130.223143 + Penalty 4176.986061 = -675953.237081 nChanged 2 SP:Iteration 40F (4507.830000 sec): 3 clusters Score: Raw -680130.876987 + Penalty 4176.986061 = -675953.890925 nChanged 2 SP:Iteration 41Q (4507.850000 sec): 3 clusters Score: Raw -680131.538415 + Penalty 4176.986061 = -675954.552354 nChanged 1 SP:Iteration 42Q (4507.870000 sec): 3 clusters Score: Raw -680132.173080 + Penalty 4176.986061 = -675955.187018 nChanged 1 SP:Iteration 43Q (4507.890000 sec): 3 clusters Score: Raw -680132.923194 + Penalty 4176.986061 = -675955.937133 nChanged 0 SP:Iteration 44F (4507.910000 sec): 3 clusters Score: Raw -680132.923194 + Penalty 4176.986061 = -675955.937133 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (14605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4507.980000 sec): 2 clusters Score: Raw -2281771.372415 + Penalty 2378.101565 = -2279393.270850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4508.050000 sec): 3 clusters Score: Raw -2273544.520662 + Penalty 4756.203131 = -2268788.317531 nChanged 6226 SP:Iteration 1F (4508.130000 sec): 3 clusters Score: Raw -2276760.264903 + Penalty 4756.203131 = -2272004.061772 nChanged 808 SP:Iteration 2F (4508.200000 sec): 3 clusters Score: Raw -2277072.222908 + Penalty 4756.203131 = -2272316.019777 nChanged 630 SP:Iteration 3Q (4508.270000 sec): 3 clusters Score: Raw -2277291.395217 + Penalty 4756.203131 = -2272535.192087 nChanged 540 SP:Iteration 4Q (4508.350000 sec): 3 clusters Score: Raw -2277476.116684 + Penalty 4756.203131 = -2272719.913553 nChanged 490 SP:Iteration 5Q (4508.420000 sec): 3 clusters Score: Raw -2277649.171466 + Penalty 4756.203131 = -2272892.968335 nChanged 498 SP:Iteration 6Q (4508.490000 sec): 3 clusters Score: Raw -2277838.823131 + Penalty 4756.203131 = -2273082.620000 nChanged 517 SP:Iteration 7Q (4508.570000 sec): 3 clusters Score: Raw -2278040.065817 + Penalty 4756.203131 = -2273283.862686 nChanged 539 SP:Iteration 8Q (4508.640000 sec): 3 clusters Score: Raw -2278267.387004 + Penalty 4756.203131 = -2273511.183873 nChanged 558 SP:Iteration 9Q (4508.710000 sec): 3 clusters Score: Raw -2278523.845032 + Penalty 4756.203131 = -2273767.641902 nChanged 584 SP:Iteration 10Q (4508.790000 sec): 3 clusters Score: Raw -2278800.475726 + Penalty 4756.203131 = -2274044.272595 nChanged 607 SP:Iteration 11Q (4508.860000 sec): 3 clusters Score: Raw -2279128.251064 + Penalty 4756.203131 = -2274372.047933 nChanged 636 SP:Iteration 12Q (4508.930000 sec): 3 clusters Score: Raw -2279504.975989 + Penalty 4756.203131 = -2274748.772859 nChanged 637 SP:Iteration 13Q (4509.010000 sec): 3 clusters Score: Raw -2279928.168526 + Penalty 4756.203131 = -2275171.965396 nChanged 647 SP:Iteration 14Q (4509.080000 sec): 3 clusters Score: Raw -2280386.325814 + Penalty 4756.203131 = -2275630.122684 nChanged 569 SP:Iteration 15Q (4509.150000 sec): 3 clusters Score: Raw -2280768.403625 + Penalty 4756.203131 = -2276012.200494 nChanged 460 SP:Iteration 16Q (4509.220000 sec): 3 clusters Score: Raw -2281111.798391 + Penalty 4756.203131 = -2276355.595260 nChanged 377 SP:Iteration 17Q (4509.290000 sec): 3 clusters Score: Raw -2281393.565194 + Penalty 4756.203131 = -2276637.362063 nChanged 265 SP:Iteration 18Q (4509.370000 sec): 3 clusters Score: Raw -2281599.935878 + Penalty 4756.203131 = -2276843.732747 nChanged 217 SP:Iteration 19Q (4509.430000 sec): 3 clusters Score: Raw -2281766.178502 + Penalty 4756.203131 = -2277009.975371 nChanged 145 SP:Iteration 20F (4509.500000 sec): 3 clusters Score: Raw -2281871.344510 + Penalty 4756.203131 = -2277115.141379 nChanged 92 SP:Iteration 21Q (4509.570000 sec): 3 clusters Score: Raw -2281946.112497 + Penalty 4756.203131 = -2277189.909367 nChanged 71 SP:Iteration 22Q (4509.630000 sec): 3 clusters Score: Raw -2282003.285121 + Penalty 4756.203131 = -2277247.081991 nChanged 56 SP:Iteration 23Q (4509.690000 sec): 3 clusters Score: Raw -2282041.348262 + Penalty 4756.203131 = -2277285.145131 nChanged 30 SP:Iteration 24Q (4509.750000 sec): 3 clusters Score: Raw -2282059.580966 + Penalty 4756.203131 = -2277303.377836 nChanged 21 SP:Iteration 25Q (4509.810000 sec): 3 clusters Score: Raw -2282075.691920 + Penalty 4756.203131 = -2277319.488790 nChanged 21 SP:Iteration 26Q (4509.870000 sec): 3 clusters Score: Raw -2282091.480753 + Penalty 4756.203131 = -2277335.277623 nChanged 15 SP:Iteration 27Q (4509.930000 sec): 3 clusters Score: Raw -2282102.273084 + Penalty 4756.203131 = -2277346.069953 nChanged 11 SP:Iteration 28Q (4509.980000 sec): 3 clusters Score: Raw -2282112.511003 + Penalty 4756.203131 = -2277356.307873 nChanged 9 SP:Iteration 29Q (4510.040000 sec): 3 clusters Score: Raw -2282119.265160 + Penalty 4756.203131 = -2277363.062029 nChanged 10 SP:Iteration 30Q (4510.100000 sec): 3 clusters Score: Raw -2282125.306433 + Penalty 4756.203131 = -2277369.103302 nChanged 10 SP:Iteration 31Q (4510.150000 sec): 3 clusters Score: Raw -2282131.607957 + Penalty 4756.203131 = -2277375.404826 nChanged 8 SP:Iteration 32Q (4510.210000 sec): 3 clusters Score: Raw -2282137.221396 + Penalty 4756.203131 = -2277381.018266 nChanged 6 SP:Iteration 33Q (4510.270000 sec): 3 clusters Score: Raw -2282140.688967 + Penalty 4756.203131 = -2277384.485836 nChanged 1 SP:Iteration 34Q (4510.330000 sec): 3 clusters Score: Raw -2282141.057990 + Penalty 4756.203131 = -2277384.854860 nChanged 0 SP:Iteration 35F (4510.400000 sec): 3 clusters Score: Raw -2282141.057990 + Penalty 4756.203131 = -2277384.854860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (246145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4511.470000 sec): 2 clusters Score: Raw -38319025.886838 + Penalty 3078.591666 = -38315947.295172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4512.720000 sec): 3 clusters Score: Raw -38156786.915128 + Penalty 6157.183332 = -38150629.731796 nChanged 118595 SP:Iteration 1F (4513.970000 sec): 3 clusters Score: Raw -38225697.453569 + Penalty 6157.183332 = -38219540.270237 nChanged 6167 SP:Iteration 2Q (4515.240000 sec): 3 clusters Score: Raw -38226866.586190 + Penalty 6157.183332 = -38220709.402858 nChanged 6645 SP:Iteration 3Q (4516.510000 sec): 3 clusters Score: Raw -38228319.179780 + Penalty 6157.183332 = -38222161.996448 nChanged 7646 SP:Iteration 4Q (4517.790000 sec): 3 clusters Score: Raw -38230444.772834 + Penalty 6157.183332 = -38224287.589503 nChanged 9288 SP:Iteration 5Q (4519.060000 sec): 3 clusters Score: Raw -38233825.852118 + Penalty 6157.183332 = -38227668.668786 nChanged 12111 SP:Iteration 6Q (4520.330000 sec): 3 clusters Score: Raw -38239736.199143 + Penalty 6157.183332 = -38233579.015811 nChanged 15785 SP:Iteration 7F (4521.570000 sec): 3 clusters Score: Raw -38249963.260222 + Penalty 6157.183332 = -38243806.076890 nChanged 19720 SP:Iteration 8F (4522.810000 sec): 3 clusters Score: Raw -38265789.993372 + Penalty 6157.183332 = -38259632.810040 nChanged 21063 SP:Iteration 9F (4524.050000 sec): 3 clusters Score: Raw -38285189.806958 + Penalty 6157.183332 = -38279032.623627 nChanged 17668 SP:Iteration 10F (4525.290000 sec): 3 clusters Score: Raw -38302234.159337 + Penalty 6157.183332 = -38296076.976005 nChanged 10860 SP:Iteration 11Q (4526.470000 sec): 3 clusters Score: Raw -38312308.826084 + Penalty 6157.183332 = -38306151.642753 nChanged 5175 SP:Iteration 12Q (4527.550000 sec): 3 clusters Score: Raw -38316826.885035 + Penalty 6157.183332 = -38310669.701703 nChanged 2024 SP:Iteration 13Q (4528.530000 sec): 3 clusters Score: Raw -38318505.358176 + Penalty 6157.183332 = -38312348.174845 nChanged 769 SP:Iteration 14Q (4529.460000 sec): 3 clusters Score: Raw -38319184.917326 + Penalty 6157.183332 = -38313027.733994 nChanged 348 SP:Iteration 15Q (4530.340000 sec): 3 clusters Score: Raw -38319477.685471 + Penalty 6157.183332 = -38313320.502139 nChanged 188 SP:Iteration 16Q (4531.240000 sec): 3 clusters Score: Raw -38319624.561887 + Penalty 6157.183332 = -38313467.378555 nChanged 118 SP:Iteration 17Q (4532.110000 sec): 3 clusters Score: Raw -38319717.776601 + Penalty 6157.183332 = -38313560.593270 nChanged 95 SP:Iteration 18Q (4532.980000 sec): 3 clusters Score: Raw -38319776.764345 + Penalty 6157.183332 = -38313619.581013 nChanged 58 SP:Iteration 19Q (4533.830000 sec): 3 clusters Score: Raw -38319807.750757 + Penalty 6157.183332 = -38313650.567425 nChanged 35 SP:Iteration 20F (4535.060000 sec): 3 clusters Score: Raw -38319825.153599 + Penalty 6157.183332 = -38313667.970267 nChanged 33 SP:Iteration 21Q (4535.920000 sec): 3 clusters Score: Raw -38319839.800525 + Penalty 6157.183332 = -38313682.617193 nChanged 14 SP:Iteration 22Q (4536.770000 sec): 3 clusters Score: Raw -38319846.876359 + Penalty 6157.183332 = -38313689.693027 nChanged 10 SP:Iteration 23Q (4537.640000 sec): 3 clusters Score: Raw -38319851.598533 + Penalty 6157.183332 = -38313694.415201 nChanged 7 SP:Iteration 24Q (4538.500000 sec): 3 clusters Score: Raw -38319857.947090 + Penalty 6157.183332 = -38313700.763758 nChanged 13 SP:Iteration 25Q (4539.360000 sec): 3 clusters Score: Raw -38319863.611786 + Penalty 6157.183332 = -38313706.428455 nChanged 10 SP:Iteration 26Q (4540.220000 sec): 3 clusters Score: Raw -38319868.310565 + Penalty 6157.183332 = -38313711.127233 nChanged 6 SP:Iteration 27Q (4541.080000 sec): 3 clusters Score: Raw -38319870.640514 + Penalty 6157.183332 = -38313713.457182 nChanged 4 SP:Iteration 28Q (4541.940000 sec): 3 clusters Score: Raw -38319872.961509 + Penalty 6157.183332 = -38313715.778177 nChanged 5 SP:Iteration 29Q (4542.790000 sec): 3 clusters Score: Raw -38319874.317354 + Penalty 6157.183332 = -38313717.134022 nChanged 3 SP:Iteration 30Q (4543.650000 sec): 3 clusters Score: Raw -38319875.533572 + Penalty 6157.183332 = -38313718.350241 nChanged 4 SP:Iteration 31Q (4544.510000 sec): 3 clusters Score: Raw -38319877.829638 + Penalty 6157.183332 = -38313720.646307 nChanged 8 SP:Iteration 32Q (4545.360000 sec): 3 clusters Score: Raw -38319882.461348 + Penalty 6157.183332 = -38313725.278016 nChanged 11 SP:Iteration 33Q (4546.220000 sec): 3 clusters Score: Raw -38319885.690145 + Penalty 6157.183332 = -38313728.506813 nChanged 4 SP:Iteration 34Q (4547.080000 sec): 3 clusters Score: Raw -38319887.998763 + Penalty 6157.183332 = -38313730.815432 nChanged 3 SP:Iteration 35Q (4547.940000 sec): 3 clusters Score: Raw -38319890.023668 + Penalty 6157.183332 = -38313732.840336 nChanged 3 SP:Iteration 36Q (4548.800000 sec): 3 clusters Score: Raw -38319890.858018 + Penalty 6157.183332 = -38313733.674687 nChanged 3 SP:Iteration 37Q (4549.660000 sec): 3 clusters Score: Raw -38319892.704586 + Penalty 6157.183332 = -38313735.521254 nChanged 4 SP:Iteration 38Q (4550.510000 sec): 3 clusters Score: Raw -38319893.908219 + Penalty 6157.183332 = -38313736.724887 nChanged 5 SP:Iteration 39Q (4551.370000 sec): 3 clusters Score: Raw -38319896.357709 + Penalty 6157.183332 = -38313739.174378 nChanged 7 SP:Iteration 40F (4552.590000 sec): 3 clusters Score: Raw -38319898.818407 + Penalty 6157.183332 = -38313741.635075 nChanged 7 SP:Iteration 41Q (4553.450000 sec): 3 clusters Score: Raw -38319903.724722 + Penalty 6157.183332 = -38313746.541390 nChanged 8 SP:Iteration 42Q (4554.310000 sec): 3 clusters Score: Raw -38319906.947733 + Penalty 6157.183332 = -38313749.764401 nChanged 7 SP:Iteration 43Q (4555.160000 sec): 3 clusters Score: Raw -38319910.995312 + Penalty 6157.183332 = -38313753.811980 nChanged 8 SP:Iteration 44Q (4556.020000 sec): 3 clusters Score: Raw -38319915.520346 + Penalty 6157.183332 = -38313758.337014 nChanged 9 SP:Iteration 45Q (4556.870000 sec): 3 clusters Score: Raw -38319920.011855 + Penalty 6157.183332 = -38313762.828523 nChanged 10 SP:Iteration 46Q (4557.730000 sec): 3 clusters Score: Raw -38319924.663190 + Penalty 6157.183332 = -38313767.479858 nChanged 12 SP:Iteration 47Q (4558.580000 sec): 3 clusters Score: Raw -38319930.998328 + Penalty 6157.183332 = -38313773.814997 nChanged 5 SP:Iteration 48Q (4559.430000 sec): 3 clusters Score: Raw -38319933.080283 + Penalty 6157.183332 = -38313775.896951 nChanged 6 SP:Iteration 49Q (4560.290000 sec): 3 clusters Score: Raw -38319935.486038 + Penalty 6157.183332 = -38313778.302706 nChanged 2 SP:Iteration 50Q (4561.140000 sec): 3 clusters Score: Raw -38319936.837469 + Penalty 6157.183332 = -38313779.654138 nChanged 4 SP:Iteration 51Q (4561.990000 sec): 3 clusters Score: Raw -38319938.421531 + Penalty 6157.183332 = -38313781.238199 nChanged 3 SP:Iteration 52Q (4562.850000 sec): 3 clusters Score: Raw -38319940.113922 + Penalty 6157.183332 = -38313782.930590 nChanged 5 SP:Iteration 53Q (4563.700000 sec): 3 clusters Score: Raw -38319942.047012 + Penalty 6157.183332 = -38313784.863680 nChanged 2 SP:Iteration 54Q (4564.540000 sec): 3 clusters Score: Raw -38319943.106817 + Penalty 6157.183332 = -38313785.923485 nChanged 3 SP:Iteration 55Q (4565.390000 sec): 3 clusters Score: Raw -38319943.937009 + Penalty 6157.183332 = -38313786.753677 nChanged 2 SP:Iteration 56Q (4566.240000 sec): 3 clusters Score: Raw -38319945.237690 + Penalty 6157.183332 = -38313788.054358 nChanged 3 SP:Iteration 57Q (4567.100000 sec): 3 clusters Score: Raw -38319947.590025 + Penalty 6157.183332 = -38313790.406694 nChanged 9 SP:Iteration 58Q (4567.950000 sec): 3 clusters Score: Raw -38319950.240404 + Penalty 6157.183332 = -38313793.057072 nChanged 5 SP:Iteration 59Q (4568.810000 sec): 3 clusters Score: Raw -38319952.790613 + Penalty 6157.183332 = -38313795.607282 nChanged 4 SP:Iteration 60F (4570.030000 sec): 3 clusters Score: Raw -38319954.653799 + Penalty 6157.183332 = -38313797.470467 nChanged 2 SP:Iteration 61Q (4570.890000 sec): 3 clusters Score: Raw -38319955.612948 + Penalty 6157.183332 = -38313798.429616 nChanged 5 SP:Iteration 62Q (4571.740000 sec): 3 clusters Score: Raw -38319958.223459 + Penalty 6157.183332 = -38313801.040127 nChanged 5 SP:Iteration 63Q (4572.590000 sec): 3 clusters Score: Raw -38319961.344031 + Penalty 6157.183332 = -38313804.160699 nChanged 3 SP:Iteration 64Q (4573.450000 sec): 3 clusters Score: Raw -38319962.438343 + Penalty 6157.183332 = -38313805.255011 nChanged 4 SP:Iteration 65Q (4574.300000 sec): 3 clusters Score: Raw -38319965.002811 + Penalty 6157.183332 = -38313807.819479 nChanged 3 SP:Iteration 66Q (4575.160000 sec): 3 clusters Score: Raw -38319966.745469 + Penalty 6157.183332 = -38313809.562137 nChanged 2 SP:Iteration 67Q (4576.010000 sec): 3 clusters Score: Raw -38319967.375214 + Penalty 6157.183332 = -38313810.191883 nChanged 1 SP:Iteration 68Q (4576.870000 sec): 3 clusters Score: Raw -38319967.663302 + Penalty 6157.183332 = -38313810.479971 nChanged 2 SP:Iteration 69Q (4577.730000 sec): 3 clusters Score: Raw -38319968.078546 + Penalty 6157.183332 = -38313810.895214 nChanged 0 SP:Iteration 70F (4578.950000 sec): 3 clusters Score: Raw -38319968.078546 + Penalty 6157.183332 = -38313810.895214 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4579.120000 sec): 2 clusters Score: Raw -2350541.200541 + Penalty 2386.958160 = -2348154.242380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4579.190000 sec): 3 clusters Score: Raw -2341985.484156 + Penalty 4773.916320 = -2337211.567836 nChanged 6573 SP:Iteration 1F (4579.270000 sec): 3 clusters Score: Raw -2345512.313617 + Penalty 4773.916320 = -2340738.397297 nChanged 811 SP:Iteration 2F (4579.350000 sec): 3 clusters Score: Raw -2345837.089124 + Penalty 4773.916320 = -2341063.172803 nChanged 659 SP:Iteration 3Q (4579.420000 sec): 3 clusters Score: Raw -2346113.567745 + Penalty 4773.916320 = -2341339.651424 nChanged 619 SP:Iteration 4Q (4579.490000 sec): 3 clusters Score: Raw -2346364.195341 + Penalty 4773.916320 = -2341590.279021 nChanged 575 SP:Iteration 5Q (4579.570000 sec): 3 clusters Score: Raw -2346595.608237 + Penalty 4773.916320 = -2341821.691917 nChanged 496 SP:Iteration 6Q (4579.650000 sec): 3 clusters Score: Raw -2346791.782611 + Penalty 4773.916320 = -2342017.866290 nChanged 510 SP:Iteration 7Q (4579.720000 sec): 3 clusters Score: Raw -2346997.463925 + Penalty 4773.916320 = -2342223.547604 nChanged 535 SP:Iteration 8Q (4579.800000 sec): 3 clusters Score: Raw -2347249.329380 + Penalty 4773.916320 = -2342475.413060 nChanged 624 SP:Iteration 9Q (4579.870000 sec): 3 clusters Score: Raw -2347596.696447 + Penalty 4773.916320 = -2342822.780126 nChanged 686 SP:Iteration 10Q (4579.950000 sec): 3 clusters Score: Raw -2348002.466705 + Penalty 4773.916320 = -2343228.550384 nChanged 718 SP:Iteration 11Q (4580.020000 sec): 3 clusters Score: Raw -2348478.045130 + Penalty 4773.916320 = -2343704.128810 nChanged 680 SP:Iteration 12Q (4580.100000 sec): 3 clusters Score: Raw -2348945.826944 + Penalty 4773.916320 = -2344171.910624 nChanged 637 SP:Iteration 13Q (4580.170000 sec): 3 clusters Score: Raw -2349439.744185 + Penalty 4773.916320 = -2344665.827865 nChanged 537 SP:Iteration 14Q (4580.240000 sec): 3 clusters Score: Raw -2349881.997420 + Penalty 4773.916320 = -2345108.081100 nChanged 385 SP:Iteration 15Q (4580.310000 sec): 3 clusters Score: Raw -2350201.806475 + Penalty 4773.916320 = -2345427.890155 nChanged 266 SP:Iteration 16Q (4580.370000 sec): 3 clusters Score: Raw -2350412.574243 + Penalty 4773.916320 = -2345638.657923 nChanged 163 SP:Iteration 17Q (4580.440000 sec): 3 clusters Score: Raw -2350554.645536 + Penalty 4773.916320 = -2345780.729216 nChanged 100 SP:Iteration 18Q (4580.500000 sec): 3 clusters Score: Raw -2350641.182168 + Penalty 4773.916320 = -2345867.265848 nChanged 55 SP:Iteration 19Q (4580.560000 sec): 3 clusters Score: Raw -2350688.125559 + Penalty 4773.916320 = -2345914.209239 nChanged 32 SP:Iteration 20F (4580.630000 sec): 3 clusters Score: Raw -2350719.454731 + Penalty 4773.916320 = -2345945.538411 nChanged 26 SP:Iteration 21Q (4580.690000 sec): 3 clusters Score: Raw -2350745.181361 + Penalty 4773.916320 = -2345971.265041 nChanged 21 SP:Iteration 22Q (4580.750000 sec): 3 clusters Score: Raw -2350763.340870 + Penalty 4773.916320 = -2345989.424550 nChanged 13 SP:Iteration 23Q (4580.810000 sec): 3 clusters Score: Raw -2350777.486560 + Penalty 4773.916320 = -2346003.570239 nChanged 14 SP:Iteration 24Q (4580.870000 sec): 3 clusters Score: Raw -2350788.921365 + Penalty 4773.916320 = -2346015.005045 nChanged 12 SP:Iteration 25Q (4580.920000 sec): 3 clusters Score: Raw -2350801.036668 + Penalty 4773.916320 = -2346027.120347 nChanged 16 SP:Iteration 26Q (4580.980000 sec): 3 clusters Score: Raw -2350816.707806 + Penalty 4773.916320 = -2346042.791485 nChanged 13 SP:Iteration 27Q (4581.030000 sec): 3 clusters Score: Raw -2350833.501303 + Penalty 4773.916320 = -2346059.584982 nChanged 9 SP:Iteration 28Q (4581.090000 sec): 3 clusters Score: Raw -2350842.474904 + Penalty 4773.916320 = -2346068.558583 nChanged 9 SP:Iteration 29Q (4581.150000 sec): 3 clusters Score: Raw -2350852.177359 + Penalty 4773.916320 = -2346078.261038 nChanged 7 SP:Iteration 30Q (4581.200000 sec): 3 clusters Score: Raw -2350860.964948 + Penalty 4773.916320 = -2346087.048628 nChanged 7 SP:Iteration 31Q (4581.260000 sec): 3 clusters Score: Raw -2350867.535820 + Penalty 4773.916320 = -2346093.619499 nChanged 3 SP:Iteration 32Q (4581.310000 sec): 3 clusters Score: Raw -2350870.386160 + Penalty 4773.916320 = -2346096.469840 nChanged 3 SP:Iteration 33Q (4581.370000 sec): 3 clusters Score: Raw -2350874.706864 + Penalty 4773.916320 = -2346100.790544 nChanged 3 SP:Iteration 34Q (4581.420000 sec): 3 clusters Score: Raw -2350876.887022 + Penalty 4773.916320 = -2346102.970702 nChanged 1 SP:Iteration 35Q (4581.480000 sec): 3 clusters Score: Raw -2350877.673532 + Penalty 4773.916320 = -2346103.757211 nChanged 2 SP:Iteration 36Q (4581.530000 sec): 3 clusters Score: Raw -2350880.177348 + Penalty 4773.916320 = -2346106.261028 nChanged 4 SP:Iteration 37Q (4581.590000 sec): 3 clusters Score: Raw -2350883.745384 + Penalty 4773.916320 = -2346109.829064 nChanged 2 SP:Iteration 38Q (4581.640000 sec): 3 clusters Score: Raw -2350886.110114 + Penalty 4773.916320 = -2346112.193793 nChanged 4 SP:Iteration 39Q (4581.690000 sec): 3 clusters Score: Raw -2350890.252035 + Penalty 4773.916320 = -2346116.335715 nChanged 3 SP:Iteration 40F (4581.770000 sec): 3 clusters Score: Raw -2350893.118925 + Penalty 4773.916320 = -2346119.202605 nChanged 6 SP:Iteration 41Q (4581.820000 sec): 3 clusters Score: Raw -2350898.757027 + Penalty 4773.916320 = -2346124.840707 nChanged 2 SP:Iteration 42Q (4581.880000 sec): 3 clusters Score: Raw -2350900.019120 + Penalty 4773.916320 = -2346126.102799 nChanged 2 SP:Iteration 43Q (4581.930000 sec): 3 clusters Score: Raw -2350901.677583 + Penalty 4773.916320 = -2346127.761263 nChanged 3 SP:Iteration 44Q (4581.990000 sec): 3 clusters Score: Raw -2350903.945755 + Penalty 4773.916320 = -2346130.029435 nChanged 0 SP:Iteration 45F (4582.060000 sec): 3 clusters Score: Raw -2350903.945755 + Penalty 4773.916320 = -2346130.029435 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (23150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4582.160000 sec): 2 clusters Score: Raw -3583309.795165 + Penalty 2492.338015 = -3580817.457150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4582.280000 sec): 3 clusters Score: Raw -3569675.150582 + Penalty 4984.676030 = -3564690.474553 nChanged 10390 SP:Iteration 1F (4582.400000 sec): 3 clusters Score: Raw -3575461.030301 + Penalty 4984.676030 = -3570476.354271 nChanged 1390 SP:Iteration 2F (4582.510000 sec): 3 clusters Score: Raw -3576123.723007 + Penalty 4984.676030 = -3571139.046978 nChanged 1276 SP:Iteration 3F (4582.620000 sec): 3 clusters Score: Raw -3576775.342944 + Penalty 4984.676030 = -3571790.666914 nChanged 1219 SP:Iteration 4F (4582.740000 sec): 3 clusters Score: Raw -3577489.500680 + Penalty 4984.676030 = -3572504.824650 nChanged 1260 SP:Iteration 5F (4582.860000 sec): 3 clusters Score: Raw -3578259.987215 + Penalty 4984.676030 = -3573275.311185 nChanged 1300 SP:Iteration 6F (4582.970000 sec): 3 clusters Score: Raw -3579204.841861 + Penalty 4984.676030 = -3574220.165831 nChanged 1393 SP:Iteration 7F (4583.090000 sec): 3 clusters Score: Raw -3580315.777226 + Penalty 4984.676030 = -3575331.101197 nChanged 1498 SP:Iteration 8F (4583.200000 sec): 3 clusters Score: Raw -3581681.192763 + Penalty 4984.676030 = -3576696.516733 nChanged 1487 SP:Iteration 9F (4583.320000 sec): 3 clusters Score: Raw -3582995.905666 + Penalty 4984.676030 = -3578011.229637 nChanged 1228 SP:Iteration 10F (4583.440000 sec): 3 clusters Score: Raw -3584149.256728 + Penalty 4984.676030 = -3579164.580699 nChanged 950 SP:Iteration 11Q (4583.540000 sec): 3 clusters Score: Raw -3584990.355236 + Penalty 4984.676030 = -3580005.679206 nChanged 659 SP:Iteration 12Q (4583.650000 sec): 3 clusters Score: Raw -3585479.214159 + Penalty 4984.676030 = -3580494.538129 nChanged 420 SP:Iteration 13Q (4583.760000 sec): 3 clusters Score: Raw -3585737.677442 + Penalty 4984.676030 = -3580753.001412 nChanged 319 SP:Iteration 14Q (4583.860000 sec): 3 clusters Score: Raw -3585874.209140 + Penalty 4984.676030 = -3580889.533111 nChanged 201 SP:Iteration 15Q (4583.960000 sec): 3 clusters Score: Raw -3585942.077060 + Penalty 4984.676030 = -3580957.401031 nChanged 154 SP:Iteration 16Q (4584.060000 sec): 3 clusters Score: Raw -3585987.922258 + Penalty 4984.676030 = -3581003.246228 nChanged 144 SP:Iteration 17Q (4584.160000 sec): 3 clusters Score: Raw -3586023.329004 + Penalty 4984.676030 = -3581038.652974 nChanged 95 SP:Iteration 18Q (4584.260000 sec): 3 clusters Score: Raw -3586041.241313 + Penalty 4984.676030 = -3581056.565284 nChanged 81 SP:Iteration 19Q (4584.360000 sec): 3 clusters Score: Raw -3586054.374672 + Penalty 4984.676030 = -3581069.698642 nChanged 64 SP:Iteration 20F (4584.470000 sec): 3 clusters Score: Raw -3586064.627862 + Penalty 4984.676030 = -3581079.951832 nChanged 55 SP:Iteration 21Q (4584.570000 sec): 3 clusters Score: Raw -3586073.305167 + Penalty 4984.676030 = -3581088.629138 nChanged 53 SP:Iteration 22Q (4584.670000 sec): 3 clusters Score: Raw -3586081.802561 + Penalty 4984.676030 = -3581097.126531 nChanged 45 SP:Iteration 23Q (4584.760000 sec): 3 clusters Score: Raw -3586087.901585 + Penalty 4984.676030 = -3581103.225555 nChanged 35 SP:Iteration 24Q (4584.860000 sec): 3 clusters Score: Raw -3586092.155864 + Penalty 4984.676030 = -3581107.479835 nChanged 30 SP:Iteration 25Q (4584.960000 sec): 3 clusters Score: Raw -3586095.506817 + Penalty 4984.676030 = -3581110.830788 nChanged 25 SP:Iteration 26Q (4585.060000 sec): 3 clusters Score: Raw -3586097.874899 + Penalty 4984.676030 = -3581113.198869 nChanged 24 SP:Iteration 27Q (4585.160000 sec): 3 clusters Score: Raw -3586100.021673 + Penalty 4984.676030 = -3581115.345643 nChanged 23 SP:Iteration 28Q (4585.260000 sec): 3 clusters Score: Raw -3586101.913098 + Penalty 4984.676030 = -3581117.237068 nChanged 15 SP:Iteration 29Q (4585.360000 sec): 3 clusters Score: Raw -3586103.275285 + Penalty 4984.676030 = -3581118.599255 nChanged 12 SP:Iteration 30Q (4585.460000 sec): 3 clusters Score: Raw -3586104.200497 + Penalty 4984.676030 = -3581119.524467 nChanged 8 SP:Iteration 31Q (4585.560000 sec): 3 clusters Score: Raw -3586104.914878 + Penalty 4984.676030 = -3581120.238848 nChanged 6 SP:Iteration 32Q (4585.650000 sec): 3 clusters Score: Raw -3586105.238610 + Penalty 4984.676030 = -3581120.562580 nChanged 7 SP:Iteration 33Q (4585.750000 sec): 3 clusters Score: Raw -3586105.701023 + Penalty 4984.676030 = -3581121.024993 nChanged 7 SP:Iteration 34Q (4585.850000 sec): 3 clusters Score: Raw -3586106.226363 + Penalty 4984.676030 = -3581121.550334 nChanged 5 SP:Iteration 35Q (4585.940000 sec): 3 clusters Score: Raw -3586106.459514 + Penalty 4984.676030 = -3581121.783485 nChanged 3 SP:Iteration 36Q (4586.040000 sec): 3 clusters Score: Raw -3586106.819704 + Penalty 4984.676030 = -3581122.143675 nChanged 8 SP:Iteration 37Q (4586.140000 sec): 3 clusters Score: Raw -3586107.524870 + Penalty 4984.676030 = -3581122.848840 nChanged 7 SP:Iteration 38Q (4586.240000 sec): 3 clusters Score: Raw -3586108.254383 + Penalty 4984.676030 = -3581123.578353 nChanged 8 SP:Iteration 39Q (4586.340000 sec): 3 clusters Score: Raw -3586108.982321 + Penalty 4984.676030 = -3581124.306292 nChanged 6 SP:Iteration 40F (4586.450000 sec): 3 clusters Score: Raw -3586109.417563 + Penalty 4984.676030 = -3581124.741534 nChanged 4 SP:Iteration 41Q (4586.550000 sec): 3 clusters Score: Raw -3586109.870659 + Penalty 4984.676030 = -3581125.194629 nChanged 12 SP:Iteration 42Q (4586.650000 sec): 3 clusters Score: Raw -3586111.138201 + Penalty 4984.676030 = -3581126.462172 nChanged 12 SP:Iteration 43Q (4586.740000 sec): 3 clusters Score: Raw -3586112.442809 + Penalty 4984.676030 = -3581127.766780 nChanged 11 SP:Iteration 44Q (4586.840000 sec): 3 clusters Score: Raw -3586113.160359 + Penalty 4984.676030 = -3581128.484329 nChanged 5 SP:Iteration 45Q (4586.940000 sec): 3 clusters Score: Raw -3586113.587193 + Penalty 4984.676030 = -3581128.911163 nChanged 3 SP:Iteration 46Q (4587.040000 sec): 3 clusters Score: Raw -3586113.804861 + Penalty 4984.676030 = -3581129.128831 nChanged 0 SP:Iteration 47F (4587.160000 sec): 3 clusters Score: Raw -3586113.804861 + Penalty 4984.676030 = -3581129.128831 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (3885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.190000 sec): 2 clusters Score: Raw -515746.816404 + Penalty 2049.689809 = -513697.126595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.210000 sec): 3 clusters Score: Raw -514178.362525 + Penalty 4099.379618 = -510078.982907 nChanged 1477 SP:Iteration 1F (4587.230000 sec): 3 clusters Score: Raw -516020.148400 + Penalty 4099.379618 = -511920.768782 nChanged 515 SP:Iteration 2F (4587.250000 sec): 3 clusters Score: Raw -517020.532948 + Penalty 4099.379618 = -512921.153330 nChanged 405 SP:Iteration 3F (4587.270000 sec): 3 clusters Score: Raw -517857.830086 + Penalty 4099.379618 = -513758.450468 nChanged 320 SP:Iteration 4F (4587.290000 sec): 3 clusters Score: Raw -518611.446415 + Penalty 4099.379618 = -514512.066797 nChanged 251 SP:Iteration 5F (4587.300000 sec): 3 clusters Score: Raw -519149.544997 + Penalty 4099.379618 = -515050.165378 nChanged 151 SP:Iteration 6Q (4587.320000 sec): 3 clusters Score: Raw -519391.715389 + Penalty 4099.379618 = -515292.335770 nChanged 118 SP:Iteration 7Q (4587.340000 sec): 3 clusters Score: Raw -519600.564656 + Penalty 4099.379618 = -515501.185038 nChanged 88 SP:Iteration 8Q (4587.360000 sec): 3 clusters Score: Raw -519783.708391 + Penalty 4099.379618 = -515684.328772 nChanged 57 SP:Iteration 9Q (4587.380000 sec): 3 clusters Score: Raw -519839.804395 + Penalty 4099.379618 = -515740.424777 nChanged 32 SP:Iteration 10Q (4587.390000 sec): 3 clusters Score: Raw -519856.776865 + Penalty 4099.379618 = -515757.397247 nChanged 17 SP:Iteration 11Q (4587.410000 sec): 3 clusters Score: Raw -519864.613557 + Penalty 4099.379618 = -515765.233939 nChanged 11 SP:Iteration 12Q (4587.420000 sec): 3 clusters Score: Raw -519870.377545 + Penalty 4099.379618 = -515770.997927 nChanged 7 SP:Iteration 13Q (4587.440000 sec): 3 clusters Score: Raw -519873.436241 + Penalty 4099.379618 = -515774.056623 nChanged 4 SP:Iteration 14Q (4587.460000 sec): 3 clusters Score: Raw -519875.127290 + Penalty 4099.379618 = -515775.747672 nChanged 3 SP:Iteration 15Q (4587.480000 sec): 3 clusters Score: Raw -519875.967341 + Penalty 4099.379618 = -515776.587722 nChanged 8 SP:Iteration 16Q (4587.490000 sec): 3 clusters Score: Raw -519878.449905 + Penalty 4099.379618 = -515779.070286 nChanged 6 SP:Iteration 17Q (4587.510000 sec): 3 clusters Score: Raw -519880.431419 + Penalty 4099.379618 = -515781.051801 nChanged 3 SP:Iteration 18Q (4587.530000 sec): 3 clusters Score: Raw -519882.106805 + Penalty 4099.379618 = -515782.727187 nChanged 1 SP:Iteration 19Q (4587.540000 sec): 3 clusters Score: Raw -519883.637221 + Penalty 4099.379618 = -515784.257602 nChanged 3 SP:Iteration 20F (4587.560000 sec): 3 clusters Score: Raw -519885.504692 + Penalty 4099.379618 = -515786.125074 nChanged 3 SP:Iteration 21Q (4587.580000 sec): 3 clusters Score: Raw -519886.608016 + Penalty 4099.379618 = -515787.228397 nChanged 4 SP:Iteration 22Q (4587.600000 sec): 3 clusters Score: Raw -519887.728926 + Penalty 4099.379618 = -515788.349307 nChanged 4 SP:Iteration 23Q (4587.610000 sec): 3 clusters Score: Raw -519888.427759 + Penalty 4099.379618 = -515789.048141 nChanged 2 SP:Iteration 24Q (4587.630000 sec): 3 clusters Score: Raw -519888.974197 + Penalty 4099.379618 = -515789.594579 nChanged 1 SP:Iteration 25Q (4587.650000 sec): 3 clusters Score: Raw -519889.266126 + Penalty 4099.379618 = -515789.886507 nChanged 2 SP:Iteration 26Q (4587.660000 sec): 3 clusters Score: Raw -519890.015866 + Penalty 4099.379618 = -515790.636248 nChanged 1 SP:Iteration 27Q (4587.680000 sec): 3 clusters Score: Raw -519890.497587 + Penalty 4099.379618 = -515791.117968 nChanged 1 SP:Iteration 28Q (4587.700000 sec): 3 clusters Score: Raw -519891.122853 + Penalty 4099.379618 = -515791.743234 nChanged 2 SP:Iteration 29Q (4587.720000 sec): 3 clusters Score: Raw -519891.590114 + Penalty 4099.379618 = -515792.210496 nChanged 2 SP:Iteration 30Q (4587.730000 sec): 3 clusters Score: Raw -519892.138276 + Penalty 4099.379618 = -515792.758657 nChanged 3 SP:Iteration 31Q (4587.750000 sec): 3 clusters Score: Raw -519893.310207 + Penalty 4099.379618 = -515793.930588 nChanged 2 SP:Iteration 32Q (4587.760000 sec): 3 clusters Score: Raw -519893.784884 + Penalty 4099.379618 = -515794.405266 nChanged 3 SP:Iteration 33Q (4587.780000 sec): 3 clusters Score: Raw -519895.231455 + Penalty 4099.379618 = -515795.851836 nChanged 3 SP:Iteration 34Q (4587.800000 sec): 3 clusters Score: Raw -519896.434456 + Penalty 4099.379618 = -515797.054838 nChanged 4 SP:Iteration 35Q (4587.820000 sec): 3 clusters Score: Raw -519898.137987 + Penalty 4099.379618 = -515798.758369 nChanged 6 SP:Iteration 36Q (4587.830000 sec): 3 clusters Score: Raw -519901.612239 + Penalty 4099.379618 = -515802.232621 nChanged 5 SP:Iteration 37Q (4587.850000 sec): 3 clusters Score: Raw -519906.474311 + Penalty 4099.379618 = -515807.094693 nChanged 4 SP:Iteration 38Q (4587.870000 sec): 3 clusters Score: Raw -519908.061104 + Penalty 4099.379618 = -515808.681486 nChanged 3 SP:Iteration 39Q (4587.880000 sec): 3 clusters Score: Raw -519910.129309 + Penalty 4099.379618 = -515810.749691 nChanged 3 SP:Iteration 40F (4587.900000 sec): 3 clusters Score: Raw -519911.097561 + Penalty 4099.379618 = -515811.717943 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.920000 sec): 2 clusters Score: Raw -48550.914032 + Penalty 1459.753800 = -47091.160233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.920000 sec): 3 clusters Score: Raw -48755.916080 + Penalty 2919.507600 = -45836.408481 nChanged 69 SP:Iteration 1F (4587.920000 sec): 3 clusters Score: Raw -48966.095583 + Penalty 2919.507600 = -46046.587984 nChanged 27 SP:Iteration 2F (4587.920000 sec): 3 clusters Score: Raw -49106.904186 + Penalty 2919.507600 = -46187.396587 nChanged 20 SP:Iteration 3F (4587.920000 sec): 3 clusters Score: Raw -49168.581498 + Penalty 2919.507600 = -46249.073899 nChanged 9 SP:Iteration 4Q (4587.920000 sec): 3 clusters Score: Raw -49191.316346 + Penalty 2919.507600 = -46271.808746 nChanged 5 SP:Iteration 5Q (4587.930000 sec): 3 clusters Score: Raw -49198.602285 + Penalty 2919.507600 = -46279.094685 nChanged 0 SP:Iteration 6F (4587.930000 sec): 3 clusters Score: Raw -49198.602285 + Penalty 2919.507600 = -46279.094685 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.940000 sec): 2 clusters Score: Raw -247687.580874 + Penalty 1857.512783 = -245830.068091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.950000 sec): 3 clusters Score: Raw -247548.884017 + Penalty 3715.025566 = -243833.858451 nChanged 603 SP:Iteration 1F (4587.960000 sec): 3 clusters Score: Raw -249291.898359 + Penalty 3715.025566 = -245576.872793 nChanged 266 SP:Iteration 2F (4587.960000 sec): 3 clusters Score: Raw -250044.149573 + Penalty 3715.025566 = -246329.124007 nChanged 159 SP:Iteration 3F (4587.980000 sec): 3 clusters Score: Raw -250518.502134 + Penalty 3715.025566 = -246803.476568 nChanged 81 SP:Iteration 4Q (4587.980000 sec): 3 clusters Score: Raw -250872.759942 + Penalty 3715.025566 = -247157.734376 nChanged 43 SP:Iteration 5Q (4587.990000 sec): 3 clusters Score: Raw -251052.365118 + Penalty 3715.025566 = -247337.339552 nChanged 46 SP:Iteration 6Q (4588.000000 sec): 3 clusters Score: Raw -251200.510697 + Penalty 3715.025566 = -247485.485131 nChanged 51 SP:Iteration 7Q (4588.000000 sec): 3 clusters Score: Raw -251346.408767 + Penalty 3715.025566 = -247631.383202 nChanged 65 SP:Iteration 8Q (4588.010000 sec): 3 clusters Score: Raw -251552.540333 + Penalty 3715.025566 = -247837.514767 nChanged 73 SP:Iteration 9Q (4588.020000 sec): 3 clusters Score: Raw -251895.939467 + Penalty 3715.025566 = -248180.913901 nChanged 87 SP:Iteration 10Q (4588.020000 sec): 3 clusters Score: Raw -252372.879114 + Penalty 3715.025566 = -248657.853549 nChanged 88 SP:Iteration 11Q (4588.030000 sec): 3 clusters Score: Raw -253067.773082 + Penalty 3715.025566 = -249352.747517 nChanged 62 SP:Iteration 12Q (4588.040000 sec): 3 clusters Score: Raw -253851.863712 + Penalty 3715.025566 = -250136.838146 nChanged 18 SP:Iteration 13Q (4588.040000 sec): 3 clusters Score: Raw -254361.311331 + Penalty 3715.025566 = -250646.285765 nChanged 9 SP:Iteration 14Q (4588.050000 sec): 3 clusters Score: Raw -254448.343177 + Penalty 3715.025566 = -250733.317611 nChanged 9 SP:Iteration 15Q (4588.060000 sec): 3 clusters Score: Raw -254486.880534 + Penalty 3715.025566 = -250771.854968 nChanged 3 SP:Iteration 16Q (4588.060000 sec): 3 clusters Score: Raw -254491.527752 + Penalty 3715.025566 = -250776.502186 nChanged 0 SP:Iteration 17F (4588.070000 sec): 3 clusters Score: Raw -254491.527752 + Penalty 3715.025566 = -250776.502186 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4588.200000 sec): 2 clusters Score: Raw -4063089.134110 + Penalty 2523.287084 = -4060565.847026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4588.330000 sec): 3 clusters Score: Raw -4047565.535869 + Penalty 5046.574168 = -4042518.961701 nChanged 11662 SP:Iteration 1F (4588.460000 sec): 3 clusters Score: Raw -4053837.493588 + Penalty 5046.574168 = -4048790.919420 nChanged 1283 SP:Iteration 2Q (4588.600000 sec): 3 clusters Score: Raw -4054271.016966 + Penalty 5046.574168 = -4049224.442798 nChanged 1175 SP:Iteration 3Q (4588.730000 sec): 3 clusters Score: Raw -4054671.094162 + Penalty 5046.574168 = -4049624.519994 nChanged 1059 SP:Iteration 4Q (4588.860000 sec): 3 clusters Score: Raw -4055034.687368 + Penalty 5046.574168 = -4049988.113200 nChanged 1032 SP:Iteration 5Q (4589.000000 sec): 3 clusters Score: Raw -4055407.066683 + Penalty 5046.574168 = -4050360.492515 nChanged 1036 SP:Iteration 6Q (4589.130000 sec): 3 clusters Score: Raw -4055850.208067 + Penalty 5046.574168 = -4050803.633899 nChanged 1197 SP:Iteration 7Q (4589.260000 sec): 3 clusters Score: Raw -4056451.823265 + Penalty 5046.574168 = -4051405.249097 nChanged 1393 SP:Iteration 8F (4589.400000 sec): 3 clusters Score: Raw -4057261.221458 + Penalty 5046.574168 = -4052214.647290 nChanged 1504 SP:Iteration 9F (4589.520000 sec): 3 clusters Score: Raw -4058220.175213 + Penalty 5046.574168 = -4053173.601045 nChanged 1452 SP:Iteration 10F (4589.660000 sec): 3 clusters Score: Raw -4059182.993738 + Penalty 5046.574168 = -4054136.419570 nChanged 1370 SP:Iteration 11F (4589.790000 sec): 3 clusters Score: Raw -4060157.743385 + Penalty 5046.574168 = -4055111.169217 nChanged 1201 SP:Iteration 12Q (4589.920000 sec): 3 clusters Score: Raw -4061011.676365 + Penalty 5046.574168 = -4055965.102197 nChanged 1001 SP:Iteration 13Q (4590.050000 sec): 3 clusters Score: Raw -4061742.790746 + Penalty 5046.574168 = -4056696.216578 nChanged 797 SP:Iteration 14Q (4590.170000 sec): 3 clusters Score: Raw -4062332.327884 + Penalty 5046.574168 = -4057285.753716 nChanged 574 SP:Iteration 15Q (4590.290000 sec): 3 clusters Score: Raw -4062741.569413 + Penalty 5046.574168 = -4057694.995245 nChanged 351 SP:Iteration 16Q (4590.410000 sec): 3 clusters Score: Raw -4062979.557452 + Penalty 5046.574168 = -4057932.983284 nChanged 248 SP:Iteration 17Q (4590.520000 sec): 3 clusters Score: Raw -4063152.079454 + Penalty 5046.574168 = -4058105.505286 nChanged 156 SP:Iteration 18Q (4590.630000 sec): 3 clusters Score: Raw -4063247.024076 + Penalty 5046.574168 = -4058200.449908 nChanged 99 SP:Iteration 19Q (4590.730000 sec): 3 clusters Score: Raw -4063308.451009 + Penalty 5046.574168 = -4058261.876841 nChanged 71 SP:Iteration 20F (4590.860000 sec): 3 clusters Score: Raw -4063353.346750 + Penalty 5046.574168 = -4058306.772582 nChanged 55 SP:Iteration 21Q (4590.960000 sec): 3 clusters Score: Raw -4063388.664266 + Penalty 5046.574168 = -4058342.090098 nChanged 42 SP:Iteration 22Q (4591.060000 sec): 3 clusters Score: Raw -4063416.917499 + Penalty 5046.574168 = -4058370.343331 nChanged 35 SP:Iteration 23Q (4591.170000 sec): 3 clusters Score: Raw -4063447.331884 + Penalty 5046.574168 = -4058400.757716 nChanged 30 SP:Iteration 24Q (4591.270000 sec): 3 clusters Score: Raw -4063468.545807 + Penalty 5046.574168 = -4058421.971639 nChanged 17 SP:Iteration 25Q (4591.370000 sec): 3 clusters Score: Raw -4063477.511098 + Penalty 5046.574168 = -4058430.936930 nChanged 11 SP:Iteration 26Q (4591.460000 sec): 3 clusters Score: Raw -4063484.114760 + Penalty 5046.574168 = -4058437.540592 nChanged 8 SP:Iteration 27Q (4591.560000 sec): 3 clusters Score: Raw -4063488.411867 + Penalty 5046.574168 = -4058441.837699 nChanged 8 SP:Iteration 28Q (4591.660000 sec): 3 clusters Score: Raw -4063493.853507 + Penalty 5046.574168 = -4058447.279339 nChanged 6 SP:Iteration 29Q (4591.760000 sec): 3 clusters Score: Raw -4063500.168203 + Penalty 5046.574168 = -4058453.594035 nChanged 12 SP:Iteration 30Q (4591.860000 sec): 3 clusters Score: Raw -4063508.442846 + Penalty 5046.574168 = -4058461.868678 nChanged 10 SP:Iteration 31Q (4591.960000 sec): 3 clusters Score: Raw -4063515.397735 + Penalty 5046.574168 = -4058468.823567 nChanged 11 SP:Iteration 32Q (4592.060000 sec): 3 clusters Score: Raw -4063523.245218 + Penalty 5046.574168 = -4058476.671050 nChanged 9 SP:Iteration 33Q (4592.150000 sec): 3 clusters Score: Raw -4063530.801981 + Penalty 5046.574168 = -4058484.227813 nChanged 9 SP:Iteration 34Q (4592.250000 sec): 3 clusters Score: Raw -4063538.884485 + Penalty 5046.574168 = -4058492.310317 nChanged 11 SP:Iteration 35Q (4592.350000 sec): 3 clusters Score: Raw -4063546.889286 + Penalty 5046.574168 = -4058500.315118 nChanged 4 SP:Iteration 36Q (4592.450000 sec): 3 clusters Score: Raw -4063550.515522 + Penalty 5046.574168 = -4058503.941354 nChanged 4 SP:Iteration 37Q (4592.550000 sec): 3 clusters Score: Raw -4063554.351500 + Penalty 5046.574168 = -4058507.777332 nChanged 4 SP:Iteration 38Q (4592.640000 sec): 3 clusters Score: Raw -4063557.261356 + Penalty 5046.574168 = -4058510.687188 nChanged 1 SP:Iteration 39Q (4592.740000 sec): 3 clusters Score: Raw -4063558.415203 + Penalty 5046.574168 = -4058511.841035 nChanged 1 SP:Iteration 40F (4592.870000 sec): 3 clusters Score: Raw -4063559.016759 + Penalty 5046.574168 = -4058512.442591 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.910000 sec): 2 clusters Score: Raw -896651.638734 + Penalty 2146.449984 = -894505.188750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.930000 sec): 3 clusters Score: Raw -893764.904925 + Penalty 4292.899968 = -889472.004957 nChanged 2225 SP:Iteration 1F (4592.960000 sec): 3 clusters Score: Raw -895002.387446 + Penalty 4292.899968 = -890709.487478 nChanged 440 SP:Iteration 2F (4592.990000 sec): 3 clusters Score: Raw -895251.247916 + Penalty 4292.899968 = -890958.347948 nChanged 276 SP:Iteration 3Q (4593.020000 sec): 3 clusters Score: Raw -895378.810355 + Penalty 4292.899968 = -891085.910387 nChanged 200 SP:Iteration 4Q (4593.050000 sec): 3 clusters Score: Raw -895456.175377 + Penalty 4292.899968 = -891163.275409 nChanged 158 SP:Iteration 5Q (4593.070000 sec): 3 clusters Score: Raw -895515.609796 + Penalty 4292.899968 = -891222.709828 nChanged 126 SP:Iteration 6Q (4593.100000 sec): 3 clusters Score: Raw -895573.520234 + Penalty 4292.899968 = -891280.620266 nChanged 134 SP:Iteration 7Q (4593.130000 sec): 3 clusters Score: Raw -895633.207085 + Penalty 4292.899968 = -891340.307117 nChanged 132 SP:Iteration 8Q (4593.160000 sec): 3 clusters Score: Raw -895699.080071 + Penalty 4292.899968 = -891406.180103 nChanged 128 SP:Iteration 9Q (4593.190000 sec): 3 clusters Score: Raw -895758.309896 + Penalty 4292.899968 = -891465.409928 nChanged 111 SP:Iteration 10Q (4593.220000 sec): 3 clusters Score: Raw -895801.707037 + Penalty 4292.899968 = -891508.807069 nChanged 111 SP:Iteration 11Q (4593.250000 sec): 3 clusters Score: Raw -895853.009870 + Penalty 4292.899968 = -891560.109902 nChanged 113 SP:Iteration 12Q (4593.270000 sec): 3 clusters Score: Raw -895904.177845 + Penalty 4292.899968 = -891611.277877 nChanged 118 SP:Iteration 13Q (4593.300000 sec): 3 clusters Score: Raw -895966.055726 + Penalty 4292.899968 = -891673.155758 nChanged 146 SP:Iteration 14Q (4593.330000 sec): 3 clusters Score: Raw -896048.070673 + Penalty 4292.899968 = -891755.170705 nChanged 156 SP:Iteration 15Q (4593.360000 sec): 3 clusters Score: Raw -896147.647459 + Penalty 4292.899968 = -891854.747491 nChanged 172 SP:Iteration 16Q (4593.390000 sec): 3 clusters Score: Raw -896257.876208 + Penalty 4292.899968 = -891964.976240 nChanged 171 SP:Iteration 17Q (4593.410000 sec): 3 clusters Score: Raw -896369.224391 + Penalty 4292.899968 = -892076.324423 nChanged 162 SP:Iteration 18Q (4593.440000 sec): 3 clusters Score: Raw -896468.493207 + Penalty 4292.899968 = -892175.593239 nChanged 112 SP:Iteration 19Q (4593.470000 sec): 3 clusters Score: Raw -896531.668659 + Penalty 4292.899968 = -892238.768691 nChanged 98 SP:Iteration 20F (4593.500000 sec): 3 clusters Score: Raw -896592.734190 + Penalty 4292.899968 = -892299.834222 nChanged 90 SP:Iteration 21Q (4593.530000 sec): 3 clusters Score: Raw -896646.852951 + Penalty 4292.899968 = -892353.952983 nChanged 71 SP:Iteration 22Q (4593.550000 sec): 3 clusters Score: Raw -896691.270378 + Penalty 4292.899968 = -892398.370410 nChanged 68 SP:Iteration 23Q (4593.580000 sec): 3 clusters Score: Raw -896739.692816 + Penalty 4292.899968 = -892446.792848 nChanged 66 SP:Iteration 24Q (4593.610000 sec): 3 clusters Score: Raw -896782.087034 + Penalty 4292.899968 = -892489.187066 nChanged 62 SP:Iteration 25Q (4593.640000 sec): 3 clusters Score: Raw -896824.842462 + Penalty 4292.899968 = -892531.942494 nChanged 61 SP:Iteration 26Q (4593.660000 sec): 3 clusters Score: Raw -896869.938595 + Penalty 4292.899968 = -892577.038627 nChanged 55 SP:Iteration 27Q (4593.690000 sec): 3 clusters Score: Raw -896908.008958 + Penalty 4292.899968 = -892615.108990 nChanged 34 SP:Iteration 28Q (4593.710000 sec): 3 clusters Score: Raw -896930.707579 + Penalty 4292.899968 = -892637.807611 nChanged 30 SP:Iteration 29Q (4593.740000 sec): 3 clusters Score: Raw -896951.784537 + Penalty 4292.899968 = -892658.884569 nChanged 22 SP:Iteration 30Q (4593.770000 sec): 3 clusters Score: Raw -896967.359853 + Penalty 4292.899968 = -892674.459885 nChanged 18 SP:Iteration 31Q (4593.790000 sec): 3 clusters Score: Raw -896978.333615 + Penalty 4292.899968 = -892685.433647 nChanged 16 SP:Iteration 32Q (4593.820000 sec): 3 clusters Score: Raw -896990.108721 + Penalty 4292.899968 = -892697.208753 nChanged 9 SP:Iteration 33Q (4593.850000 sec): 3 clusters Score: Raw -896994.747072 + Penalty 4292.899968 = -892701.847104 nChanged 9 SP:Iteration 34Q (4593.870000 sec): 3 clusters Score: Raw -897000.328633 + Penalty 4292.899968 = -892707.428665 nChanged 11 SP:Iteration 35Q (4593.890000 sec): 3 clusters Score: Raw -897007.667345 + Penalty 4292.899968 = -892714.767377 nChanged 11 SP:Iteration 36Q (4593.920000 sec): 3 clusters Score: Raw -897014.537546 + Penalty 4292.899968 = -892721.637578 nChanged 7 SP:Iteration 37Q (4593.950000 sec): 3 clusters Score: Raw -897021.066474 + Penalty 4292.899968 = -892728.166506 nChanged 11 SP:Iteration 38Q (4593.970000 sec): 3 clusters Score: Raw -897027.499398 + Penalty 4292.899968 = -892734.599430 nChanged 7 SP:Iteration 39Q (4594.000000 sec): 3 clusters Score: Raw -897032.283266 + Penalty 4292.899968 = -892739.383298 nChanged 4 SP:Iteration 40F (4594.030000 sec): 3 clusters Score: Raw -897034.793258 + Penalty 4292.899968 = -892741.893290 nChanged 2 SP:Iteration 41Q (4594.050000 sec): 3 clusters Score: Raw -897035.603321 + Penalty 4292.899968 = -892742.703353 nChanged 1 SP:Iteration 42Q (4594.070000 sec): 3 clusters Score: Raw -897036.668932 + Penalty 4292.899968 = -892743.768964 nChanged 3 SP:Iteration 43Q (4594.100000 sec): 3 clusters Score: Raw -897037.992638 + Penalty 4292.899968 = -892745.092670 nChanged 2 SP:Iteration 44Q (4594.130000 sec): 3 clusters Score: Raw -897039.431622 + Penalty 4292.899968 = -892746.531654 nChanged 2 SP:Iteration 45Q (4594.150000 sec): 3 clusters Score: Raw -897040.371871 + Penalty 4292.899968 = -892747.471903 nChanged 1 SP:Iteration 46Q (4594.170000 sec): 3 clusters Score: Raw -897040.620446 + Penalty 4292.899968 = -892747.720478 nChanged 0 SP:Iteration 47F (4594.200000 sec): 3 clusters Score: Raw -897040.620446 + Penalty 4292.899968 = -892747.720478 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4594.230000 sec): 2 clusters Score: Raw -617222.481673 + Penalty 2071.199466 = -615151.282207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4594.250000 sec): 3 clusters Score: Raw -615297.501347 + Penalty 4142.398932 = -611155.102415 nChanged 1614 SP:Iteration 1F (4594.270000 sec): 3 clusters Score: Raw -616449.288561 + Penalty 4142.398932 = -612306.889629 nChanged 400 SP:Iteration 2F (4594.290000 sec): 3 clusters Score: Raw -616870.428677 + Penalty 4142.398932 = -612728.029744 nChanged 318 SP:Iteration 3F (4594.310000 sec): 3 clusters Score: Raw -617247.302919 + Penalty 4142.398932 = -613104.903987 nChanged 266 SP:Iteration 4F (4594.330000 sec): 3 clusters Score: Raw -617529.085026 + Penalty 4142.398932 = -613386.686094 nChanged 222 SP:Iteration 5F (4594.350000 sec): 3 clusters Score: Raw -617726.507138 + Penalty 4142.398932 = -613584.108206 nChanged 187 SP:Iteration 6Q (4594.370000 sec): 3 clusters Score: Raw -617889.448919 + Penalty 4142.398932 = -613747.049987 nChanged 151 SP:Iteration 7Q (4594.390000 sec): 3 clusters Score: Raw -618007.451420 + Penalty 4142.398932 = -613865.052487 nChanged 120 SP:Iteration 8Q (4594.410000 sec): 3 clusters Score: Raw -618096.859160 + Penalty 4142.398932 = -613954.460227 nChanged 95 SP:Iteration 9Q (4594.430000 sec): 3 clusters Score: Raw -618182.744693 + Penalty 4142.398932 = -614040.345760 nChanged 95 SP:Iteration 10Q (4594.450000 sec): 3 clusters Score: Raw -618264.321432 + Penalty 4142.398932 = -614121.922500 nChanged 71 SP:Iteration 11Q (4594.470000 sec): 3 clusters Score: Raw -618324.503853 + Penalty 4142.398932 = -614182.104921 nChanged 54 SP:Iteration 12Q (4594.490000 sec): 3 clusters Score: Raw -618358.943086 + Penalty 4142.398932 = -614216.544154 nChanged 30 SP:Iteration 13Q (4594.510000 sec): 3 clusters Score: Raw -618378.902276 + Penalty 4142.398932 = -614236.503344 nChanged 30 SP:Iteration 14Q (4594.530000 sec): 3 clusters Score: Raw -618397.619588 + Penalty 4142.398932 = -614255.220656 nChanged 27 SP:Iteration 15Q (4594.550000 sec): 3 clusters Score: Raw -618416.124642 + Penalty 4142.398932 = -614273.725709 nChanged 18 SP:Iteration 16Q (4594.570000 sec): 3 clusters Score: Raw -618434.614362 + Penalty 4142.398932 = -614292.215430 nChanged 15 SP:Iteration 17Q (4594.590000 sec): 3 clusters Score: Raw -618454.375972 + Penalty 4142.398932 = -614311.977039 nChanged 19 SP:Iteration 18Q (4594.610000 sec): 3 clusters Score: Raw -618469.997400 + Penalty 4142.398932 = -614327.598467 nChanged 20 SP:Iteration 19Q (4594.630000 sec): 3 clusters Score: Raw -618500.276817 + Penalty 4142.398932 = -614357.877885 nChanged 23 SP:Iteration 20F (4594.650000 sec): 3 clusters Score: Raw -618542.905389 + Penalty 4142.398932 = -614400.506457 nChanged 23 SP:Iteration 21Q (4594.670000 sec): 3 clusters Score: Raw -618567.444721 + Penalty 4142.398932 = -614425.045789 nChanged 25 SP:Iteration 22Q (4594.690000 sec): 3 clusters Score: Raw -618592.400499 + Penalty 4142.398932 = -614450.001567 nChanged 28 SP:Iteration 23Q (4594.710000 sec): 3 clusters Score: Raw -618634.314066 + Penalty 4142.398932 = -614491.915133 nChanged 33 SP:Iteration 24Q (4594.730000 sec): 3 clusters Score: Raw -618670.736065 + Penalty 4142.398932 = -614528.337133 nChanged 30 SP:Iteration 25Q (4594.750000 sec): 3 clusters Score: Raw -618697.859652 + Penalty 4142.398932 = -614555.460719 nChanged 21 SP:Iteration 26Q (4594.770000 sec): 3 clusters Score: Raw -618717.312730 + Penalty 4142.398932 = -614574.913798 nChanged 18 SP:Iteration 27Q (4594.790000 sec): 3 clusters Score: Raw -618731.349804 + Penalty 4142.398932 = -614588.950872 nChanged 16 SP:Iteration 28Q (4594.800000 sec): 3 clusters Score: Raw -618743.873655 + Penalty 4142.398932 = -614601.474722 nChanged 10 SP:Iteration 29Q (4594.820000 sec): 3 clusters Score: Raw -618751.370291 + Penalty 4142.398932 = -614608.971358 nChanged 10 SP:Iteration 30Q (4594.840000 sec): 3 clusters Score: Raw -618758.311424 + Penalty 4142.398932 = -614615.912492 nChanged 15 SP:Iteration 31Q (4594.860000 sec): 3 clusters Score: Raw -618766.800182 + Penalty 4142.398932 = -614624.401250 nChanged 5 SP:Iteration 32Q (4594.880000 sec): 3 clusters Score: Raw -618768.454313 + Penalty 4142.398932 = -614626.055380 nChanged 3 SP:Iteration 33Q (4594.890000 sec): 3 clusters Score: Raw -618769.994648 + Penalty 4142.398932 = -614627.595715 nChanged 1 SP:Iteration 34Q (4594.910000 sec): 3 clusters Score: Raw -618770.634154 + Penalty 4142.398932 = -614628.235222 nChanged 0 SP:Iteration 35F (4594.930000 sec): 3 clusters Score: Raw -618770.634154 + Penalty 4142.398932 = -614628.235222 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (8539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4594.970000 sec): 2 clusters Score: Raw -1269191.229485 + Penalty 2244.994998 = -1266946.234487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4595.010000 sec): 3 clusters Score: Raw -1264753.820262 + Penalty 4489.989995 = -1260263.830267 nChanged 3427 SP:Iteration 1F (4595.060000 sec): 3 clusters Score: Raw -1266654.562396 + Penalty 4489.989995 = -1262164.572401 nChanged 620 SP:Iteration 2F (4595.100000 sec): 3 clusters Score: Raw -1266982.172210 + Penalty 4489.989995 = -1262492.182215 nChanged 467 SP:Iteration 3F (4595.140000 sec): 3 clusters Score: Raw -1267271.461317 + Penalty 4489.989995 = -1262781.471322 nChanged 484 SP:Iteration 4F (4595.190000 sec): 3 clusters Score: Raw -1267628.437347 + Penalty 4489.989995 = -1263138.447352 nChanged 565 SP:Iteration 5F (4595.230000 sec): 3 clusters Score: Raw -1268172.600604 + Penalty 4489.989995 = -1263682.610609 nChanged 665 SP:Iteration 6F (4595.270000 sec): 3 clusters Score: Raw -1268934.845143 + Penalty 4489.989995 = -1264444.855148 nChanged 696 SP:Iteration 7F (4595.310000 sec): 3 clusters Score: Raw -1269751.514812 + Penalty 4489.989995 = -1265261.524817 nChanged 568 SP:Iteration 8F (4595.350000 sec): 3 clusters Score: Raw -1270214.307768 + Penalty 4489.989995 = -1265724.317773 nChanged 358 SP:Iteration 9Q (4595.400000 sec): 3 clusters Score: Raw -1270410.672586 + Penalty 4489.989995 = -1265920.682590 nChanged 217 SP:Iteration 10Q (4595.440000 sec): 3 clusters Score: Raw -1270494.896813 + Penalty 4489.989995 = -1266004.906818 nChanged 133 SP:Iteration 11Q (4595.480000 sec): 3 clusters Score: Raw -1270531.863967 + Penalty 4489.989995 = -1266041.873971 nChanged 60 SP:Iteration 12Q (4595.520000 sec): 3 clusters Score: Raw -1270546.234124 + Penalty 4489.989995 = -1266056.244129 nChanged 42 SP:Iteration 13Q (4595.560000 sec): 3 clusters Score: Raw -1270556.502843 + Penalty 4489.989995 = -1266066.512848 nChanged 29 SP:Iteration 14Q (4595.600000 sec): 3 clusters Score: Raw -1270563.855737 + Penalty 4489.989995 = -1266073.865742 nChanged 23 SP:Iteration 15Q (4595.650000 sec): 3 clusters Score: Raw -1270567.961622 + Penalty 4489.989995 = -1266077.971627 nChanged 13 SP:Iteration 16Q (4595.690000 sec): 3 clusters Score: Raw -1270570.154899 + Penalty 4489.989995 = -1266080.164903 nChanged 3 SP:Iteration 17Q (4595.730000 sec): 3 clusters Score: Raw -1270570.755961 + Penalty 4489.989995 = -1266080.765965 nChanged 3 SP:Iteration 18Q (4595.770000 sec): 3 clusters Score: Raw -1270571.427919 + Penalty 4489.989995 = -1266081.437923 nChanged 3 SP:Iteration 19Q (4595.810000 sec): 3 clusters Score: Raw -1270571.895791 + Penalty 4489.989995 = -1266081.905796 nChanged 3 SP:Iteration 20F (4595.850000 sec): 3 clusters Score: Raw -1270572.426850 + Penalty 4489.989995 = -1266082.436855 nChanged 4 SP:Iteration 21Q (4595.890000 sec): 3 clusters Score: Raw -1270573.079003 + Penalty 4489.989995 = -1266083.089007 nChanged 5 SP:Iteration 22Q (4595.930000 sec): 3 clusters Score: Raw -1270574.083022 + Penalty 4489.989995 = -1266084.093027 nChanged 1 SP:Iteration 23Q (4595.970000 sec): 3 clusters Score: Raw -1270574.178469 + Penalty 4489.989995 = -1266084.188474 nChanged 1 SP:Iteration 24Q (4596.010000 sec): 3 clusters Score: Raw -1270574.371344 + Penalty 4489.989995 = -1266084.381349 nChanged 2 SP:Iteration 25Q (4596.050000 sec): 3 clusters Score: Raw -1270574.766291 + Penalty 4489.989995 = -1266084.776296 nChanged 3 SP:Iteration 26Q (4596.100000 sec): 3 clusters Score: Raw -1270575.553382 + Penalty 4489.989995 = -1266085.563387 nChanged 2 SP:Iteration 27Q (4596.140000 sec): 3 clusters Score: Raw -1270575.925748 + Penalty 4489.989995 = -1266085.935752 nChanged 1 SP:Iteration 28Q (4596.180000 sec): 3 clusters Score: Raw -1270576.276599 + Penalty 4489.989995 = -1266086.286604 nChanged 1 SP:Iteration 29Q (4596.220000 sec): 3 clusters Score: Raw -1270576.396812 + Penalty 4489.989995 = -1266086.406817 nChanged 0 SP:Iteration 30F (4596.260000 sec): 3 clusters Score: Raw -1270576.396812 + Penalty 4489.989995 = -1266086.406817 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4596.370000 sec): 2 clusters Score: Raw -3744855.622136 + Penalty 2504.228734 = -3742351.393402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.490000 sec): 3 clusters Score: Raw -3730600.666824 + Penalty 5008.457467 = -3725592.209357 nChanged 10779 SP:Iteration 1F (4596.610000 sec): 3 clusters Score: Raw -3736318.184135 + Penalty 5008.457467 = -3731309.726668 nChanged 1184 SP:Iteration 2Q (4596.730000 sec): 3 clusters Score: Raw -3736723.407357 + Penalty 5008.457467 = -3731714.949890 nChanged 1029 SP:Iteration 3Q (4596.860000 sec): 3 clusters Score: Raw -3737049.507596 + Penalty 5008.457467 = -3732041.050129 nChanged 897 SP:Iteration 4Q (4596.980000 sec): 3 clusters Score: Raw -3737324.503516 + Penalty 5008.457467 = -3732316.046048 nChanged 809 SP:Iteration 5Q (4597.110000 sec): 3 clusters Score: Raw -3737581.146418 + Penalty 5008.457467 = -3732572.688951 nChanged 788 SP:Iteration 6Q (4597.230000 sec): 3 clusters Score: Raw -3737898.298697 + Penalty 5008.457467 = -3732889.841230 nChanged 878 SP:Iteration 7Q (4597.350000 sec): 3 clusters Score: Raw -3738290.191070 + Penalty 5008.457467 = -3733281.733602 nChanged 878 SP:Iteration 8Q (4597.480000 sec): 3 clusters Score: Raw -3738707.404759 + Penalty 5008.457467 = -3733698.947292 nChanged 930 SP:Iteration 9Q (4597.600000 sec): 3 clusters Score: Raw -3739203.784423 + Penalty 5008.457467 = -3734195.326956 nChanged 962 SP:Iteration 10Q (4597.730000 sec): 3 clusters Score: Raw -3739715.310652 + Penalty 5008.457467 = -3734706.853185 nChanged 939 SP:Iteration 11Q (4597.850000 sec): 3 clusters Score: Raw -3740182.222695 + Penalty 5008.457467 = -3735173.765228 nChanged 911 SP:Iteration 12Q (4597.970000 sec): 3 clusters Score: Raw -3740609.740717 + Penalty 5008.457467 = -3735601.283250 nChanged 825 SP:Iteration 13Q (4598.090000 sec): 3 clusters Score: Raw -3740997.841555 + Penalty 5008.457467 = -3735989.384088 nChanged 723 SP:Iteration 14Q (4598.210000 sec): 3 clusters Score: Raw -3741279.067975 + Penalty 5008.457467 = -3736270.610508 nChanged 586 SP:Iteration 15Q (4598.330000 sec): 3 clusters Score: Raw -3741495.150765 + Penalty 5008.457467 = -3736486.693298 nChanged 533 SP:Iteration 16Q (4598.450000 sec): 3 clusters Score: Raw -3741703.441891 + Penalty 5008.457467 = -3736694.984424 nChanged 484 SP:Iteration 17Q (4598.570000 sec): 3 clusters Score: Raw -3741892.200838 + Penalty 5008.457467 = -3736883.743370 nChanged 446 SP:Iteration 18Q (4598.680000 sec): 3 clusters Score: Raw -3742056.511301 + Penalty 5008.457467 = -3737048.053834 nChanged 402 SP:Iteration 19Q (4598.790000 sec): 3 clusters Score: Raw -3742212.489629 + Penalty 5008.457467 = -3737204.032162 nChanged 353 SP:Iteration 20F (4598.920000 sec): 3 clusters Score: Raw -3742340.667828 + Penalty 5008.457467 = -3737332.210361 nChanged 301 SP:Iteration 21Q (4599.030000 sec): 3 clusters Score: Raw -3742444.742043 + Penalty 5008.457467 = -3737436.284576 nChanged 287 SP:Iteration 22Q (4599.140000 sec): 3 clusters Score: Raw -3742553.740628 + Penalty 5008.457467 = -3737545.283160 nChanged 324 SP:Iteration 23Q (4599.250000 sec): 3 clusters Score: Raw -3742688.685829 + Penalty 5008.457467 = -3737680.228361 nChanged 333 SP:Iteration 24Q (4599.370000 sec): 3 clusters Score: Raw -3742851.282797 + Penalty 5008.457467 = -3737842.825330 nChanged 346 SP:Iteration 25Q (4599.480000 sec): 3 clusters Score: Raw -3743043.934182 + Penalty 5008.457467 = -3738035.476715 nChanged 372 SP:Iteration 26Q (4599.590000 sec): 3 clusters Score: Raw -3743267.706687 + Penalty 5008.457467 = -3738259.249220 nChanged 421 SP:Iteration 27Q (4599.690000 sec): 3 clusters Score: Raw -3743525.647210 + Penalty 5008.457467 = -3738517.189742 nChanged 395 SP:Iteration 28Q (4599.800000 sec): 3 clusters Score: Raw -3743775.147406 + Penalty 5008.457467 = -3738766.689939 nChanged 403 SP:Iteration 29Q (4599.910000 sec): 3 clusters Score: Raw -3744034.018832 + Penalty 5008.457467 = -3739025.561365 nChanged 399 SP:Iteration 30Q (4600.010000 sec): 3 clusters Score: Raw -3744297.326661 + Penalty 5008.457467 = -3739288.869193 nChanged 365 SP:Iteration 31Q (4600.120000 sec): 3 clusters Score: Raw -3744546.529507 + Penalty 5008.457467 = -3739538.072040 nChanged 329 SP:Iteration 32Q (4600.220000 sec): 3 clusters Score: Raw -3744788.962084 + Penalty 5008.457467 = -3739780.504617 nChanged 299 SP:Iteration 33Q (4600.320000 sec): 3 clusters Score: Raw -3745000.679489 + Penalty 5008.457467 = -3739992.222022 nChanged 219 SP:Iteration 34Q (4600.420000 sec): 3 clusters Score: Raw -3745121.514651 + Penalty 5008.457467 = -3740113.057184 nChanged 186 SP:Iteration 35Q (4600.520000 sec): 3 clusters Score: Raw -3745216.000417 + Penalty 5008.457467 = -3740207.542949 nChanged 178 SP:Iteration 36Q (4600.610000 sec): 3 clusters Score: Raw -3745299.427497 + Penalty 5008.457467 = -3740290.970029 nChanged 146 SP:Iteration 37Q (4600.710000 sec): 3 clusters Score: Raw -3745364.741561 + Penalty 5008.457467 = -3740356.284094 nChanged 138 SP:Iteration 38Q (4600.810000 sec): 3 clusters Score: Raw -3745422.296762 + Penalty 5008.457467 = -3740413.839295 nChanged 125 SP:Iteration 39Q (4600.910000 sec): 3 clusters Score: Raw -3745468.092193 + Penalty 5008.457467 = -3740459.634726 nChanged 113 SP:Iteration 40F (4601.030000 sec): 3 clusters Score: Raw -3745504.001632 + Penalty 5008.457467 = -3740495.544165 nChanged 102 SP:Iteration 41Q (4601.130000 sec): 3 clusters Score: Raw -3745534.205560 + Penalty 5008.457467 = -3740525.748093 nChanged 80 SP:Iteration 42Q (4601.220000 sec): 3 clusters Score: Raw -3745557.026009 + Penalty 5008.457467 = -3740548.568542 nChanged 56 SP:Iteration 43Q (4601.320000 sec): 3 clusters Score: Raw -3745572.256298 + Penalty 5008.457467 = -3740563.798830 nChanged 52 SP:Iteration 44Q (4601.410000 sec): 3 clusters Score: Raw -3745584.959914 + Penalty 5008.457467 = -3740576.502446 nChanged 43 SP:Iteration 45Q (4601.510000 sec): 3 clusters Score: Raw -3745594.756359 + Penalty 5008.457467 = -3740586.298892 nChanged 32 SP:Iteration 46Q (4601.600000 sec): 3 clusters Score: Raw -3745602.656193 + Penalty 5008.457467 = -3740594.198726 nChanged 25 SP:Iteration 47Q (4601.690000 sec): 3 clusters Score: Raw -3745607.656844 + Penalty 5008.457467 = -3740599.199377 nChanged 21 SP:Iteration 48Q (4601.790000 sec): 3 clusters Score: Raw -3745611.631453 + Penalty 5008.457467 = -3740603.173986 nChanged 13 SP:Iteration 49Q (4601.880000 sec): 3 clusters Score: Raw -3745613.745518 + Penalty 5008.457467 = -3740605.288050 nChanged 13 SP:Iteration 50Q (4601.980000 sec): 3 clusters Score: Raw -3745615.276759 + Penalty 5008.457467 = -3740606.819291 nChanged 10 SP:Iteration 51Q (4602.070000 sec): 3 clusters Score: Raw -3745617.328178 + Penalty 5008.457467 = -3740608.870711 nChanged 10 SP:Iteration 52Q (4602.170000 sec): 3 clusters Score: Raw -3745618.934226 + Penalty 5008.457467 = -3740610.476758 nChanged 8 SP:Iteration 53Q (4602.260000 sec): 3 clusters Score: Raw -3745619.757331 + Penalty 5008.457467 = -3740611.299864 nChanged 3 SP:Iteration 54Q (4602.350000 sec): 3 clusters Score: Raw -3745620.184286 + Penalty 5008.457467 = -3740611.726819 nChanged 5 SP:Iteration 55Q (4602.450000 sec): 3 clusters Score: Raw -3745620.836337 + Penalty 5008.457467 = -3740612.378870 nChanged 1 SP:Iteration 56Q (4602.550000 sec): 3 clusters Score: Raw -3745620.874261 + Penalty 5008.457467 = -3740612.416794 nChanged 0 SP:Iteration 57F (4602.670000 sec): 3 clusters Score: Raw -3745620.874261 + Penalty 5008.457467 = -3740612.416794 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4602.720000 sec): 2 clusters Score: Raw -1654514.997928 + Penalty 2301.383740 = -1652213.614188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4602.770000 sec): 3 clusters Score: Raw -1648622.758108 + Penalty 4602.767481 = -1644019.990627 nChanged 4447 SP:Iteration 1F (4602.830000 sec): 3 clusters Score: Raw -1651080.462283 + Penalty 4602.767481 = -1646477.694802 nChanged 642 SP:Iteration 2F (4602.880000 sec): 3 clusters Score: Raw -1651387.324432 + Penalty 4602.767481 = -1646784.556951 nChanged 542 SP:Iteration 3F (4602.930000 sec): 3 clusters Score: Raw -1651646.923346 + Penalty 4602.767481 = -1647044.155865 nChanged 472 SP:Iteration 4Q (4602.980000 sec): 3 clusters Score: Raw -1651844.176025 + Penalty 4602.767481 = -1647241.408544 nChanged 421 SP:Iteration 5Q (4603.040000 sec): 3 clusters Score: Raw -1652044.492045 + Penalty 4602.767481 = -1647441.724564 nChanged 423 SP:Iteration 6Q (4603.090000 sec): 3 clusters Score: Raw -1652256.092379 + Penalty 4602.767481 = -1647653.324898 nChanged 419 SP:Iteration 7Q (4603.150000 sec): 3 clusters Score: Raw -1652451.237839 + Penalty 4602.767481 = -1647848.470358 nChanged 360 SP:Iteration 8Q (4603.200000 sec): 3 clusters Score: Raw -1652629.577285 + Penalty 4602.767481 = -1648026.809804 nChanged 371 SP:Iteration 9Q (4603.250000 sec): 3 clusters Score: Raw -1652822.251539 + Penalty 4602.767481 = -1648219.484058 nChanged 352 SP:Iteration 10Q (4603.310000 sec): 3 clusters Score: Raw -1653024.298382 + Penalty 4602.767481 = -1648421.530901 nChanged 366 SP:Iteration 11Q (4603.360000 sec): 3 clusters Score: Raw -1653222.120197 + Penalty 4602.767481 = -1648619.352716 nChanged 342 SP:Iteration 12Q (4603.410000 sec): 3 clusters Score: Raw -1653409.316385 + Penalty 4602.767481 = -1648806.548904 nChanged 297 SP:Iteration 13Q (4603.460000 sec): 3 clusters Score: Raw -1653564.016712 + Penalty 4602.767481 = -1648961.249232 nChanged 240 SP:Iteration 14Q (4603.510000 sec): 3 clusters Score: Raw -1653698.639038 + Penalty 4602.767481 = -1649095.871557 nChanged 238 SP:Iteration 15Q (4603.570000 sec): 3 clusters Score: Raw -1653844.791934 + Penalty 4602.767481 = -1649242.024454 nChanged 243 SP:Iteration 16Q (4603.620000 sec): 3 clusters Score: Raw -1653992.255131 + Penalty 4602.767481 = -1649389.487650 nChanged 203 SP:Iteration 17Q (4603.670000 sec): 3 clusters Score: Raw -1654105.109451 + Penalty 4602.767481 = -1649502.341970 nChanged 186 SP:Iteration 18Q (4603.710000 sec): 3 clusters Score: Raw -1654198.861282 + Penalty 4602.767481 = -1649596.093801 nChanged 150 SP:Iteration 19Q (4603.760000 sec): 3 clusters Score: Raw -1654263.230696 + Penalty 4602.767481 = -1649660.463215 nChanged 110 SP:Iteration 20F (4603.820000 sec): 3 clusters Score: Raw -1654318.858458 + Penalty 4602.767481 = -1649716.090977 nChanged 119 SP:Iteration 21Q (4603.870000 sec): 3 clusters Score: Raw -1654385.112319 + Penalty 4602.767481 = -1649782.344838 nChanged 115 SP:Iteration 22Q (4603.910000 sec): 3 clusters Score: Raw -1654447.822159 + Penalty 4602.767481 = -1649845.054678 nChanged 114 SP:Iteration 23Q (4603.960000 sec): 3 clusters Score: Raw -1654507.771588 + Penalty 4602.767481 = -1649905.004107 nChanged 101 SP:Iteration 24Q (4604.010000 sec): 3 clusters Score: Raw -1654558.379976 + Penalty 4602.767481 = -1649955.612496 nChanged 90 SP:Iteration 25Q (4604.050000 sec): 3 clusters Score: Raw -1654602.210589 + Penalty 4602.767481 = -1649999.443108 nChanged 89 SP:Iteration 26Q (4604.100000 sec): 3 clusters Score: Raw -1654644.596123 + Penalty 4602.767481 = -1650041.828643 nChanged 69 SP:Iteration 27Q (4604.150000 sec): 3 clusters Score: Raw -1654679.443140 + Penalty 4602.767481 = -1650076.675660 nChanged 67 SP:Iteration 28Q (4604.190000 sec): 3 clusters Score: Raw -1654716.592589 + Penalty 4602.767481 = -1650113.825108 nChanged 61 SP:Iteration 29Q (4604.240000 sec): 3 clusters Score: Raw -1654744.975297 + Penalty 4602.767481 = -1650142.207816 nChanged 59 SP:Iteration 30Q (4604.280000 sec): 3 clusters Score: Raw -1654772.215209 + Penalty 4602.767481 = -1650169.447728 nChanged 52 SP:Iteration 31Q (4604.330000 sec): 3 clusters Score: Raw -1654802.282554 + Penalty 4602.767481 = -1650199.515073 nChanged 54 SP:Iteration 32Q (4604.370000 sec): 3 clusters Score: Raw -1654832.843641 + Penalty 4602.767481 = -1650230.076161 nChanged 50 SP:Iteration 33Q (4604.410000 sec): 3 clusters Score: Raw -1654853.141080 + Penalty 4602.767481 = -1650250.373599 nChanged 31 SP:Iteration 34Q (4604.460000 sec): 3 clusters Score: Raw -1654869.832404 + Penalty 4602.767481 = -1650267.064924 nChanged 28 SP:Iteration 35Q (4604.500000 sec): 3 clusters Score: Raw -1654884.129234 + Penalty 4602.767481 = -1650281.361753 nChanged 27 SP:Iteration 36Q (4604.540000 sec): 3 clusters Score: Raw -1654896.033624 + Penalty 4602.767481 = -1650293.266143 nChanged 21 SP:Iteration 37Q (4604.590000 sec): 3 clusters Score: Raw -1654904.766597 + Penalty 4602.767481 = -1650301.999116 nChanged 20 SP:Iteration 38Q (4604.630000 sec): 3 clusters Score: Raw -1654913.663098 + Penalty 4602.767481 = -1650310.895617 nChanged 16 SP:Iteration 39Q (4604.670000 sec): 3 clusters Score: Raw -1654921.669287 + Penalty 4602.767481 = -1650318.901806 nChanged 9 SP:Iteration 40F (4604.720000 sec): 3 clusters Score: Raw -1654925.669194 + Penalty 4602.767481 = -1650322.901713 nChanged 5 SP:Iteration 41Q (4604.770000 sec): 3 clusters Score: Raw -1654927.838082 + Penalty 4602.767481 = -1650325.070601 nChanged 7 SP:Iteration 42Q (4604.810000 sec): 3 clusters Score: Raw -1654930.580411 + Penalty 4602.767481 = -1650327.812930 nChanged 2 SP:Iteration 43Q (4604.850000 sec): 3 clusters Score: Raw -1654931.475941 + Penalty 4602.767481 = -1650328.708460 nChanged 4 SP:Iteration 44Q (4604.890000 sec): 3 clusters Score: Raw -1654932.927285 + Penalty 4602.767481 = -1650330.159804 nChanged 5 SP:Iteration 45Q (4604.940000 sec): 3 clusters Score: Raw -1654934.782430 + Penalty 4602.767481 = -1650332.014950 nChanged 4 SP:Iteration 46Q (4604.980000 sec): 3 clusters Score: Raw -1654936.756311 + Penalty 4602.767481 = -1650333.988831 nChanged 3 SP:Iteration 47Q (4605.020000 sec): 3 clusters Score: Raw -1654937.450503 + Penalty 4602.767481 = -1650334.683022 nChanged 2 SP:Iteration 48Q (4605.060000 sec): 3 clusters Score: Raw -1654938.281964 + Penalty 4602.767481 = -1650335.514484 nChanged 1 SP:Iteration 49Q (4605.110000 sec): 3 clusters Score: Raw -1654938.762805 + Penalty 4602.767481 = -1650335.995325 nChanged 2 SP:Iteration 50Q (4605.150000 sec): 3 clusters Score: Raw -1654939.683612 + Penalty 4602.767481 = -1650336.916131 nChanged 5 SP:Iteration 51Q (4605.190000 sec): 3 clusters Score: Raw -1654940.955997 + Penalty 4602.767481 = -1650338.188516 nChanged 5 SP:Iteration 52Q (4605.230000 sec): 3 clusters Score: Raw -1654942.369488 + Penalty 4602.767481 = -1650339.602007 nChanged 2 SP:Iteration 53Q (4605.270000 sec): 3 clusters Score: Raw -1654942.654810 + Penalty 4602.767481 = -1650339.887329 nChanged 2 SP:Iteration 54Q (4605.320000 sec): 3 clusters Score: Raw -1654942.921183 + Penalty 4602.767481 = -1650340.153702 nChanged 0 SP:Iteration 55F (4605.370000 sec): 3 clusters Score: Raw -1654942.921183 + Penalty 4602.767481 = -1650340.153702 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.380000 sec): 2 clusters Score: Raw -94045.371752 + Penalty 1609.699437 = -92435.672316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.380000 sec): 3 clusters Score: Raw -94006.755740 + Penalty 3219.398873 = -90787.356867 nChanged 129 SP:Iteration 1F (4605.390000 sec): 3 clusters Score: Raw -94287.163927 + Penalty 3219.398873 = -91067.765054 nChanged 45 SP:Iteration 2F (4605.390000 sec): 3 clusters Score: Raw -94557.888068 + Penalty 3219.398873 = -91338.489195 nChanged 38 SP:Iteration 3F (4605.390000 sec): 3 clusters Score: Raw -94809.748359 + Penalty 3219.398873 = -91590.349486 nChanged 34 SP:Iteration 4F (4605.400000 sec): 3 clusters Score: Raw -94939.882443 + Penalty 3219.398873 = -91720.483570 nChanged 21 SP:Iteration 5Q (4605.400000 sec): 3 clusters Score: Raw -94983.256450 + Penalty 3219.398873 = -91763.857577 nChanged 11 SP:Iteration 6Q (4605.400000 sec): 3 clusters Score: Raw -95008.368012 + Penalty 3219.398873 = -91788.969138 nChanged 14 SP:Iteration 7Q (4605.410000 sec): 3 clusters Score: Raw -95047.791838 + Penalty 3219.398873 = -91828.392965 nChanged 13 SP:Iteration 8Q (4605.410000 sec): 3 clusters Score: Raw -95081.840589 + Penalty 3219.398873 = -91862.441716 nChanged 15 SP:Iteration 9Q (4605.410000 sec): 3 clusters Score: Raw -95121.519967 + Penalty 3219.398873 = -91902.121094 nChanged 8 SP:Iteration 10Q (4605.410000 sec): 3 clusters Score: Raw -95147.370491 + Penalty 3219.398873 = -91927.971618 nChanged 8 SP:Iteration 11Q (4605.420000 sec): 3 clusters Score: Raw -95176.593953 + Penalty 3219.398873 = -91957.195080 nChanged 3 SP:Iteration 12Q (4605.420000 sec): 3 clusters Score: Raw -95186.184472 + Penalty 3219.398873 = -91966.785599 nChanged 1 SP:Iteration 13Q (4605.420000 sec): 3 clusters Score: Raw -95187.203876 + Penalty 3219.398873 = -91967.805002 nChanged 1 SP:Iteration 14Q (4605.430000 sec): 3 clusters Score: Raw -95190.141014 + Penalty 3219.398873 = -91970.742141 nChanged 0 SP:Iteration 15F (4605.430000 sec): 3 clusters Score: Raw -95190.141014 + Penalty 3219.398873 = -91970.742141 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.430000 sec): 2 clusters Score: Raw -71783.695609 + Penalty 1563.956271 = -70219.739338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.440000 sec): 3 clusters Score: Raw -71899.646176 + Penalty 3127.912542 = -68771.733634 nChanged 133 SP:Iteration 1F (4605.440000 sec): 3 clusters Score: Raw -72535.114024 + Penalty 3127.912542 = -69407.201482 nChanged 70 SP:Iteration 2F (4605.440000 sec): 3 clusters Score: Raw -72989.951789 + Penalty 3127.912542 = -69862.039246 nChanged 61 SP:Iteration 3F (4605.450000 sec): 3 clusters Score: Raw -73476.498607 + Penalty 3127.912542 = -70348.586064 nChanged 43 SP:Iteration 4F (4605.450000 sec): 3 clusters Score: Raw -73861.272775 + Penalty 3127.912542 = -70733.360233 nChanged 32 SP:Iteration 5F (4605.450000 sec): 3 clusters Score: Raw -74483.223712 + Penalty 3127.912542 = -71355.311169 nChanged 18 SP:Iteration 6Q (4605.450000 sec): 3 clusters Score: Raw -74679.564685 + Penalty 3127.912542 = -71551.652142 nChanged 9 SP:Iteration 7Q (4605.450000 sec): 3 clusters Score: Raw -74787.360015 + Penalty 3127.912542 = -71659.447473 nChanged 4 SP:Iteration 8Q (4605.460000 sec): 3 clusters Score: Raw -74828.512065 + Penalty 3127.912542 = -71700.599523 nChanged 7 SP:Iteration 9Q (4605.460000 sec): 3 clusters Score: Raw -74950.005990 + Penalty 3127.912542 = -71822.093447 nChanged 3 SP:Iteration 10Q (4605.460000 sec): 3 clusters Score: Raw -74967.394295 + Penalty 3127.912542 = -71839.481753 nChanged 0 SP:Iteration 11F (4605.470000 sec): 3 clusters Score: Raw -74967.394295 + Penalty 3127.912542 = -71839.481753 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Iteration 59Q (4616.100000 sec): 35 clusters Score: Raw -94834372.956762 + Penalty 112521.148294 = -94721851.808468 nChanged 1236 Iteration 60F (4654.680000 sec): 35 clusters Score: Raw -94855816.074272 + Penalty 112521.148294 = -94743294.925978 nChanged 2332 Iteration 61Q (4664.090000 sec): 35 clusters Score: Raw -94866236.345719 + Penalty 112521.148294 = -94753715.197425 nChanged 1560 Iteration 62Q (4673.470000 sec): 35 clusters Score: Raw -94867979.494087 + Penalty 112521.148294 = -94755458.345793 nChanged 1308 Iteration 63Q (4682.860000 sec): 35 clusters Score: Raw -94869362.624128 + Penalty 112521.148294 = -94756841.475834 nChanged 1062 Iteration 64Q (4692.220000 sec): 35 clusters Score: Raw -94869791.398155 + Penalty 112521.148294 = -94757270.249861 nChanged 874 Iteration 65Q (4701.560000 sec): 35 clusters Score: Raw -94870046.500903 + Penalty 112521.148294 = -94757525.352609 nChanged 739 Iteration 66Q (4710.890000 sec): 35 clusters Score: Raw -94870236.989548 + Penalty 112521.148294 = -94757715.841254 nChanged 652 Iteration 67Q (4720.230000 sec): 35 clusters Score: Raw -94870390.690575 + Penalty 112521.148294 = -94757869.542281 nChanged 579 Iteration 68Q (4729.560000 sec): 35 clusters Score: Raw -94870516.548788 + Penalty 112521.148294 = -94757995.400495 nChanged 546 Iteration 69Q (4738.880000 sec): 35 clusters Score: Raw -94870631.608419 + Penalty 112521.148294 = -94758110.460125 nChanged 505 Iteration 70Q (4748.210000 sec): 35 clusters Score: Raw -94870737.081174 + Penalty 112521.148294 = -94758215.932880 nChanged 512 Iteration 71Q (4757.530000 sec): 35 clusters Score: Raw -94870835.889508 + Penalty 112521.148294 = -94758314.741214 nChanged 496 Iteration 72Q (4766.830000 sec): 35 clusters Score: Raw -94870932.554825 + Penalty 112521.148294 = -94758411.406531 nChanged 523 Iteration 73Q (4776.150000 sec): 35 clusters Score: Raw -94871034.896793 + Penalty 112521.148294 = -94758513.748499 nChanged 528 Iteration 74Q (4785.480000 sec): 35 clusters Score: Raw -94871134.351979 + Penalty 112521.148294 = -94758613.203685 nChanged 508 Iteration 75Q (4794.820000 sec): 35 clusters Score: Raw -94871227.066094 + Penalty 112521.148294 = -94758705.917800 nChanged 488 Iteration 76Q (4804.150000 sec): 35 clusters Score: Raw -94871315.391338 + Penalty 112521.148294 = -94758794.243044 nChanged 443 Iteration 77Q (4813.460000 sec): 35 clusters Score: Raw -94871389.906818 + Penalty 112521.148294 = -94758868.758524 nChanged 424 Iteration 78Q (4822.750000 sec): 35 clusters Score: Raw -94871458.182338 + Penalty 112521.148294 = -94758937.034044 nChanged 405 Iteration 79Q (4832.020000 sec): 35 clusters Score: Raw -94871523.481134 + Penalty 112521.148294 = -94759002.332840 nChanged 395 Iteration 80F (4870.890000 sec): 35 clusters Score: Raw -94886614.696387 + Penalty 112521.148294 = -94774093.548093 nChanged 711 Iteration 81Q (4880.300000 sec): 35 clusters Score: Raw -94895499.756901 + Penalty 112521.148294 = -94782978.608607 nChanged 493 Iteration 82Q (4889.730000 sec): 35 clusters Score: Raw -94895662.990616 + Penalty 112521.148294 = -94783141.842322 nChanged 501 Iteration 83Q (4899.150000 sec): 35 clusters Score: Raw -94895754.740349 + Penalty 112521.148294 = -94783233.592055 nChanged 466 Iteration 84Q (4908.570000 sec): 35 clusters Score: Raw -94895839.477755 + Penalty 112521.148294 = -94783318.329461 nChanged 403 Iteration 85Q (4918.000000 sec): 35 clusters Score: Raw -94895914.024281 + Penalty 112521.148294 = -94783392.875987 nChanged 365 Iteration 86Q (4927.420000 sec): 35 clusters Score: Raw -94895971.595670 + Penalty 112521.148294 = -94783450.447376 nChanged 348 Iteration 87Q (4936.850000 sec): 35 clusters Score: Raw -94896024.647226 + Penalty 112521.148294 = -94783503.498932 nChanged 345 Iteration 88Q (4946.290000 sec): 35 clusters Score: Raw -94896069.386960 + Penalty 112521.148294 = -94783548.238666 nChanged 289 Iteration 89Q (4955.730000 sec): 35 clusters Score: Raw -94896103.715897 + Penalty 112521.148294 = -94783582.567604 nChanged 243 Iteration 90Q (4965.130000 sec): 35 clusters Score: Raw -94896129.699074 + Penalty 112521.148294 = -94783608.550780 nChanged 224 Iteration 91Q (4974.530000 sec): 35 clusters Score: Raw -94896156.386368 + Penalty 112521.148294 = -94783635.238074 nChanged 203 Iteration 92Q (4983.920000 sec): 35 clusters Score: Raw -94896183.350665 + Penalty 112521.148294 = -94783662.202371 nChanged 182 Iteration 93Q (4993.320000 sec): 35 clusters Score: Raw -94896203.503416 + Penalty 112521.148294 = -94783682.355122 nChanged 155 Iteration 94Q (5002.710000 sec): 35 clusters Score: Raw -94896218.134993 + Penalty 112521.148294 = -94783696.986699 nChanged 134 Iteration 95Q (5012.100000 sec): 35 clusters Score: Raw -94896229.121268 + Penalty 112521.148294 = -94783707.972974 nChanged 120 Iteration 96Q (5021.420000 sec): 35 clusters Score: Raw -94896241.610382 + Penalty 112521.148294 = -94783720.462088 nChanged 130 Iteration 97Q (5030.760000 sec): 35 clusters Score: Raw -94896254.563886 + Penalty 112521.148294 = -94783733.415592 nChanged 132 Iteration 98Q (5040.100000 sec): 35 clusters Score: Raw -94896267.098572 + Penalty 112521.148294 = -94783745.950278 nChanged 120 Writing temp clu file Because OldScore, -94783733.415592, is greater than current (better) Score,-94783745.950278 Compute initial score before splitting: Score: Raw -94896267.098572 + Penalty 112521.148294 = -94783745.950278 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5040.240000 sec): 2 clusters Score: Raw -179962.788963 + Penalty 1787.916384 = -178174.872579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5040.250000 sec): 3 clusters Score: Raw -179698.749485 + Penalty 3575.832767 = -176122.916718 nChanged 422 SP:Iteration 1F (5040.260000 sec): 3 clusters Score: Raw -180518.799419 + Penalty 3575.832767 = -176942.966652 nChanged 164 SP:Iteration 2F (5040.270000 sec): 3 clusters Score: Raw -181117.289532 + Penalty 3575.832767 = -177541.456765 nChanged 132 SP:Iteration 3F (5040.270000 sec): 3 clusters Score: Raw -181524.189282 + Penalty 3575.832767 = -177948.356514 nChanged 92 SP:Iteration 4F (5040.280000 sec): 3 clusters Score: Raw -181849.634992 + Penalty 3575.832767 = -178273.802225 nChanged 79 SP:Iteration 5F (5040.290000 sec): 3 clusters Score: Raw -182185.016934 + Penalty 3575.832767 = -178609.184166 nChanged 53 SP:Iteration 6Q (5040.290000 sec): 3 clusters Score: Raw -182329.862929 + Penalty 3575.832767 = -178754.030162 nChanged 38 SP:Iteration 7Q (5040.300000 sec): 3 clusters Score: Raw -182513.268362 + Penalty 3575.832767 = -178937.435594 nChanged 40 SP:Iteration 8Q (5040.300000 sec): 3 clusters Score: Raw -182695.791605 + Penalty 3575.832767 = -179119.958838 nChanged 39 SP:Iteration 9Q (5040.310000 sec): 3 clusters Score: Raw -182932.843662 + Penalty 3575.832767 = -179357.010894 nChanged 15 SP:Iteration 10Q (5040.310000 sec): 3 clusters Score: Raw -182987.252277 + Penalty 3575.832767 = -179411.419510 nChanged 6 SP:Iteration 11Q (5040.320000 sec): 3 clusters Score: Raw -183003.239609 + Penalty 3575.832767 = -179427.406842 nChanged 1 SP:Iteration 12Q (5040.320000 sec): 3 clusters Score: Raw -183004.532117 + Penalty 3575.832767 = -179428.699349 nChanged 1 SP:Iteration 13Q (5040.330000 sec): 3 clusters Score: Raw -183005.664773 + Penalty 3575.832767 = -179429.832005 nChanged 1 SP:Iteration 14Q (5040.330000 sec): 3 clusters Score: Raw -183006.360493 + Penalty 3575.832767 = -179430.527726 nChanged 0 SP:Iteration 15F (5040.340000 sec): 3 clusters Score: Raw -183008.783300 + Penalty 3575.832767 = -179432.950533 nChanged 1 SP:Iteration 16Q (5040.340000 sec): 3 clusters Score: Raw -183014.652310 + Penalty 3575.832767 = -179438.819543 nChanged 4 SP:Iteration 17Q (5040.350000 sec): 3 clusters Score: Raw -183030.063731 + Penalty 3575.832767 = -179454.230963 nChanged 5 SP:Iteration 18Q (5040.350000 sec): 3 clusters Score: Raw -183060.811124 + Penalty 3575.832767 = -179484.978357 nChanged 4 SP:Iteration 19Q (5040.360000 sec): 3 clusters Score: Raw -183123.000827 + Penalty 3575.832767 = -179547.168060 nChanged 6 SP:Iteration 20F (5040.360000 sec): 3 clusters Score: Raw -183273.327860 + Penalty 3575.832767 = -179697.495093 nChanged 3 SP:Iteration 21Q (5040.370000 sec): 3 clusters Score: Raw -183336.575790 + Penalty 3575.832767 = -179760.743023 nChanged 0 SP:Iteration 22F (5040.380000 sec): 3 clusters Score: Raw -183336.575790 + Penalty 3575.832767 = -179760.743023 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5040.990000 sec): 2 clusters Score: Raw -20686151.359655 + Penalty 2925.311921 = -20683226.047734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5041.680000 sec): 3 clusters Score: Raw -20600515.285228 + Penalty 5850.623841 = -20594664.661386 nChanged 63276 SP:Iteration 1F (5042.370000 sec): 3 clusters Score: Raw -20638140.764451 + Penalty 5850.623841 = -20632290.140609 nChanged 6413 SP:Iteration 2Q (5043.080000 sec): 3 clusters Score: Raw -20640763.635909 + Penalty 5850.623841 = -20634913.012068 nChanged 7734 SP:Iteration 3F (5043.760000 sec): 3 clusters Score: Raw -20644870.529941 + Penalty 5850.623841 = -20639019.906100 nChanged 9307 SP:Iteration 4F (5044.450000 sec): 3 clusters Score: Raw -20650749.904271 + Penalty 5850.623841 = -20644899.280429 nChanged 10096 SP:Iteration 5F (5045.140000 sec): 3 clusters Score: Raw -20657805.261822 + Penalty 5850.623841 = -20651954.637981 nChanged 9573 SP:Iteration 6F (5045.820000 sec): 3 clusters Score: Raw -20664612.664123 + Penalty 5850.623841 = -20658762.040281 nChanged 8087 SP:Iteration 7F (5046.510000 sec): 3 clusters Score: Raw -20670392.710585 + Penalty 5850.623841 = -20664542.086744 nChanged 6375 SP:Iteration 8Q (5047.200000 sec): 3 clusters Score: Raw -20674870.477725 + Penalty 5850.623841 = -20669019.853884 nChanged 5017 SP:Iteration 9Q (5047.910000 sec): 3 clusters Score: Raw -20678359.118597 + Penalty 5850.623841 = -20672508.494756 nChanged 3842 SP:Iteration 10Q (5048.610000 sec): 3 clusters Score: Raw -20680999.393094 + Penalty 5850.623841 = -20675148.769253 nChanged 2791 SP:Iteration 11Q (5049.280000 sec): 3 clusters Score: Raw -20682933.089582 + Penalty 5850.623841 = -20677082.465740 nChanged 1909 SP:Iteration 12Q (5049.930000 sec): 3 clusters Score: Raw -20684259.874275 + Penalty 5850.623841 = -20678409.250434 nChanged 1241 SP:Iteration 13Q (5050.540000 sec): 3 clusters Score: Raw -20685126.184551 + Penalty 5850.623841 = -20679275.560710 nChanged 725 SP:Iteration 14Q (5051.100000 sec): 3 clusters Score: Raw -20685653.466178 + Penalty 5850.623841 = -20679802.842336 nChanged 424 SP:Iteration 15Q (5051.650000 sec): 3 clusters Score: Raw -20685963.907859 + Penalty 5850.623841 = -20680113.284018 nChanged 311 SP:Iteration 16Q (5052.170000 sec): 3 clusters Score: Raw -20686216.926258 + Penalty 5850.623841 = -20680366.302416 nChanged 230 SP:Iteration 17Q (5052.680000 sec): 3 clusters Score: Raw -20686410.051208 + Penalty 5850.623841 = -20680559.427367 nChanged 168 SP:Iteration 18Q (5053.180000 sec): 3 clusters Score: Raw -20686534.159292 + Penalty 5850.623841 = -20680683.535450 nChanged 111 SP:Iteration 19Q (5053.680000 sec): 3 clusters Score: Raw -20686603.722216 + Penalty 5850.623841 = -20680753.098375 nChanged 85 SP:Iteration 20F (5054.350000 sec): 3 clusters Score: Raw -20686653.131506 + Penalty 5850.623841 = -20680802.507665 nChanged 61 SP:Iteration 21Q (5054.840000 sec): 3 clusters Score: Raw -20686688.553026 + Penalty 5850.623841 = -20680837.929185 nChanged 52 SP:Iteration 22Q (5055.320000 sec): 3 clusters Score: Raw -20686721.897937 + Penalty 5850.623841 = -20680871.274095 nChanged 44 SP:Iteration 23Q (5055.810000 sec): 3 clusters Score: Raw -20686751.996089 + Penalty 5850.623841 = -20680901.372247 nChanged 41 SP:Iteration 24Q (5056.300000 sec): 3 clusters Score: Raw -20686778.571031 + Penalty 5850.623841 = -20680927.947189 nChanged 45 SP:Iteration 25Q (5056.780000 sec): 3 clusters Score: Raw -20686804.130877 + Penalty 5850.623841 = -20680953.507036 nChanged 41 SP:Iteration 26Q (5057.270000 sec): 3 clusters Score: Raw -20686826.888545 + Penalty 5850.623841 = -20680976.264704 nChanged 41 SP:Iteration 27Q (5057.750000 sec): 3 clusters Score: Raw -20686849.505094 + Penalty 5850.623841 = -20680998.881253 nChanged 35 SP:Iteration 28Q (5058.240000 sec): 3 clusters Score: Raw -20686866.057495 + Penalty 5850.623841 = -20681015.433654 nChanged 29 SP:Iteration 29Q (5058.720000 sec): 3 clusters Score: Raw -20686878.874334 + Penalty 5850.623841 = -20681028.250492 nChanged 28 SP:Iteration 30Q (5059.200000 sec): 3 clusters Score: Raw -20686893.003787 + Penalty 5850.623841 = -20681042.379946 nChanged 30 SP:Iteration 31Q (5059.680000 sec): 3 clusters Score: Raw -20686908.103554 + Penalty 5850.623841 = -20681057.479713 nChanged 29 SP:Iteration 32Q (5060.160000 sec): 3 clusters Score: Raw -20686922.691209 + Penalty 5850.623841 = -20681072.067368 nChanged 22 SP:Iteration 33Q (5060.650000 sec): 3 clusters Score: Raw -20686933.310951 + Penalty 5850.623841 = -20681082.687110 nChanged 21 SP:Iteration 34Q (5061.130000 sec): 3 clusters Score: Raw -20686945.618728 + Penalty 5850.623841 = -20681094.994886 nChanged 22 SP:Iteration 35Q (5061.610000 sec): 3 clusters Score: Raw -20686960.554590 + Penalty 5850.623841 = -20681109.930749 nChanged 21 SP:Iteration 36Q (5062.090000 sec): 3 clusters Score: Raw -20686971.425215 + Penalty 5850.623841 = -20681120.801374 nChanged 23 SP:Iteration 37Q (5062.570000 sec): 3 clusters Score: Raw -20686985.408278 + Penalty 5850.623841 = -20681134.784436 nChanged 30 SP:Iteration 38Q (5063.050000 sec): 3 clusters Score: Raw -20687000.495739 + Penalty 5850.623841 = -20681149.871897 nChanged 18 SP:Iteration 39Q (5063.530000 sec): 3 clusters Score: Raw -20687007.219976 + Penalty 5850.623841 = -20681156.596134 nChanged 13 SP:Iteration 40F (5064.210000 sec): 3 clusters Score: Raw -20687012.780543 + Penalty 5850.623841 = -20681162.156702 nChanged 11 SP:Iteration 41Q (5064.690000 sec): 3 clusters Score: Raw -20687016.070731 + Penalty 5850.623841 = -20681165.446890 nChanged 9 SP:Iteration 42Q (5065.170000 sec): 3 clusters Score: Raw -20687018.550911 + Penalty 5850.623841 = -20681167.927070 nChanged 7 SP:Iteration 43Q (5065.650000 sec): 3 clusters Score: Raw -20687020.114880 + Penalty 5850.623841 = -20681169.491039 nChanged 2 SP:Iteration 44Q (5066.140000 sec): 3 clusters Score: Raw -20687020.677026 + Penalty 5850.623841 = -20681170.053184 nChanged 2 SP:Iteration 45Q (5066.630000 sec): 3 clusters Score: Raw -20687021.072857 + Penalty 5850.623841 = -20681170.449015 nChanged 1 SP:Iteration 46Q (5067.110000 sec): 3 clusters Score: Raw -20687021.428682 + Penalty 5850.623841 = -20681170.804841 nChanged 0 SP:Iteration 47F (5067.780000 sec): 3 clusters Score: Raw -20687021.428682 + Penalty 5850.623841 = -20681170.804841 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5067.860000 sec): 2 clusters Score: Raw -82821.552529 + Penalty 1566.656842 = -81254.895687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5067.860000 sec): 3 clusters Score: Raw -82800.735123 + Penalty 3133.313685 = -79667.421438 nChanged 104 SP:Iteration 1F (5067.870000 sec): 3 clusters Score: Raw -82986.987100 + Penalty 3133.313685 = -79853.673416 nChanged 37 SP:Iteration 2F (5067.870000 sec): 3 clusters Score: Raw -83083.362221 + Penalty 3133.313685 = -79950.048537 nChanged 14 SP:Iteration 3Q (5067.870000 sec): 3 clusters Score: Raw -83158.735072 + Penalty 3133.313685 = -80025.421387 nChanged 17 SP:Iteration 4Q (5067.870000 sec): 3 clusters Score: Raw -83276.176412 + Penalty 3133.313685 = -80142.862728 nChanged 17 SP:Iteration 5Q (5067.870000 sec): 3 clusters Score: Raw -83421.189487 + Penalty 3133.313685 = -80287.875803 nChanged 13 SP:Iteration 6Q (5067.880000 sec): 3 clusters Score: Raw -83454.874885 + Penalty 3133.313685 = -80321.561200 nChanged 14 SP:Iteration 7Q (5067.880000 sec): 3 clusters Score: Raw -83498.931707 + Penalty 3133.313685 = -80365.618022 nChanged 11 SP:Iteration 8Q (5067.880000 sec): 3 clusters Score: Raw -83537.248139 + Penalty 3133.313685 = -80403.934454 nChanged 15 SP:Iteration 9Q (5067.890000 sec): 3 clusters Score: Raw -83608.028139 + Penalty 3133.313685 = -80474.714454 nChanged 20 SP:Iteration 10Q (5067.890000 sec): 3 clusters Score: Raw -83679.212482 + Penalty 3133.313685 = -80545.898797 nChanged 12 SP:Iteration 11Q (5067.890000 sec): 3 clusters Score: Raw -83753.501814 + Penalty 3133.313685 = -80620.188130 nChanged 22 SP:Iteration 12Q (5067.890000 sec): 3 clusters Score: Raw -83862.897630 + Penalty 3133.313685 = -80729.583945 nChanged 22 SP:Iteration 13Q (5067.890000 sec): 3 clusters Score: Raw -84040.395313 + Penalty 3133.313685 = -80907.081628 nChanged 26 SP:Iteration 14Q (5067.900000 sec): 3 clusters Score: Raw -84308.455203 + Penalty 3133.313685 = -81175.141519 nChanged 10 SP:Iteration 15Q (5067.900000 sec): 3 clusters Score: Raw -84464.818494 + Penalty 3133.313685 = -81331.504810 nChanged 2 SP:Iteration 16Q (5067.900000 sec): 3 clusters Score: Raw -84479.558109 + Penalty 3133.313685 = -81346.244424 nChanged 0 SP:Iteration 17F (5067.900000 sec): 3 clusters Score: Raw -84479.558109 + Penalty 3133.313685 = -81346.244424 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5067.920000 sec): 2 clusters Score: Raw -141928.345305 + Penalty 1739.227916 = -140189.117389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5067.920000 sec): 3 clusters Score: Raw -141801.696242 + Penalty 3478.455832 = -138323.240410 nChanged 354 SP:Iteration 1F (5067.930000 sec): 3 clusters Score: Raw -142951.712989 + Penalty 3478.455832 = -139473.257157 nChanged 174 SP:Iteration 2F (5067.930000 sec): 3 clusters Score: Raw -144182.454740 + Penalty 3478.455832 = -140703.998908 nChanged 119 SP:Iteration 3F (5067.940000 sec): 3 clusters Score: Raw -145895.587719 + Penalty 3478.455832 = -142417.131888 nChanged 59 SP:Iteration 4F (5067.950000 sec): 3 clusters Score: Raw -146864.477883 + Penalty 3478.455832 = -143386.022052 nChanged 43 SP:Iteration 5Q (5067.950000 sec): 3 clusters Score: Raw -147468.659845 + Penalty 3478.455832 = -143990.204013 nChanged 28 SP:Iteration 6Q (5067.950000 sec): 3 clusters Score: Raw -147956.873560 + Penalty 3478.455832 = -144478.417728 nChanged 28 SP:Iteration 7Q (5067.960000 sec): 3 clusters Score: Raw -148298.314194 + Penalty 3478.455832 = -144819.858363 nChanged 32 SP:Iteration 8Q (5067.960000 sec): 3 clusters Score: Raw -148732.796820 + Penalty 3478.455832 = -145254.340988 nChanged 28 SP:Iteration 9Q (5067.970000 sec): 3 clusters Score: Raw -149229.964773 + Penalty 3478.455832 = -145751.508942 nChanged 13 SP:Iteration 10Q (5067.970000 sec): 3 clusters Score: Raw -149518.661909 + Penalty 3478.455832 = -146040.206077 nChanged 8 SP:Iteration 11Q (5067.970000 sec): 3 clusters Score: Raw -150554.601625 + Penalty 3478.455832 = -147076.145794 nChanged 1 SP:Iteration 12Q (5067.970000 sec): 3 clusters Score: Raw -150558.138571 + Penalty 3478.455832 = -147079.682740 nChanged 2 SP:Iteration 13Q (5067.980000 sec): 3 clusters Score: Raw -150580.929515 + Penalty 3478.455832 = -147102.473683 nChanged 2 SP:Iteration 14Q (5067.980000 sec): 3 clusters Score: Raw -150591.870944 + Penalty 3478.455832 = -147113.415112 nChanged 1 SP:Iteration 15Q (5067.990000 sec): 3 clusters Score: Raw -150605.341832 + Penalty 3478.455832 = -147126.886000 nChanged 1 SP:Iteration 16Q (5067.990000 sec): 3 clusters Score: Raw -150643.278816 + Penalty 3478.455832 = -147164.822985 nChanged 3 SP:Iteration 17Q (5067.990000 sec): 3 clusters Score: Raw -150672.534451 + Penalty 3478.455832 = -147194.078619 nChanged 2 SP:Iteration 18Q (5068.000000 sec): 3 clusters Score: Raw -150717.837291 + Penalty 3478.455832 = -147239.381460 nChanged 2 SP:Iteration 19Q (5068.000000 sec): 3 clusters Score: Raw -150743.773892 + Penalty 3478.455832 = -147265.318060 nChanged 1 SP:Iteration 20F (5068.010000 sec): 3 clusters Score: Raw -150893.702777 + Penalty 3478.455832 = -147415.246945 nChanged 13 SP:Iteration 21Q (5068.010000 sec): 3 clusters Score: Raw -151618.269489 + Penalty 3478.455832 = -148139.813657 nChanged 2 SP:Iteration 22Q (5068.010000 sec): 3 clusters Score: Raw -152428.744093 + Penalty 3478.455832 = -148950.288261 nChanged 0 SP:Iteration 23F (5068.020000 sec): 3 clusters Score: Raw -152428.744093 + Penalty 3478.455832 = -148950.288261 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (6950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5068.070000 sec): 2 clusters Score: Raw -1021046.005604 + Penalty 2193.931241 = -1018852.074364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5068.100000 sec): 3 clusters Score: Raw -1017510.140479 + Penalty 4387.862482 = -1013122.277997 nChanged 2795 SP:Iteration 1F (5068.140000 sec): 3 clusters Score: Raw -1019140.795519 + Penalty 4387.862482 = -1014752.933037 nChanged 558 SP:Iteration 2F (5068.170000 sec): 3 clusters Score: Raw -1019579.203131 + Penalty 4387.862482 = -1015191.340649 nChanged 476 SP:Iteration 3F (5068.200000 sec): 3 clusters Score: Raw -1019954.531134 + Penalty 4387.862482 = -1015566.668653 nChanged 378 SP:Iteration 4F (5068.240000 sec): 3 clusters Score: Raw -1020230.322293 + Penalty 4387.862482 = -1015842.459812 nChanged 350 SP:Iteration 5F (5068.270000 sec): 3 clusters Score: Raw -1020464.883829 + Penalty 4387.862482 = -1016077.021348 nChanged 305 SP:Iteration 6Q (5068.310000 sec): 3 clusters Score: Raw -1020665.773860 + Penalty 4387.862482 = -1016277.911379 nChanged 257 SP:Iteration 7Q (5068.340000 sec): 3 clusters Score: Raw -1020843.632811 + Penalty 4387.862482 = -1016455.770330 nChanged 265 SP:Iteration 8Q (5068.380000 sec): 3 clusters Score: Raw -1021038.536364 + Penalty 4387.862482 = -1016650.673882 nChanged 279 SP:Iteration 9Q (5068.410000 sec): 3 clusters Score: Raw -1021216.679391 + Penalty 4387.862482 = -1016828.816910 nChanged 232 SP:Iteration 10Q (5068.440000 sec): 3 clusters Score: Raw -1021372.706599 + Penalty 4387.862482 = -1016984.844118 nChanged 209 SP:Iteration 11Q (5068.480000 sec): 3 clusters Score: Raw -1021504.683966 + Penalty 4387.862482 = -1017116.821485 nChanged 194 SP:Iteration 12Q (5068.510000 sec): 3 clusters Score: Raw -1021647.965269 + Penalty 4387.862482 = -1017260.102787 nChanged 176 SP:Iteration 13Q (5068.540000 sec): 3 clusters Score: Raw -1021776.484191 + Penalty 4387.862482 = -1017388.621710 nChanged 181 SP:Iteration 14Q (5068.580000 sec): 3 clusters Score: Raw -1021908.182238 + Penalty 4387.862482 = -1017520.319756 nChanged 149 SP:Iteration 15Q (5068.610000 sec): 3 clusters Score: Raw -1022001.604069 + Penalty 4387.862482 = -1017613.741588 nChanged 117 SP:Iteration 16Q (5068.640000 sec): 3 clusters Score: Raw -1022057.994505 + Penalty 4387.862482 = -1017670.132023 nChanged 89 SP:Iteration 17Q (5068.680000 sec): 3 clusters Score: Raw -1022092.469143 + Penalty 4387.862482 = -1017704.606662 nChanged 59 SP:Iteration 18Q (5068.710000 sec): 3 clusters Score: Raw -1022113.877192 + Penalty 4387.862482 = -1017726.014710 nChanged 43 SP:Iteration 19Q (5068.740000 sec): 3 clusters Score: Raw -1022127.457490 + Penalty 4387.862482 = -1017739.595008 nChanged 25 SP:Iteration 20F (5068.770000 sec): 3 clusters Score: Raw -1022134.489884 + Penalty 4387.862482 = -1017746.627403 nChanged 24 SP:Iteration 21Q (5068.800000 sec): 3 clusters Score: Raw -1022142.985897 + Penalty 4387.862482 = -1017755.123415 nChanged 25 SP:Iteration 22Q (5068.840000 sec): 3 clusters Score: Raw -1022149.965454 + Penalty 4387.862482 = -1017762.102972 nChanged 18 SP:Iteration 23Q (5068.870000 sec): 3 clusters Score: Raw -1022154.094586 + Penalty 4387.862482 = -1017766.232105 nChanged 13 SP:Iteration 24Q (5068.900000 sec): 3 clusters Score: Raw -1022157.871089 + Penalty 4387.862482 = -1017770.008607 nChanged 19 SP:Iteration 25Q (5068.930000 sec): 3 clusters Score: Raw -1022162.255590 + Penalty 4387.862482 = -1017774.393109 nChanged 16 SP:Iteration 26Q (5068.960000 sec): 3 clusters Score: Raw -1022166.112819 + Penalty 4387.862482 = -1017778.250338 nChanged 10 SP:Iteration 27Q (5069.000000 sec): 3 clusters Score: Raw -1022168.908412 + Penalty 4387.862482 = -1017781.045931 nChanged 10 SP:Iteration 28Q (5069.030000 sec): 3 clusters Score: Raw -1022170.396171 + Penalty 4387.862482 = -1017782.533690 nChanged 8 SP:Iteration 29Q (5069.060000 sec): 3 clusters Score: Raw -1022171.691930 + Penalty 4387.862482 = -1017783.829449 nChanged 9 SP:Iteration 30Q (5069.090000 sec): 3 clusters Score: Raw -1022173.999639 + Penalty 4387.862482 = -1017786.137158 nChanged 5 SP:Iteration 31Q (5069.120000 sec): 3 clusters Score: Raw -1022174.978176 + Penalty 4387.862482 = -1017787.115695 nChanged 2 SP:Iteration 32Q (5069.160000 sec): 3 clusters Score: Raw -1022175.244196 + Penalty 4387.862482 = -1017787.381715 nChanged 2 SP:Iteration 33Q (5069.190000 sec): 3 clusters Score: Raw -1022175.560006 + Penalty 4387.862482 = -1017787.697525 nChanged 0 SP:Iteration 34F (5069.220000 sec): 3 clusters Score: Raw -1022175.560006 + Penalty 4387.862482 = -1017787.697525 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5069.240000 sec): 2 clusters Score: Raw -664589.916610 + Penalty 2088.656745 = -662501.259865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5069.270000 sec): 3 clusters Score: Raw -662471.345982 + Penalty 4177.313490 = -658294.032492 nChanged 1688 SP:Iteration 1F (5069.290000 sec): 3 clusters Score: Raw -663485.845241 + Penalty 4177.313490 = -659308.531751 nChanged 370 SP:Iteration 2F (5069.310000 sec): 3 clusters Score: Raw -663735.405329 + Penalty 4177.313490 = -659558.091838 nChanged 254 SP:Iteration 3F (5069.340000 sec): 3 clusters Score: Raw -663920.921798 + Penalty 4177.313490 = -659743.608308 nChanged 220 SP:Iteration 4Q (5069.360000 sec): 3 clusters Score: Raw -664074.848867 + Penalty 4177.313490 = -659897.535377 nChanged 180 SP:Iteration 5Q (5069.380000 sec): 3 clusters Score: Raw -664199.781027 + Penalty 4177.313490 = -660022.467537 nChanged 153 SP:Iteration 6Q (5069.400000 sec): 3 clusters Score: Raw -664303.451869 + Penalty 4177.313490 = -660126.138379 nChanged 137 SP:Iteration 7Q (5069.420000 sec): 3 clusters Score: Raw -664404.245913 + Penalty 4177.313490 = -660226.932422 nChanged 123 SP:Iteration 8Q (5069.450000 sec): 3 clusters Score: Raw -664475.678738 + Penalty 4177.313490 = -660298.365248 nChanged 91 SP:Iteration 9Q (5069.470000 sec): 3 clusters Score: Raw -664523.384965 + Penalty 4177.313490 = -660346.071475 nChanged 75 SP:Iteration 10Q (5069.490000 sec): 3 clusters Score: Raw -664564.955691 + Penalty 4177.313490 = -660387.642200 nChanged 54 SP:Iteration 11Q (5069.520000 sec): 3 clusters Score: Raw -664593.103197 + Penalty 4177.313490 = -660415.789707 nChanged 55 SP:Iteration 12Q (5069.540000 sec): 3 clusters Score: Raw -664617.905464 + Penalty 4177.313490 = -660440.591974 nChanged 34 SP:Iteration 13Q (5069.560000 sec): 3 clusters Score: Raw -664630.908400 + Penalty 4177.313490 = -660453.594910 nChanged 24 SP:Iteration 14Q (5069.580000 sec): 3 clusters Score: Raw -664641.072414 + Penalty 4177.313490 = -660463.758924 nChanged 24 SP:Iteration 15Q (5069.600000 sec): 3 clusters Score: Raw -664649.979648 + Penalty 4177.313490 = -660472.666157 nChanged 21 SP:Iteration 16Q (5069.620000 sec): 3 clusters Score: Raw -664659.212950 + Penalty 4177.313490 = -660481.899460 nChanged 24 SP:Iteration 17Q (5069.650000 sec): 3 clusters Score: Raw -664668.016731 + Penalty 4177.313490 = -660490.703240 nChanged 20 SP:Iteration 18Q (5069.670000 sec): 3 clusters Score: Raw -664676.227812 + Penalty 4177.313490 = -660498.914321 nChanged 23 SP:Iteration 19Q (5069.690000 sec): 3 clusters Score: Raw -664685.171324 + Penalty 4177.313490 = -660507.857834 nChanged 22 SP:Iteration 20F (5069.710000 sec): 3 clusters Score: Raw -664697.056221 + Penalty 4177.313490 = -660519.742730 nChanged 30 SP:Iteration 21Q (5069.740000 sec): 3 clusters Score: Raw -664710.573250 + Penalty 4177.313490 = -660533.259760 nChanged 26 SP:Iteration 22Q (5069.760000 sec): 3 clusters Score: Raw -664722.095346 + Penalty 4177.313490 = -660544.781855 nChanged 24 SP:Iteration 23Q (5069.780000 sec): 3 clusters Score: Raw -664732.132344 + Penalty 4177.313490 = -660554.818854 nChanged 20 SP:Iteration 24Q (5069.800000 sec): 3 clusters Score: Raw -664738.679908 + Penalty 4177.313490 = -660561.366417 nChanged 18 SP:Iteration 25Q (5069.820000 sec): 3 clusters Score: Raw -664746.375126 + Penalty 4177.313490 = -660569.061636 nChanged 21 SP:Iteration 26Q (5069.840000 sec): 3 clusters Score: Raw -664754.222541 + Penalty 4177.313490 = -660576.909051 nChanged 21 SP:Iteration 27Q (5069.860000 sec): 3 clusters Score: Raw -664761.625356 + Penalty 4177.313490 = -660584.311866 nChanged 10 SP:Iteration 28Q (5069.890000 sec): 3 clusters Score: Raw -664764.101729 + Penalty 4177.313490 = -660586.788239 nChanged 10 SP:Iteration 29Q (5069.910000 sec): 3 clusters Score: Raw -664767.717782 + Penalty 4177.313490 = -660590.404291 nChanged 16 SP:Iteration 30Q (5069.930000 sec): 3 clusters Score: Raw -664773.663000 + Penalty 4177.313490 = -660596.349509 nChanged 11 SP:Iteration 31Q (5069.950000 sec): 3 clusters Score: Raw -664778.149639 + Penalty 4177.313490 = -660600.836149 nChanged 10 SP:Iteration 32Q (5069.980000 sec): 3 clusters Score: Raw -664781.975785 + Penalty 4177.313490 = -660604.662294 nChanged 10 SP:Iteration 33Q (5070.000000 sec): 3 clusters Score: Raw -664785.583512 + Penalty 4177.313490 = -660608.270022 nChanged 5 SP:Iteration 34Q (5070.020000 sec): 3 clusters Score: Raw -664787.249973 + Penalty 4177.313490 = -660609.936482 nChanged 9 SP:Iteration 35Q (5070.040000 sec): 3 clusters Score: Raw -664790.169342 + Penalty 4177.313490 = -660612.855852 nChanged 9 SP:Iteration 36Q (5070.060000 sec): 3 clusters Score: Raw -664793.897682 + Penalty 4177.313490 = -660616.584192 nChanged 13 SP:Iteration 37Q (5070.080000 sec): 3 clusters Score: Raw -664797.980477 + Penalty 4177.313490 = -660620.666986 nChanged 10 SP:Iteration 38Q (5070.100000 sec): 3 clusters Score: Raw -664802.287028 + Penalty 4177.313490 = -660624.973538 nChanged 11 SP:Iteration 39Q (5070.130000 sec): 3 clusters Score: Raw -664806.073791 + Penalty 4177.313490 = -660628.760301 nChanged 11 SP:Iteration 40F (5070.150000 sec): 3 clusters Score: Raw -664809.853263 + Penalty 4177.313490 = -660632.539773 nChanged 13 SP:Iteration 41Q (5070.170000 sec): 3 clusters Score: Raw -664814.898364 + Penalty 4177.313490 = -660637.584874 nChanged 15 SP:Iteration 42Q (5070.190000 sec): 3 clusters Score: Raw -664819.549373 + Penalty 4177.313490 = -660642.235883 nChanged 17 SP:Iteration 43Q (5070.220000 sec): 3 clusters Score: Raw -664825.988945 + Penalty 4177.313490 = -660648.675455 nChanged 21 SP:Iteration 44Q (5070.240000 sec): 3 clusters Score: Raw -664833.461848 + Penalty 4177.313490 = -660656.148358 nChanged 18 SP:Iteration 45Q (5070.260000 sec): 3 clusters Score: Raw -664840.165978 + Penalty 4177.313490 = -660662.852488 nChanged 19 SP:Iteration 46Q (5070.280000 sec): 3 clusters Score: Raw -664845.756973 + Penalty 4177.313490 = -660668.443482 nChanged 16 SP:Iteration 47Q (5070.300000 sec): 3 clusters Score: Raw -664851.200790 + Penalty 4177.313490 = -660673.887300 nChanged 15 SP:Iteration 48Q (5070.320000 sec): 3 clusters Score: Raw -664855.435682 + Penalty 4177.313490 = -660678.122192 nChanged 20 SP:Iteration 49Q (5070.350000 sec): 3 clusters Score: Raw -664863.304481 + Penalty 4177.313490 = -660685.990991 nChanged 16 SP:Iteration 50Q (5070.370000 sec): 3 clusters Score: Raw -664868.423319 + Penalty 4177.313490 = -660691.109829 nChanged 15 SP:Iteration 51Q (5070.390000 sec): 3 clusters Score: Raw -664875.127945 + Penalty 4177.313490 = -660697.814454 nChanged 16 SP:Iteration 52Q (5070.410000 sec): 3 clusters Score: Raw -664882.552699 + Penalty 4177.313490 = -660705.239209 nChanged 17 SP:Iteration 53Q (5070.430000 sec): 3 clusters Score: Raw -664889.503526 + Penalty 4177.313490 = -660712.190036 nChanged 16 SP:Iteration 54Q (5070.460000 sec): 3 clusters Score: Raw -664895.807646 + Penalty 4177.313490 = -660718.494156 nChanged 12 SP:Iteration 55Q (5070.480000 sec): 3 clusters Score: Raw -664900.618711 + Penalty 4177.313490 = -660723.305221 nChanged 21 SP:Iteration 56Q (5070.500000 sec): 3 clusters Score: Raw -664911.133614 + Penalty 4177.313490 = -660733.820124 nChanged 32 SP:Iteration 57Q (5070.520000 sec): 3 clusters Score: Raw -664922.961371 + Penalty 4177.313490 = -660745.647881 nChanged 29 SP:Iteration 58Q (5070.540000 sec): 3 clusters Score: Raw -664933.813987 + Penalty 4177.313490 = -660756.500497 nChanged 29 SP:Iteration 59Q (5070.560000 sec): 3 clusters Score: Raw -664946.704746 + Penalty 4177.313490 = -660769.391256 nChanged 30 SP:Iteration 60F (5070.580000 sec): 3 clusters Score: Raw -664963.128432 + Penalty 4177.313490 = -660785.814942 nChanged 38 SP:Iteration 61Q (5070.600000 sec): 3 clusters Score: Raw -664986.781095 + Penalty 4177.313490 = -660809.467605 nChanged 42 SP:Iteration 62Q (5070.630000 sec): 3 clusters Score: Raw -665004.855435 + Penalty 4177.313490 = -660827.541945 nChanged 39 SP:Iteration 63Q (5070.650000 sec): 3 clusters Score: Raw -665020.219364 + Penalty 4177.313490 = -660842.905874 nChanged 30 SP:Iteration 64Q (5070.670000 sec): 3 clusters Score: Raw -665031.486897 + Penalty 4177.313490 = -660854.173407 nChanged 25 SP:Iteration 65Q (5070.690000 sec): 3 clusters Score: Raw -665041.754531 + Penalty 4177.313490 = -660864.441040 nChanged 23 SP:Iteration 66Q (5070.710000 sec): 3 clusters Score: Raw -665050.501121 + Penalty 4177.313490 = -660873.187631 nChanged 30 SP:Iteration 67Q (5070.730000 sec): 3 clusters Score: Raw -665062.925518 + Penalty 4177.313490 = -660885.612028 nChanged 35 SP:Iteration 68Q (5070.750000 sec): 3 clusters Score: Raw -665080.645150 + Penalty 4177.313490 = -660903.331660 nChanged 35 SP:Iteration 69Q (5070.780000 sec): 3 clusters Score: Raw -665095.938300 + Penalty 4177.313490 = -660918.624810 nChanged 31 SP:Iteration 70Q (5070.800000 sec): 3 clusters Score: Raw -665112.374725 + Penalty 4177.313490 = -660935.061235 nChanged 40 SP:Iteration 71Q (5070.820000 sec): 3 clusters Score: Raw -665134.241475 + Penalty 4177.313490 = -660956.927985 nChanged 51 SP:Iteration 72Q (5070.840000 sec): 3 clusters Score: Raw -665165.123255 + Penalty 4177.313490 = -660987.809764 nChanged 61 SP:Iteration 73Q (5070.860000 sec): 3 clusters Score: Raw -665204.173391 + Penalty 4177.313490 = -661026.859901 nChanged 55 SP:Iteration 74Q (5070.880000 sec): 3 clusters Score: Raw -665241.589971 + Penalty 4177.313490 = -661064.276481 nChanged 52 SP:Iteration 75Q (5070.900000 sec): 3 clusters Score: Raw -665268.422940 + Penalty 4177.313490 = -661091.109449 nChanged 37 SP:Iteration 76Q (5070.920000 sec): 3 clusters Score: Raw -665287.716365 + Penalty 4177.313490 = -661110.402875 nChanged 41 SP:Iteration 77Q (5070.940000 sec): 3 clusters Score: Raw -665312.421304 + Penalty 4177.313490 = -661135.107814 nChanged 41 SP:Iteration 78Q (5070.960000 sec): 3 clusters Score: Raw -665335.365037 + Penalty 4177.313490 = -661158.051547 nChanged 35 SP:Iteration 79Q (5070.980000 sec): 3 clusters Score: Raw -665350.634149 + Penalty 4177.313490 = -661173.320658 nChanged 22 SP:Iteration 80F (5071.000000 sec): 3 clusters Score: Raw -665360.174568 + Penalty 4177.313490 = -661182.861078 nChanged 24 SP:Iteration 81Q (5071.020000 sec): 3 clusters Score: Raw -665369.875749 + Penalty 4177.313490 = -661192.562258 nChanged 16 SP:Iteration 82Q (5071.040000 sec): 3 clusters Score: Raw -665376.309679 + Penalty 4177.313490 = -661198.996189 nChanged 18 SP:Iteration 83Q (5071.060000 sec): 3 clusters Score: Raw -665383.002719 + Penalty 4177.313490 = -661205.689229 nChanged 9 SP:Iteration 84Q (5071.080000 sec): 3 clusters Score: Raw -665386.198724 + Penalty 4177.313490 = -661208.885234 nChanged 6 SP:Iteration 85Q (5071.100000 sec): 3 clusters Score: Raw -665387.979411 + Penalty 4177.313490 = -661210.665920 nChanged 4 SP:Iteration 86Q (5071.120000 sec): 3 clusters Score: Raw -665389.036160 + Penalty 4177.313490 = -661211.722670 nChanged 6 SP:Iteration 87Q (5071.140000 sec): 3 clusters Score: Raw -665390.705991 + Penalty 4177.313490 = -661213.392501 nChanged 5 SP:Iteration 88Q (5071.160000 sec): 3 clusters Score: Raw -665392.068002 + Penalty 4177.313490 = -661214.754512 nChanged 2 SP:Iteration 89Q (5071.180000 sec): 3 clusters Score: Raw -665392.584348 + Penalty 4177.313490 = -661215.270858 nChanged 2 SP:Iteration 90Q (5071.200000 sec): 3 clusters Score: Raw -665393.110594 + Penalty 4177.313490 = -661215.797104 nChanged 3 SP:Iteration 91Q (5071.220000 sec): 3 clusters Score: Raw -665393.842772 + Penalty 4177.313490 = -661216.529282 nChanged 2 SP:Iteration 92Q (5071.240000 sec): 3 clusters Score: Raw -665394.538615 + Penalty 4177.313490 = -661217.225125 nChanged 1 SP:Iteration 93Q (5071.260000 sec): 3 clusters Score: Raw -665394.893773 + Penalty 4177.313490 = -661217.580283 nChanged 0 SP:Iteration 94F (5071.280000 sec): 3 clusters Score: Raw -665394.893773 + Penalty 4177.313490 = -661217.580283 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (29344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5071.420000 sec): 2 clusters Score: Raw -4597593.170513 + Penalty 2551.137157 = -4595042.033356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5071.570000 sec): 3 clusters Score: Raw -4580057.822812 + Penalty 5102.274314 = -4574955.548498 nChanged 13191 SP:Iteration 1F (5071.720000 sec): 3 clusters Score: Raw -4587053.015561 + Penalty 5102.274314 = -4581950.741247 nChanged 1409 SP:Iteration 2Q (5071.860000 sec): 3 clusters Score: Raw -4587504.486994 + Penalty 5102.274314 = -4582402.212680 nChanged 1183 SP:Iteration 3Q (5072.020000 sec): 3 clusters Score: Raw -4587890.833033 + Penalty 5102.274314 = -4582788.558719 nChanged 1127 SP:Iteration 4Q (5072.170000 sec): 3 clusters Score: Raw -4588254.644526 + Penalty 5102.274314 = -4583152.370212 nChanged 1087 SP:Iteration 5Q (5072.320000 sec): 3 clusters Score: Raw -4588603.151211 + Penalty 5102.274314 = -4583500.876897 nChanged 1070 SP:Iteration 6Q (5072.460000 sec): 3 clusters Score: Raw -4588981.664070 + Penalty 5102.274314 = -4583879.389756 nChanged 1167 SP:Iteration 7Q (5072.620000 sec): 3 clusters Score: Raw -4589496.872705 + Penalty 5102.274314 = -4584394.598391 nChanged 1390 SP:Iteration 8Q (5072.760000 sec): 3 clusters Score: Raw -4590243.224866 + Penalty 5102.274314 = -4585140.950552 nChanged 1716 SP:Iteration 9F (5072.910000 sec): 3 clusters Score: Raw -4591294.751542 + Penalty 5102.274314 = -4586192.477227 nChanged 1795 SP:Iteration 10F (5073.060000 sec): 3 clusters Score: Raw -4592548.470026 + Penalty 5102.274314 = -4587446.195712 nChanged 1818 SP:Iteration 11F (5073.210000 sec): 3 clusters Score: Raw -4593851.955696 + Penalty 5102.274314 = -4588749.681382 nChanged 1601 SP:Iteration 12F (5073.360000 sec): 3 clusters Score: Raw -4594929.454338 + Penalty 5102.274314 = -4589827.180024 nChanged 1170 SP:Iteration 13Q (5073.500000 sec): 3 clusters Score: Raw -4595638.356656 + Penalty 5102.274314 = -4590536.082342 nChanged 891 SP:Iteration 14Q (5073.650000 sec): 3 clusters Score: Raw -4596134.375770 + Penalty 5102.274314 = -4591032.101456 nChanged 642 SP:Iteration 15Q (5073.790000 sec): 3 clusters Score: Raw -4596467.217687 + Penalty 5102.274314 = -4591364.943373 nChanged 480 SP:Iteration 16Q (5073.940000 sec): 3 clusters Score: Raw -4596714.554125 + Penalty 5102.274314 = -4591612.279811 nChanged 412 SP:Iteration 17Q (5074.070000 sec): 3 clusters Score: Raw -4596922.089975 + Penalty 5102.274314 = -4591819.815661 nChanged 336 SP:Iteration 18Q (5074.210000 sec): 3 clusters Score: Raw -4597087.413760 + Penalty 5102.274314 = -4591985.139446 nChanged 264 SP:Iteration 19Q (5074.340000 sec): 3 clusters Score: Raw -4597205.697484 + Penalty 5102.274314 = -4592103.423170 nChanged 250 SP:Iteration 20F (5074.480000 sec): 3 clusters Score: Raw -4597318.627899 + Penalty 5102.274314 = -4592216.353585 nChanged 222 SP:Iteration 21Q (5074.610000 sec): 3 clusters Score: Raw -4597413.903793 + Penalty 5102.274314 = -4592311.629479 nChanged 210 SP:Iteration 22Q (5074.740000 sec): 3 clusters Score: Raw -4597505.545821 + Penalty 5102.274314 = -4592403.271507 nChanged 188 SP:Iteration 23Q (5074.860000 sec): 3 clusters Score: Raw -4597593.815318 + Penalty 5102.274314 = -4592491.541004 nChanged 163 SP:Iteration 24Q (5074.980000 sec): 3 clusters Score: Raw -4597670.125239 + Penalty 5102.274314 = -4592567.850925 nChanged 143 SP:Iteration 25Q (5075.100000 sec): 3 clusters Score: Raw -4597734.174830 + Penalty 5102.274314 = -4592631.900516 nChanged 120 SP:Iteration 26Q (5075.220000 sec): 3 clusters Score: Raw -4597781.018015 + Penalty 5102.274314 = -4592678.743701 nChanged 99 SP:Iteration 27Q (5075.340000 sec): 3 clusters Score: Raw -4597820.993860 + Penalty 5102.274314 = -4592718.719546 nChanged 88 SP:Iteration 28Q (5075.460000 sec): 3 clusters Score: Raw -4597859.364696 + Penalty 5102.274314 = -4592757.090382 nChanged 76 SP:Iteration 29Q (5075.570000 sec): 3 clusters Score: Raw -4597893.623888 + Penalty 5102.274314 = -4592791.349574 nChanged 61 SP:Iteration 30Q (5075.690000 sec): 3 clusters Score: Raw -4597919.569890 + Penalty 5102.274314 = -4592817.295576 nChanged 55 SP:Iteration 31Q (5075.800000 sec): 3 clusters Score: Raw -4597944.242347 + Penalty 5102.274314 = -4592841.968033 nChanged 55 SP:Iteration 32Q (5075.920000 sec): 3 clusters Score: Raw -4597971.784354 + Penalty 5102.274314 = -4592869.510040 nChanged 52 SP:Iteration 33Q (5076.030000 sec): 3 clusters Score: Raw -4597994.200210 + Penalty 5102.274314 = -4592891.925896 nChanged 36 SP:Iteration 34Q (5076.140000 sec): 3 clusters Score: Raw -4598013.282260 + Penalty 5102.274314 = -4592911.007946 nChanged 37 SP:Iteration 35Q (5076.260000 sec): 3 clusters Score: Raw -4598031.799899 + Penalty 5102.274314 = -4592929.525585 nChanged 30 SP:Iteration 36Q (5076.370000 sec): 3 clusters Score: Raw -4598045.704310 + Penalty 5102.274314 = -4592943.429996 nChanged 21 SP:Iteration 37Q (5076.480000 sec): 3 clusters Score: Raw -4598054.089273 + Penalty 5102.274314 = -4592951.814959 nChanged 17 SP:Iteration 38Q (5076.590000 sec): 3 clusters Score: Raw -4598060.711166 + Penalty 5102.274314 = -4592958.436852 nChanged 17 SP:Iteration 39Q (5076.700000 sec): 3 clusters Score: Raw -4598067.906274 + Penalty 5102.274314 = -4592965.631960 nChanged 11 SP:Iteration 40F (5076.850000 sec): 3 clusters Score: Raw -4598075.227720 + Penalty 5102.274314 = -4592972.953406 nChanged 16 SP:Iteration 41Q (5076.960000 sec): 3 clusters Score: Raw -4598080.960116 + Penalty 5102.274314 = -4592978.685802 nChanged 14 SP:Iteration 42Q (5077.070000 sec): 3 clusters Score: Raw -4598084.959907 + Penalty 5102.274314 = -4592982.685593 nChanged 10 SP:Iteration 43Q (5077.180000 sec): 3 clusters Score: Raw -4598088.476425 + Penalty 5102.274314 = -4592986.202111 nChanged 6 SP:Iteration 44Q (5077.290000 sec): 3 clusters Score: Raw -4598090.855457 + Penalty 5102.274314 = -4592988.581143 nChanged 6 SP:Iteration 45Q (5077.400000 sec): 3 clusters Score: Raw -4598092.773769 + Penalty 5102.274314 = -4592990.499455 nChanged 5 SP:Iteration 46Q (5077.510000 sec): 3 clusters Score: Raw -4598094.237483 + Penalty 5102.274314 = -4592991.963169 nChanged 3 SP:Iteration 47Q (5077.620000 sec): 3 clusters Score: Raw -4598095.212671 + Penalty 5102.274314 = -4592992.938357 nChanged 3 SP:Iteration 48Q (5077.730000 sec): 3 clusters Score: Raw -4598096.401713 + Penalty 5102.274314 = -4592994.127399 nChanged 4 SP:Iteration 49Q (5077.840000 sec): 3 clusters Score: Raw -4598097.640122 + Penalty 5102.274314 = -4592995.365808 nChanged 5 SP:Iteration 50Q (5077.950000 sec): 3 clusters Score: Raw -4598100.324356 + Penalty 5102.274314 = -4592998.050042 nChanged 8 SP:Iteration 51Q (5078.060000 sec): 3 clusters Score: Raw -4598103.601326 + Penalty 5102.274314 = -4593001.327012 nChanged 7 SP:Iteration 52Q (5078.170000 sec): 3 clusters Score: Raw -4598105.103924 + Penalty 5102.274314 = -4593002.829610 nChanged 3 SP:Iteration 53Q (5078.280000 sec): 3 clusters Score: Raw -4598106.625365 + Penalty 5102.274314 = -4593004.351051 nChanged 2 SP:Iteration 54Q (5078.390000 sec): 3 clusters Score: Raw -4598108.459848 + Penalty 5102.274314 = -4593006.185534 nChanged 6 SP:Iteration 55Q (5078.500000 sec): 3 clusters Score: Raw -4598111.323225 + Penalty 5102.274314 = -4593009.048911 nChanged 7 SP:Iteration 56Q (5078.610000 sec): 3 clusters Score: Raw -4598113.875640 + Penalty 5102.274314 = -4593011.601326 nChanged 6 SP:Iteration 57Q (5078.720000 sec): 3 clusters Score: Raw -4598117.488132 + Penalty 5102.274314 = -4593015.213818 nChanged 10 SP:Iteration 58Q (5078.830000 sec): 3 clusters Score: Raw -4598120.919801 + Penalty 5102.274314 = -4593018.645487 nChanged 8 SP:Iteration 59Q (5078.940000 sec): 3 clusters Score: Raw -4598124.671855 + Penalty 5102.274314 = -4593022.397541 nChanged 11 SP:Iteration 60F (5079.080000 sec): 3 clusters Score: Raw -4598128.480016 + Penalty 5102.274314 = -4593026.205702 nChanged 9 SP:Iteration 61Q (5079.190000 sec): 3 clusters Score: Raw -4598133.449255 + Penalty 5102.274314 = -4593031.174941 nChanged 9 SP:Iteration 62Q (5079.300000 sec): 3 clusters Score: Raw -4598136.955740 + Penalty 5102.274314 = -4593034.681426 nChanged 8 SP:Iteration 63Q (5079.410000 sec): 3 clusters Score: Raw -4598139.898623 + Penalty 5102.274314 = -4593037.624309 nChanged 10 SP:Iteration 64Q (5079.520000 sec): 3 clusters Score: Raw -4598143.363060 + Penalty 5102.274314 = -4593041.088746 nChanged 5 SP:Iteration 65Q (5079.630000 sec): 3 clusters Score: Raw -4598144.698807 + Penalty 5102.274314 = -4593042.424493 nChanged 0 SP:Iteration 66F (5079.780000 sec): 3 clusters Score: Raw -4598144.698807 + Penalty 5102.274314 = -4593042.424493 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (7613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5079.820000 sec): 2 clusters Score: Raw -1178760.616080 + Penalty 2216.527923 = -1176544.088158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5079.860000 sec): 3 clusters Score: Raw -1174778.345764 + Penalty 4433.055845 = -1170345.289918 nChanged 3119 SP:Iteration 1F (5079.900000 sec): 3 clusters Score: Raw -1176519.840569 + Penalty 4433.055845 = -1172086.784724 nChanged 547 SP:Iteration 2F (5079.930000 sec): 3 clusters Score: Raw -1176809.403325 + Penalty 4433.055845 = -1172376.347480 nChanged 423 SP:Iteration 3F (5079.970000 sec): 3 clusters Score: Raw -1177034.590384 + Penalty 4433.055845 = -1172601.534539 nChanged 344 SP:Iteration 4Q (5080.010000 sec): 3 clusters Score: Raw -1177217.037922 + Penalty 4433.055845 = -1172783.982076 nChanged 266 SP:Iteration 5Q (5080.040000 sec): 3 clusters Score: Raw -1177349.556425 + Penalty 4433.055845 = -1172916.500579 nChanged 234 SP:Iteration 6Q (5080.080000 sec): 3 clusters Score: Raw -1177455.694355 + Penalty 4433.055845 = -1173022.638510 nChanged 231 SP:Iteration 7Q (5080.120000 sec): 3 clusters Score: Raw -1177566.035373 + Penalty 4433.055845 = -1173132.979528 nChanged 212 SP:Iteration 8Q (5080.160000 sec): 3 clusters Score: Raw -1177662.311676 + Penalty 4433.055845 = -1173229.255831 nChanged 205 SP:Iteration 9Q (5080.200000 sec): 3 clusters Score: Raw -1177758.448916 + Penalty 4433.055845 = -1173325.393071 nChanged 188 SP:Iteration 10Q (5080.230000 sec): 3 clusters Score: Raw -1177853.446409 + Penalty 4433.055845 = -1173420.390564 nChanged 197 SP:Iteration 11Q (5080.270000 sec): 3 clusters Score: Raw -1177934.938454 + Penalty 4433.055845 = -1173501.882609 nChanged 166 SP:Iteration 12Q (5080.310000 sec): 3 clusters Score: Raw -1177990.137957 + Penalty 4433.055845 = -1173557.082111 nChanged 127 SP:Iteration 13Q (5080.340000 sec): 3 clusters Score: Raw -1178028.564842 + Penalty 4433.055845 = -1173595.508997 nChanged 102 SP:Iteration 14Q (5080.380000 sec): 3 clusters Score: Raw -1178055.567815 + Penalty 4433.055845 = -1173622.511969 nChanged 77 SP:Iteration 15Q (5080.420000 sec): 3 clusters Score: Raw -1178083.053412 + Penalty 4433.055845 = -1173649.997567 nChanged 86 SP:Iteration 16Q (5080.460000 sec): 3 clusters Score: Raw -1178112.501518 + Penalty 4433.055845 = -1173679.445673 nChanged 89 SP:Iteration 17Q (5080.490000 sec): 3 clusters Score: Raw -1178144.945410 + Penalty 4433.055845 = -1173711.889565 nChanged 86 SP:Iteration 18Q (5080.530000 sec): 3 clusters Score: Raw -1178169.767776 + Penalty 4433.055845 = -1173736.711931 nChanged 77 SP:Iteration 19Q (5080.560000 sec): 3 clusters Score: Raw -1178193.255538 + Penalty 4433.055845 = -1173760.199693 nChanged 63 SP:Iteration 20F (5080.600000 sec): 3 clusters Score: Raw -1178209.501862 + Penalty 4433.055845 = -1173776.446017 nChanged 77 SP:Iteration 21Q (5080.640000 sec): 3 clusters Score: Raw -1178237.329560 + Penalty 4433.055845 = -1173804.273714 nChanged 85 SP:Iteration 22Q (5080.680000 sec): 3 clusters Score: Raw -1178270.110312 + Penalty 4433.055845 = -1173837.054467 nChanged 99 SP:Iteration 23Q (5080.710000 sec): 3 clusters Score: Raw -1178310.966329 + Penalty 4433.055845 = -1173877.910483 nChanged 115 SP:Iteration 24Q (5080.750000 sec): 3 clusters Score: Raw -1178359.784581 + Penalty 4433.055845 = -1173926.728735 nChanged 123 SP:Iteration 25Q (5080.790000 sec): 3 clusters Score: Raw -1178413.410606 + Penalty 4433.055845 = -1173980.354761 nChanged 165 SP:Iteration 26Q (5080.820000 sec): 3 clusters Score: Raw -1178488.502812 + Penalty 4433.055845 = -1174055.446967 nChanged 172 SP:Iteration 27Q (5080.860000 sec): 3 clusters Score: Raw -1178591.717524 + Penalty 4433.055845 = -1174158.661679 nChanged 224 SP:Iteration 28Q (5080.900000 sec): 3 clusters Score: Raw -1178757.230821 + Penalty 4433.055845 = -1174324.174976 nChanged 269 SP:Iteration 29Q (5080.930000 sec): 3 clusters Score: Raw -1179044.278720 + Penalty 4433.055845 = -1174611.222874 nChanged 324 SP:Iteration 30Q (5080.970000 sec): 3 clusters Score: Raw -1179506.273753 + Penalty 4433.055845 = -1175073.217907 nChanged 381 SP:Iteration 31F (5081.000000 sec): 3 clusters Score: Raw -1180090.075947 + Penalty 4433.055845 = -1175657.020101 nChanged 298 SP:Iteration 32Q (5081.040000 sec): 3 clusters Score: Raw -1180460.462150 + Penalty 4433.055845 = -1176027.406305 nChanged 238 SP:Iteration 33Q (5081.070000 sec): 3 clusters Score: Raw -1180662.937319 + Penalty 4433.055845 = -1176229.881474 nChanged 154 SP:Iteration 34Q (5081.100000 sec): 3 clusters Score: Raw -1180784.171746 + Penalty 4433.055845 = -1176351.115901 nChanged 105 SP:Iteration 35Q (5081.130000 sec): 3 clusters Score: Raw -1180864.094057 + Penalty 4433.055845 = -1176431.038211 nChanged 73 SP:Iteration 36Q (5081.160000 sec): 3 clusters Score: Raw -1180916.431389 + Penalty 4433.055845 = -1176483.375543 nChanged 55 SP:Iteration 37Q (5081.190000 sec): 3 clusters Score: Raw -1180947.517877 + Penalty 4433.055845 = -1176514.462032 nChanged 38 SP:Iteration 38Q (5081.220000 sec): 3 clusters Score: Raw -1180963.606081 + Penalty 4433.055845 = -1176530.550235 nChanged 21 SP:Iteration 39Q (5081.250000 sec): 3 clusters Score: Raw -1180969.933020 + Penalty 4433.055845 = -1176536.877174 nChanged 12 SP:Iteration 40F (5081.290000 sec): 3 clusters Score: Raw -1180973.265692 + Penalty 4433.055845 = -1176540.209847 nChanged 4 SP:Iteration 41Q (5081.320000 sec): 3 clusters Score: Raw -1180973.711584 + Penalty 4433.055845 = -1176540.655739 nChanged 2 SP:Iteration 42Q (5081.350000 sec): 3 clusters Score: Raw -1180974.471530 + Penalty 4433.055845 = -1176541.415685 nChanged 1 SP:Iteration 43Q (5081.380000 sec): 3 clusters Score: Raw -1180974.728229 + Penalty 4433.055845 = -1176541.672384 nChanged 1 SP:Iteration 44Q (5081.410000 sec): 3 clusters Score: Raw -1180974.911315 + Penalty 4433.055845 = -1176541.855470 nChanged 2 SP:Iteration 45Q (5081.440000 sec): 3 clusters Score: Raw -1180975.190170 + Penalty 4433.055845 = -1176542.134325 nChanged 1 SP:Iteration 46Q (5081.470000 sec): 3 clusters Score: Raw -1180975.308879 + Penalty 4433.055845 = -1176542.253034 nChanged 0 SP:Iteration 47F (5081.510000 sec): 3 clusters Score: Raw -1180975.308879 + Penalty 4433.055845 = -1176542.253034 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (29520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5081.640000 sec): 2 clusters Score: Raw -4283229.213123 + Penalty 2552.620173 = -4280676.592949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5081.790000 sec): 3 clusters Score: Raw -4265430.392355 + Penalty 5105.240346 = -4260325.152009 nChanged 13340 SP:Iteration 1F (5081.940000 sec): 3 clusters Score: Raw -4272666.938267 + Penalty 5105.240346 = -4267561.697921 nChanged 1545 SP:Iteration 2F (5082.090000 sec): 3 clusters Score: Raw -4273238.297181 + Penalty 5105.240346 = -4268133.056835 nChanged 1425 SP:Iteration 3Q (5082.240000 sec): 3 clusters Score: Raw -4273841.727568 + Penalty 5105.240346 = -4268736.487222 nChanged 1456 SP:Iteration 4Q (5082.400000 sec): 3 clusters Score: Raw -4274507.811511 + Penalty 5105.240346 = -4269402.571164 nChanged 1464 SP:Iteration 5Q (5082.540000 sec): 3 clusters Score: Raw -4275256.251644 + Penalty 5105.240346 = -4270151.011298 nChanged 1552 SP:Iteration 6F (5082.690000 sec): 3 clusters Score: Raw -4276123.325548 + Penalty 5105.240346 = -4271018.085201 nChanged 1663 SP:Iteration 7F (5082.840000 sec): 3 clusters Score: Raw -4277216.235493 + Penalty 5105.240346 = -4272110.995147 nChanged 1770 SP:Iteration 8F (5082.990000 sec): 3 clusters Score: Raw -4278483.982229 + Penalty 5105.240346 = -4273378.741883 nChanged 1722 SP:Iteration 9F (5083.140000 sec): 3 clusters Score: Raw -4279725.319193 + Penalty 5105.240346 = -4274620.078847 nChanged 1438 SP:Iteration 10Q (5083.290000 sec): 3 clusters Score: Raw -4280632.899560 + Penalty 5105.240346 = -4275527.659214 nChanged 1151 SP:Iteration 11Q (5083.440000 sec): 3 clusters Score: Raw -4281264.024245 + Penalty 5105.240346 = -4276158.783899 nChanged 849 SP:Iteration 12Q (5083.580000 sec): 3 clusters Score: Raw -4281693.126047 + Penalty 5105.240346 = -4276587.885701 nChanged 729 SP:Iteration 13Q (5083.730000 sec): 3 clusters Score: Raw -4282053.911694 + Penalty 5105.240346 = -4276948.671348 nChanged 600 SP:Iteration 14Q (5083.860000 sec): 3 clusters Score: Raw -4282334.983966 + Penalty 5105.240346 = -4277229.743620 nChanged 534 SP:Iteration 15Q (5084.000000 sec): 3 clusters Score: Raw -4282583.758286 + Penalty 5105.240346 = -4277478.517939 nChanged 481 SP:Iteration 16Q (5084.140000 sec): 3 clusters Score: Raw -4282812.324537 + Penalty 5105.240346 = -4277707.084190 nChanged 410 SP:Iteration 17Q (5084.280000 sec): 3 clusters Score: Raw -4282984.298463 + Penalty 5105.240346 = -4277879.058117 nChanged 353 SP:Iteration 18Q (5084.410000 sec): 3 clusters Score: Raw -4283118.798490 + Penalty 5105.240346 = -4278013.558144 nChanged 308 SP:Iteration 19Q (5084.540000 sec): 3 clusters Score: Raw -4283247.368971 + Penalty 5105.240346 = -4278142.128625 nChanged 282 SP:Iteration 20F (5084.690000 sec): 3 clusters Score: Raw -4283350.043158 + Penalty 5105.240346 = -4278244.802812 nChanged 226 SP:Iteration 21Q (5084.820000 sec): 3 clusters Score: Raw -4283432.187482 + Penalty 5105.240346 = -4278326.947136 nChanged 197 SP:Iteration 22Q (5084.950000 sec): 3 clusters Score: Raw -4283504.012833 + Penalty 5105.240346 = -4278398.772486 nChanged 193 SP:Iteration 23Q (5085.080000 sec): 3 clusters Score: Raw -4283581.574563 + Penalty 5105.240346 = -4278476.334217 nChanged 185 SP:Iteration 24Q (5085.200000 sec): 3 clusters Score: Raw -4283659.786218 + Penalty 5105.240346 = -4278554.545872 nChanged 154 SP:Iteration 25Q (5085.320000 sec): 3 clusters Score: Raw -4283719.642354 + Penalty 5105.240346 = -4278614.402008 nChanged 140 SP:Iteration 26Q (5085.450000 sec): 3 clusters Score: Raw -4283767.024092 + Penalty 5105.240346 = -4278661.783746 nChanged 116 SP:Iteration 27Q (5085.570000 sec): 3 clusters Score: Raw -4283803.942998 + Penalty 5105.240346 = -4278698.702651 nChanged 112 SP:Iteration 28Q (5085.690000 sec): 3 clusters Score: Raw -4283846.502445 + Penalty 5105.240346 = -4278741.262099 nChanged 108 SP:Iteration 29Q (5085.810000 sec): 3 clusters Score: Raw -4283888.927949 + Penalty 5105.240346 = -4278783.687603 nChanged 96 SP:Iteration 30Q (5085.930000 sec): 3 clusters Score: Raw -4283926.748138 + Penalty 5105.240346 = -4278821.507791 nChanged 90 SP:Iteration 31Q (5086.050000 sec): 3 clusters Score: Raw -4283957.820788 + Penalty 5105.240346 = -4278852.580442 nChanged 77 SP:Iteration 32Q (5086.170000 sec): 3 clusters Score: Raw -4283984.585367 + Penalty 5105.240346 = -4278879.345021 nChanged 81 SP:Iteration 33Q (5086.290000 sec): 3 clusters Score: Raw -4284012.189031 + Penalty 5105.240346 = -4278906.948685 nChanged 73 SP:Iteration 34Q (5086.410000 sec): 3 clusters Score: Raw -4284035.540096 + Penalty 5105.240346 = -4278930.299750 nChanged 54 SP:Iteration 35Q (5086.520000 sec): 3 clusters Score: Raw -4284051.996330 + Penalty 5105.240346 = -4278946.755984 nChanged 35 SP:Iteration 36Q (5086.640000 sec): 3 clusters Score: Raw -4284064.615679 + Penalty 5105.240346 = -4278959.375333 nChanged 42 SP:Iteration 37Q (5086.760000 sec): 3 clusters Score: Raw -4284076.792018 + Penalty 5105.240346 = -4278971.551672 nChanged 28 SP:Iteration 38Q (5086.880000 sec): 3 clusters Score: Raw -4284087.032774 + Penalty 5105.240346 = -4278981.792428 nChanged 32 SP:Iteration 39Q (5087.000000 sec): 3 clusters Score: Raw -4284097.402354 + Penalty 5105.240346 = -4278992.162008 nChanged 26 SP:Iteration 40F (5087.140000 sec): 3 clusters Score: Raw -4284104.744783 + Penalty 5105.240346 = -4278999.504436 nChanged 22 SP:Iteration 41Q (5087.260000 sec): 3 clusters Score: Raw -4284108.623717 + Penalty 5105.240346 = -4279003.383371 nChanged 14 SP:Iteration 42Q (5087.380000 sec): 3 clusters Score: Raw -4284111.643651 + Penalty 5105.240346 = -4279006.403305 nChanged 8 SP:Iteration 43Q (5087.500000 sec): 3 clusters Score: Raw -4284113.994274 + Penalty 5105.240346 = -4279008.753928 nChanged 7 SP:Iteration 44Q (5087.620000 sec): 3 clusters Score: Raw -4284116.805193 + Penalty 5105.240346 = -4279011.564846 nChanged 11 SP:Iteration 45Q (5087.730000 sec): 3 clusters Score: Raw -4284119.159067 + Penalty 5105.240346 = -4279013.918721 nChanged 12 SP:Iteration 46Q (5087.850000 sec): 3 clusters Score: Raw -4284122.850960 + Penalty 5105.240346 = -4279017.610614 nChanged 20 SP:Iteration 47Q (5087.970000 sec): 3 clusters Score: Raw -4284128.232246 + Penalty 5105.240346 = -4279022.991899 nChanged 15 SP:Iteration 48Q (5088.080000 sec): 3 clusters Score: Raw -4284132.801961 + Penalty 5105.240346 = -4279027.561614 nChanged 16 SP:Iteration 49Q (5088.200000 sec): 3 clusters Score: Raw -4284138.224418 + Penalty 5105.240346 = -4279032.984072 nChanged 18 SP:Iteration 50Q (5088.320000 sec): 3 clusters Score: Raw -4284141.890568 + Penalty 5105.240346 = -4279036.650222 nChanged 11 SP:Iteration 51Q (5088.430000 sec): 3 clusters Score: Raw -4284145.055515 + Penalty 5105.240346 = -4279039.815169 nChanged 16 SP:Iteration 52Q (5088.550000 sec): 3 clusters Score: Raw -4284148.727478 + Penalty 5105.240346 = -4279043.487131 nChanged 10 SP:Iteration 53Q (5088.660000 sec): 3 clusters Score: Raw -4284151.061287 + Penalty 5105.240346 = -4279045.820941 nChanged 11 SP:Iteration 54Q (5088.780000 sec): 3 clusters Score: Raw -4284153.477026 + Penalty 5105.240346 = -4279048.236680 nChanged 15 SP:Iteration 55Q (5088.900000 sec): 3 clusters Score: Raw -4284157.133371 + Penalty 5105.240346 = -4279051.893025 nChanged 14 SP:Iteration 56Q (5089.010000 sec): 3 clusters Score: Raw -4284160.726854 + Penalty 5105.240346 = -4279055.486508 nChanged 8 SP:Iteration 57Q (5089.130000 sec): 3 clusters Score: Raw -4284162.210793 + Penalty 5105.240346 = -4279056.970447 nChanged 6 SP:Iteration 58Q (5089.250000 sec): 3 clusters Score: Raw -4284163.019725 + Penalty 5105.240346 = -4279057.779379 nChanged 2 SP:Iteration 59Q (5089.360000 sec): 3 clusters Score: Raw -4284163.458511 + Penalty 5105.240346 = -4279058.218165 nChanged 2 SP:Iteration 60F (5089.510000 sec): 3 clusters Score: Raw -4284163.926461 + Penalty 5105.240346 = -4279058.686114 nChanged 4 SP:Iteration 61Q (5089.630000 sec): 3 clusters Score: Raw -4284164.571380 + Penalty 5105.240346 = -4279059.331034 nChanged 2 SP:Iteration 62Q (5089.740000 sec): 3 clusters Score: Raw -4284165.137553 + Penalty 5105.240346 = -4279059.897207 nChanged 0 SP:Iteration 63F (5089.890000 sec): 3 clusters Score: Raw -4284165.137553 + Penalty 5105.240346 = -4279059.897207 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (4360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5089.920000 sec): 2 clusters Score: Raw -671676.240077 + Penalty 2078.296379 = -669597.943698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5089.950000 sec): 3 clusters Score: Raw -669656.917184 + Penalty 4156.592759 = -665500.324426 nChanged 1652 SP:Iteration 1F (5089.970000 sec): 3 clusters Score: Raw -670718.912850 + Penalty 4156.592759 = -666562.320091 nChanged 375 SP:Iteration 2F (5089.990000 sec): 3 clusters Score: Raw -671015.299499 + Penalty 4156.592759 = -666858.706740 nChanged 249 SP:Iteration 3F (5090.010000 sec): 3 clusters Score: Raw -671188.315843 + Penalty 4156.592759 = -667031.723084 nChanged 178 SP:Iteration 4Q (5090.030000 sec): 3 clusters Score: Raw -671304.595653 + Penalty 4156.592759 = -667148.002894 nChanged 156 SP:Iteration 5Q (5090.050000 sec): 3 clusters Score: Raw -671401.202402 + Penalty 4156.592759 = -667244.609643 nChanged 153 SP:Iteration 6Q (5090.070000 sec): 3 clusters Score: Raw -671497.092818 + Penalty 4156.592759 = -667340.500059 nChanged 160 SP:Iteration 7Q (5090.100000 sec): 3 clusters Score: Raw -671619.816080 + Penalty 4156.592759 = -667463.223321 nChanged 184 SP:Iteration 8Q (5090.120000 sec): 3 clusters Score: Raw -671775.603725 + Penalty 4156.592759 = -667619.010966 nChanged 186 SP:Iteration 9Q (5090.140000 sec): 3 clusters Score: Raw -671942.250331 + Penalty 4156.592759 = -667785.657572 nChanged 155 SP:Iteration 10Q (5090.160000 sec): 3 clusters Score: Raw -672088.435976 + Penalty 4156.592759 = -667931.843218 nChanged 131 SP:Iteration 11Q (5090.180000 sec): 3 clusters Score: Raw -672200.504520 + Penalty 4156.592759 = -668043.911761 nChanged 78 SP:Iteration 12Q (5090.200000 sec): 3 clusters Score: Raw -672259.664629 + Penalty 4156.592759 = -668103.071870 nChanged 55 SP:Iteration 13Q (5090.220000 sec): 3 clusters Score: Raw -672306.796044 + Penalty 4156.592759 = -668150.203285 nChanged 31 SP:Iteration 14Q (5090.240000 sec): 3 clusters Score: Raw -672325.020658 + Penalty 4156.592759 = -668168.427899 nChanged 16 SP:Iteration 15Q (5090.260000 sec): 3 clusters Score: Raw -672334.748356 + Penalty 4156.592759 = -668178.155597 nChanged 11 SP:Iteration 16Q (5090.280000 sec): 3 clusters Score: Raw -672341.955950 + Penalty 4156.592759 = -668185.363191 nChanged 12 SP:Iteration 17Q (5090.300000 sec): 3 clusters Score: Raw -672348.036939 + Penalty 4156.592759 = -668191.444180 nChanged 8 SP:Iteration 18Q (5090.320000 sec): 3 clusters Score: Raw -672353.232927 + Penalty 4156.592759 = -668196.640168 nChanged 9 SP:Iteration 19Q (5090.340000 sec): 3 clusters Score: Raw -672359.615430 + Penalty 4156.592759 = -668203.022671 nChanged 8 SP:Iteration 20F (5090.360000 sec): 3 clusters Score: Raw -672386.777769 + Penalty 4156.592759 = -668230.185011 nChanged 13 SP:Iteration 21Q (5090.380000 sec): 3 clusters Score: Raw -672414.016490 + Penalty 4156.592759 = -668257.423731 nChanged 19 SP:Iteration 22Q (5090.400000 sec): 3 clusters Score: Raw -672428.116045 + Penalty 4156.592759 = -668271.523286 nChanged 17 SP:Iteration 23Q (5090.420000 sec): 3 clusters Score: Raw -672443.645586 + Penalty 4156.592759 = -668287.052827 nChanged 19 SP:Iteration 24Q (5090.440000 sec): 3 clusters Score: Raw -672460.073595 + Penalty 4156.592759 = -668303.480836 nChanged 19 SP:Iteration 25Q (5090.470000 sec): 3 clusters Score: Raw -672478.820721 + Penalty 4156.592759 = -668322.227962 nChanged 15 SP:Iteration 26Q (5090.490000 sec): 3 clusters Score: Raw -672490.908865 + Penalty 4156.592759 = -668334.316106 nChanged 16 SP:Iteration 27Q (5090.510000 sec): 3 clusters Score: Raw -672502.604812 + Penalty 4156.592759 = -668346.012054 nChanged 20 SP:Iteration 28Q (5090.530000 sec): 3 clusters Score: Raw -672515.035973 + Penalty 4156.592759 = -668358.443214 nChanged 14 SP:Iteration 29Q (5090.550000 sec): 3 clusters Score: Raw -672525.758431 + Penalty 4156.592759 = -668369.165672 nChanged 10 SP:Iteration 30Q (5090.570000 sec): 3 clusters Score: Raw -672531.647065 + Penalty 4156.592759 = -668375.054306 nChanged 9 SP:Iteration 31Q (5090.590000 sec): 3 clusters Score: Raw -672536.313240 + Penalty 4156.592759 = -668379.720482 nChanged 7 SP:Iteration 32Q (5090.610000 sec): 3 clusters Score: Raw -672540.474998 + Penalty 4156.592759 = -668383.882239 nChanged 2 SP:Iteration 33Q (5090.630000 sec): 3 clusters Score: Raw -672541.480493 + Penalty 4156.592759 = -668384.887735 nChanged 2 SP:Iteration 34Q (5090.650000 sec): 3 clusters Score: Raw -672542.866769 + Penalty 4156.592759 = -668386.274011 nChanged 0 SP:Iteration 35F (5090.670000 sec): 3 clusters Score: Raw -672542.866769 + Penalty 4156.592759 = -668386.274011 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5090.700000 sec): 2 clusters Score: Raw -687458.268353 + Penalty 2091.800831 = -685366.467522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5090.720000 sec): 3 clusters Score: Raw -685289.040542 + Penalty 4183.601662 = -681105.438881 nChanged 1712 SP:Iteration 1F (5090.740000 sec): 3 clusters Score: Raw -686308.063132 + Penalty 4183.601662 = -682124.461470 nChanged 355 SP:Iteration 2F (5090.760000 sec): 3 clusters Score: Raw -686557.653065 + Penalty 4183.601662 = -682374.051403 nChanged 275 SP:Iteration 3F (5090.780000 sec): 3 clusters Score: Raw -686772.871926 + Penalty 4183.601662 = -682589.270264 nChanged 229 SP:Iteration 4Q (5090.810000 sec): 3 clusters Score: Raw -686954.937645 + Penalty 4183.601662 = -682771.335983 nChanged 213 SP:Iteration 5Q (5090.830000 sec): 3 clusters Score: Raw -687097.746654 + Penalty 4183.601662 = -682914.144992 nChanged 176 SP:Iteration 6Q (5090.850000 sec): 3 clusters Score: Raw -687222.820744 + Penalty 4183.601662 = -683039.219082 nChanged 136 SP:Iteration 7Q (5090.880000 sec): 3 clusters Score: Raw -687313.444906 + Penalty 4183.601662 = -683129.843245 nChanged 130 SP:Iteration 8Q (5090.900000 sec): 3 clusters Score: Raw -687399.945693 + Penalty 4183.601662 = -683216.344031 nChanged 102 SP:Iteration 9Q (5090.920000 sec): 3 clusters Score: Raw -687456.492854 + Penalty 4183.601662 = -683272.891193 nChanged 88 SP:Iteration 10Q (5090.940000 sec): 3 clusters Score: Raw -687507.484022 + Penalty 4183.601662 = -683323.882360 nChanged 83 SP:Iteration 11Q (5090.960000 sec): 3 clusters Score: Raw -687550.079793 + Penalty 4183.601662 = -683366.478131 nChanged 73 SP:Iteration 12Q (5090.990000 sec): 3 clusters Score: Raw -687585.787268 + Penalty 4183.601662 = -683402.185607 nChanged 56 SP:Iteration 13Q (5091.010000 sec): 3 clusters Score: Raw -687616.484730 + Penalty 4183.601662 = -683432.883068 nChanged 61 SP:Iteration 14Q (5091.030000 sec): 3 clusters Score: Raw -687649.614965 + Penalty 4183.601662 = -683466.013303 nChanged 50 SP:Iteration 15Q (5091.050000 sec): 3 clusters Score: Raw -687677.379771 + Penalty 4183.601662 = -683493.778110 nChanged 58 SP:Iteration 16Q (5091.080000 sec): 3 clusters Score: Raw -687715.314939 + Penalty 4183.601662 = -683531.713277 nChanged 48 SP:Iteration 17Q (5091.100000 sec): 3 clusters Score: Raw -687749.920125 + Penalty 4183.601662 = -683566.318463 nChanged 48 SP:Iteration 18Q (5091.120000 sec): 3 clusters Score: Raw -687780.616754 + Penalty 4183.601662 = -683597.015092 nChanged 43 SP:Iteration 19Q (5091.140000 sec): 3 clusters Score: Raw -687806.605103 + Penalty 4183.601662 = -683623.003441 nChanged 41 SP:Iteration 20F (5091.170000 sec): 3 clusters Score: Raw -687829.418990 + Penalty 4183.601662 = -683645.817328 nChanged 27 SP:Iteration 21Q (5091.190000 sec): 3 clusters Score: Raw -687846.522919 + Penalty 4183.601662 = -683662.921257 nChanged 31 SP:Iteration 22Q (5091.210000 sec): 3 clusters Score: Raw -687862.686725 + Penalty 4183.601662 = -683679.085063 nChanged 31 SP:Iteration 23Q (5091.230000 sec): 3 clusters Score: Raw -687874.422506 + Penalty 4183.601662 = -683690.820844 nChanged 13 SP:Iteration 24Q (5091.250000 sec): 3 clusters Score: Raw -687881.941900 + Penalty 4183.601662 = -683698.340238 nChanged 17 SP:Iteration 25Q (5091.280000 sec): 3 clusters Score: Raw -687889.010740 + Penalty 4183.601662 = -683705.409078 nChanged 13 SP:Iteration 26Q (5091.300000 sec): 3 clusters Score: Raw -687896.453784 + Penalty 4183.601662 = -683712.852122 nChanged 12 SP:Iteration 27Q (5091.320000 sec): 3 clusters Score: Raw -687902.405923 + Penalty 4183.601662 = -683718.804262 nChanged 11 SP:Iteration 28Q (5091.340000 sec): 3 clusters Score: Raw -687911.093059 + Penalty 4183.601662 = -683727.491397 nChanged 24 SP:Iteration 29Q (5091.360000 sec): 3 clusters Score: Raw -687928.179051 + Penalty 4183.601662 = -683744.577389 nChanged 28 SP:Iteration 30Q (5091.380000 sec): 3 clusters Score: Raw -687946.731366 + Penalty 4183.601662 = -683763.129704 nChanged 21 SP:Iteration 31Q (5091.400000 sec): 3 clusters Score: Raw -687958.635123 + Penalty 4183.601662 = -683775.033462 nChanged 19 SP:Iteration 32Q (5091.430000 sec): 3 clusters Score: Raw -687967.411536 + Penalty 4183.601662 = -683783.809874 nChanged 23 SP:Iteration 33Q (5091.450000 sec): 3 clusters Score: Raw -687980.638981 + Penalty 4183.601662 = -683797.037319 nChanged 15 SP:Iteration 34Q (5091.470000 sec): 3 clusters Score: Raw -687991.201382 + Penalty 4183.601662 = -683807.599720 nChanged 17 SP:Iteration 35Q (5091.490000 sec): 3 clusters Score: Raw -688004.274064 + Penalty 4183.601662 = -683820.672402 nChanged 20 SP:Iteration 36Q (5091.510000 sec): 3 clusters Score: Raw -688017.925606 + Penalty 4183.601662 = -683834.323944 nChanged 25 SP:Iteration 37Q (5091.530000 sec): 3 clusters Score: Raw -688036.832448 + Penalty 4183.601662 = -683853.230786 nChanged 22 SP:Iteration 38Q (5091.550000 sec): 3 clusters Score: Raw -688050.848660 + Penalty 4183.601662 = -683867.246999 nChanged 21 SP:Iteration 39Q (5091.570000 sec): 3 clusters Score: Raw -688066.553554 + Penalty 4183.601662 = -683882.951892 nChanged 19 SP:Iteration 40F (5091.590000 sec): 3 clusters Score: Raw -688079.794828 + Penalty 4183.601662 = -683896.193166 nChanged 21 SP:Iteration 41Q (5091.620000 sec): 3 clusters Score: Raw -688091.167583 + Penalty 4183.601662 = -683907.565921 nChanged 15 SP:Iteration 42Q (5091.640000 sec): 3 clusters Score: Raw -688102.025801 + Penalty 4183.601662 = -683918.424139 nChanged 11 SP:Iteration 43Q (5091.660000 sec): 3 clusters Score: Raw -688106.839384 + Penalty 4183.601662 = -683923.237723 nChanged 12 SP:Iteration 44Q (5091.680000 sec): 3 clusters Score: Raw -688113.614159 + Penalty 4183.601662 = -683930.012497 nChanged 8 SP:Iteration 45Q (5091.700000 sec): 3 clusters Score: Raw -688117.955776 + Penalty 4183.601662 = -683934.354114 nChanged 10 SP:Iteration 46Q (5091.720000 sec): 3 clusters Score: Raw -688122.837694 + Penalty 4183.601662 = -683939.236032 nChanged 5 SP:Iteration 47Q (5091.740000 sec): 3 clusters Score: Raw -688126.423490 + Penalty 4183.601662 = -683942.821829 nChanged 3 SP:Iteration 48Q (5091.760000 sec): 3 clusters Score: Raw -688127.258628 + Penalty 4183.601662 = -683943.656966 nChanged 2 SP:Iteration 49Q (5091.780000 sec): 3 clusters Score: Raw -688127.669567 + Penalty 4183.601662 = -683944.067905 nChanged 5 SP:Iteration 50Q (5091.800000 sec): 3 clusters Score: Raw -688129.716773 + Penalty 4183.601662 = -683946.115111 nChanged 6 SP:Iteration 51Q (5091.820000 sec): 3 clusters Score: Raw -688132.564430 + Penalty 4183.601662 = -683948.962769 nChanged 4 SP:Iteration 52Q (5091.840000 sec): 3 clusters Score: Raw -688133.571577 + Penalty 4183.601662 = -683949.969915 nChanged 3 SP:Iteration 53Q (5091.860000 sec): 3 clusters Score: Raw -688134.067546 + Penalty 4183.601662 = -683950.465884 nChanged 1 SP:Iteration 54Q (5091.880000 sec): 3 clusters Score: Raw -688134.735255 + Penalty 4183.601662 = -683951.133593 nChanged 2 SP:Iteration 55Q (5091.900000 sec): 3 clusters Score: Raw -688135.196001 + Penalty 4183.601662 = -683951.594339 nChanged 1 SP:Iteration 56Q (5091.920000 sec): 3 clusters Score: Raw -688135.264786 + Penalty 4183.601662 = -683951.663124 nChanged 0 SP:Iteration 57F (5091.940000 sec): 3 clusters Score: Raw -688135.264786 + Penalty 4183.601662 = -683951.663124 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (13877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5092.000000 sec): 2 clusters Score: Raw -2170785.657219 + Penalty 2365.421042 = -2168420.236177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5092.070000 sec): 3 clusters Score: Raw -2162971.620080 + Penalty 4730.842084 = -2158240.777996 nChanged 5990 SP:Iteration 1F (5092.140000 sec): 3 clusters Score: Raw -2166208.424899 + Penalty 4730.842084 = -2161477.582815 nChanged 861 SP:Iteration 2F (5092.210000 sec): 3 clusters Score: Raw -2166608.613398 + Penalty 4730.842084 = -2161877.771314 nChanged 754 SP:Iteration 3F (5092.280000 sec): 3 clusters Score: Raw -2166973.674812 + Penalty 4730.842084 = -2162242.832728 nChanged 712 SP:Iteration 4F (5092.350000 sec): 3 clusters Score: Raw -2167314.329449 + Penalty 4730.842084 = -2162583.487365 nChanged 680 SP:Iteration 5Q (5092.420000 sec): 3 clusters Score: Raw -2167671.308067 + Penalty 4730.842084 = -2162940.465983 nChanged 725 SP:Iteration 6F (5092.490000 sec): 3 clusters Score: Raw -2168085.284250 + Penalty 4730.842084 = -2163354.442166 nChanged 730 SP:Iteration 7F (5092.560000 sec): 3 clusters Score: Raw -2168545.847989 + Penalty 4730.842084 = -2163815.005905 nChanged 734 SP:Iteration 8F (5092.630000 sec): 3 clusters Score: Raw -2169031.417530 + Penalty 4730.842084 = -2164300.575446 nChanged 626 SP:Iteration 9Q (5092.700000 sec): 3 clusters Score: Raw -2169464.712940 + Penalty 4730.842084 = -2164733.870856 nChanged 564 SP:Iteration 10Q (5092.770000 sec): 3 clusters Score: Raw -2169861.166731 + Penalty 4730.842084 = -2165130.324647 nChanged 452 SP:Iteration 11Q (5092.840000 sec): 3 clusters Score: Raw -2170184.472812 + Penalty 4730.842084 = -2165453.630728 nChanged 331 SP:Iteration 12Q (5092.900000 sec): 3 clusters Score: Raw -2170433.797035 + Penalty 4730.842084 = -2165702.954951 nChanged 252 SP:Iteration 13Q (5092.970000 sec): 3 clusters Score: Raw -2170610.772555 + Penalty 4730.842084 = -2165879.930471 nChanged 194 SP:Iteration 14Q (5093.030000 sec): 3 clusters Score: Raw -2170760.335721 + Penalty 4730.842084 = -2166029.493637 nChanged 126 SP:Iteration 15Q (5093.100000 sec): 3 clusters Score: Raw -2170854.207155 + Penalty 4730.842084 = -2166123.365071 nChanged 81 SP:Iteration 16Q (5093.160000 sec): 3 clusters Score: Raw -2170920.573421 + Penalty 4730.842084 = -2166189.731337 nChanged 73 SP:Iteration 17Q (5093.220000 sec): 3 clusters Score: Raw -2170976.791577 + Penalty 4730.842084 = -2166245.949493 nChanged 50 SP:Iteration 18Q (5093.280000 sec): 3 clusters Score: Raw -2171017.956237 + Penalty 4730.842084 = -2166287.114153 nChanged 30 SP:Iteration 19Q (5093.340000 sec): 3 clusters Score: Raw -2171041.390224 + Penalty 4730.842084 = -2166310.548140 nChanged 24 SP:Iteration 20F (5093.400000 sec): 3 clusters Score: Raw -2171059.854200 + Penalty 4730.842084 = -2166329.012116 nChanged 15 SP:Iteration 21Q (5093.460000 sec): 3 clusters Score: Raw -2171068.982746 + Penalty 4730.842084 = -2166338.140662 nChanged 9 SP:Iteration 22Q (5093.520000 sec): 3 clusters Score: Raw -2171076.308000 + Penalty 4730.842084 = -2166345.465917 nChanged 10 SP:Iteration 23Q (5093.580000 sec): 3 clusters Score: Raw -2171084.989601 + Penalty 4730.842084 = -2166354.147517 nChanged 10 SP:Iteration 24Q (5093.640000 sec): 3 clusters Score: Raw -2171092.413527 + Penalty 4730.842084 = -2166361.571443 nChanged 5 SP:Iteration 25Q (5093.690000 sec): 3 clusters Score: Raw -2171097.490944 + Penalty 4730.842084 = -2166366.648860 nChanged 3 SP:Iteration 26Q (5093.750000 sec): 3 clusters Score: Raw -2171099.867543 + Penalty 4730.842084 = -2166369.025459 nChanged 2 SP:Iteration 27Q (5093.810000 sec): 3 clusters Score: Raw -2171100.573629 + Penalty 4730.842084 = -2166369.731545 nChanged 2 SP:Iteration 28Q (5093.860000 sec): 3 clusters Score: Raw -2171101.838623 + Penalty 4730.842084 = -2166370.996539 nChanged 2 SP:Iteration 29Q (5093.920000 sec): 3 clusters Score: Raw -2171103.148421 + Penalty 4730.842084 = -2166372.306337 nChanged 1 SP:Iteration 30Q (5093.980000 sec): 3 clusters Score: Raw -2171103.608121 + Penalty 4730.842084 = -2166372.766037 nChanged 1 SP:Iteration 31Q (5094.040000 sec): 3 clusters Score: Raw -2171103.979765 + Penalty 4730.842084 = -2166373.137682 nChanged 1 SP:Iteration 32Q (5094.090000 sec): 3 clusters Score: Raw -2171104.443884 + Penalty 4730.842084 = -2166373.601800 nChanged 0 SP:Iteration 33F (5094.160000 sec): 3 clusters Score: Raw -2171104.443884 + Penalty 4730.842084 = -2166373.601800 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (245122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5095.280000 sec): 2 clusters Score: Raw -38165962.171941 + Penalty 3077.558809 = -38162884.613132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5096.560000 sec): 3 clusters Score: Raw -38004605.539038 + Penalty 6155.117617 = -37998450.421421 nChanged 118310 SP:Iteration 1F (5097.830000 sec): 3 clusters Score: Raw -38074366.768306 + Penalty 6155.117617 = -38068211.650689 nChanged 6981 SP:Iteration 2Q (5099.150000 sec): 3 clusters Score: Raw -38076056.138587 + Penalty 6155.117617 = -38069901.020970 nChanged 8094 SP:Iteration 3Q (5100.440000 sec): 3 clusters Score: Raw -38078605.156081 + Penalty 6155.117617 = -38072450.038464 nChanged 10170 SP:Iteration 4Q (5101.750000 sec): 3 clusters Score: Raw -38082878.091325 + Penalty 6155.117617 = -38076722.973708 nChanged 12989 SP:Iteration 5F (5103.030000 sec): 3 clusters Score: Raw -38090014.752774 + Penalty 6155.117617 = -38083859.635157 nChanged 16180 SP:Iteration 6F (5104.310000 sec): 3 clusters Score: Raw -38101145.053212 + Penalty 6155.117617 = -38094989.935595 nChanged 18277 SP:Iteration 7F (5105.570000 sec): 3 clusters Score: Raw -38115907.621934 + Penalty 6155.117617 = -38109752.504317 nChanged 17931 SP:Iteration 8F (5106.830000 sec): 3 clusters Score: Raw -38131739.099073 + Penalty 6155.117617 = -38125583.981456 nChanged 14910 SP:Iteration 9F (5108.100000 sec): 3 clusters Score: Raw -38145283.504487 + Penalty 6155.117617 = -38139128.386870 nChanged 10527 SP:Iteration 10Q (5109.280000 sec): 3 clusters Score: Raw -38154687.725360 + Penalty 6155.117617 = -38148532.607743 nChanged 6513 SP:Iteration 11Q (5110.360000 sec): 3 clusters Score: Raw -38160169.137882 + Penalty 6155.117617 = -38154014.020264 nChanged 3808 SP:Iteration 12Q (5111.370000 sec): 3 clusters Score: Raw -38163162.444896 + Penalty 6155.117617 = -38157007.327279 nChanged 2164 SP:Iteration 13Q (5112.340000 sec): 3 clusters Score: Raw -38164774.658810 + Penalty 6155.117617 = -38158619.541193 nChanged 1264 SP:Iteration 14Q (5113.270000 sec): 3 clusters Score: Raw -38165657.595662 + Penalty 6155.117617 = -38159502.478045 nChanged 748 SP:Iteration 15Q (5114.190000 sec): 3 clusters Score: Raw -38166123.205353 + Penalty 6155.117617 = -38159968.087736 nChanged 490 SP:Iteration 16Q (5115.100000 sec): 3 clusters Score: Raw -38166404.182125 + Penalty 6155.117617 = -38160249.064508 nChanged 346 SP:Iteration 17Q (5116.000000 sec): 3 clusters Score: Raw -38166581.901270 + Penalty 6155.117617 = -38160426.783652 nChanged 238 SP:Iteration 18Q (5116.910000 sec): 3 clusters Score: Raw -38166700.325359 + Penalty 6155.117617 = -38160545.207742 nChanged 178 SP:Iteration 19Q (5117.800000 sec): 3 clusters Score: Raw -38166778.135877 + Penalty 6155.117617 = -38160623.018260 nChanged 147 SP:Iteration 20F (5119.050000 sec): 3 clusters Score: Raw -38166837.539490 + Penalty 6155.117617 = -38160682.421873 nChanged 121 SP:Iteration 21Q (5119.950000 sec): 3 clusters Score: Raw -38166901.031879 + Penalty 6155.117617 = -38160745.914262 nChanged 132 SP:Iteration 22Q (5120.840000 sec): 3 clusters Score: Raw -38166962.954985 + Penalty 6155.117617 = -38160807.837368 nChanged 118 SP:Iteration 23Q (5121.730000 sec): 3 clusters Score: Raw -38167010.069630 + Penalty 6155.117617 = -38160854.952013 nChanged 98 SP:Iteration 24Q (5122.620000 sec): 3 clusters Score: Raw -38167050.804711 + Penalty 6155.117617 = -38160895.687094 nChanged 98 SP:Iteration 25Q (5123.510000 sec): 3 clusters Score: Raw -38167083.669703 + Penalty 6155.117617 = -38160928.552086 nChanged 80 SP:Iteration 26Q (5124.400000 sec): 3 clusters Score: Raw -38167111.826357 + Penalty 6155.117617 = -38160956.708740 nChanged 67 SP:Iteration 27Q (5125.290000 sec): 3 clusters Score: Raw -38167135.330664 + Penalty 6155.117617 = -38160980.213047 nChanged 63 SP:Iteration 28Q (5126.190000 sec): 3 clusters Score: Raw -38167157.883466 + Penalty 6155.117617 = -38161002.765849 nChanged 66 SP:Iteration 29Q (5127.080000 sec): 3 clusters Score: Raw -38167180.154056 + Penalty 6155.117617 = -38161025.036439 nChanged 68 SP:Iteration 30Q (5127.980000 sec): 3 clusters Score: Raw -38167206.540982 + Penalty 6155.117617 = -38161051.423365 nChanged 62 SP:Iteration 31Q (5128.860000 sec): 3 clusters Score: Raw -38167232.185654 + Penalty 6155.117617 = -38161077.068037 nChanged 62 SP:Iteration 32Q (5129.760000 sec): 3 clusters Score: Raw -38167250.888780 + Penalty 6155.117617 = -38161095.771163 nChanged 63 SP:Iteration 33Q (5130.640000 sec): 3 clusters Score: Raw -38167274.598849 + Penalty 6155.117617 = -38161119.481232 nChanged 60 SP:Iteration 34Q (5131.540000 sec): 3 clusters Score: Raw -38167297.949177 + Penalty 6155.117617 = -38161142.831560 nChanged 76 SP:Iteration 35Q (5132.420000 sec): 3 clusters Score: Raw -38167326.133528 + Penalty 6155.117617 = -38161171.015911 nChanged 74 SP:Iteration 36Q (5133.310000 sec): 3 clusters Score: Raw -38167354.695160 + Penalty 6155.117617 = -38161199.577543 nChanged 98 SP:Iteration 37Q (5134.200000 sec): 3 clusters Score: Raw -38167392.846940 + Penalty 6155.117617 = -38161237.729323 nChanged 88 SP:Iteration 38Q (5135.090000 sec): 3 clusters Score: Raw -38167420.810390 + Penalty 6155.117617 = -38161265.692773 nChanged 84 SP:Iteration 39Q (5135.980000 sec): 3 clusters Score: Raw -38167447.446234 + Penalty 6155.117617 = -38161292.328616 nChanged 74 SP:Iteration 40F (5137.220000 sec): 3 clusters Score: Raw -38167477.951085 + Penalty 6155.117617 = -38161322.833467 nChanged 85 SP:Iteration 41Q (5138.120000 sec): 3 clusters Score: Raw -38167513.618963 + Penalty 6155.117617 = -38161358.501346 nChanged 109 SP:Iteration 42Q (5139.010000 sec): 3 clusters Score: Raw -38167555.990448 + Penalty 6155.117617 = -38161400.872831 nChanged 103 SP:Iteration 43Q (5139.910000 sec): 3 clusters Score: Raw -38167592.391468 + Penalty 6155.117617 = -38161437.273851 nChanged 102 SP:Iteration 44Q (5140.800000 sec): 3 clusters Score: Raw -38167622.832578 + Penalty 6155.117617 = -38161467.714961 nChanged 87 SP:Iteration 45Q (5141.690000 sec): 3 clusters Score: Raw -38167650.549694 + Penalty 6155.117617 = -38161495.432077 nChanged 86 SP:Iteration 46Q (5142.590000 sec): 3 clusters Score: Raw -38167678.163751 + Penalty 6155.117617 = -38161523.046134 nChanged 95 SP:Iteration 47Q (5143.480000 sec): 3 clusters Score: Raw -38167706.199405 + Penalty 6155.117617 = -38161551.081788 nChanged 96 SP:Iteration 48Q (5144.370000 sec): 3 clusters Score: Raw -38167736.296173 + Penalty 6155.117617 = -38161581.178556 nChanged 97 SP:Iteration 49Q (5145.260000 sec): 3 clusters Score: Raw -38167764.552359 + Penalty 6155.117617 = -38161609.434742 nChanged 92 SP:Iteration 50Q (5146.160000 sec): 3 clusters Score: Raw -38167790.001594 + Penalty 6155.117617 = -38161634.883977 nChanged 99 SP:Iteration 51Q (5147.050000 sec): 3 clusters Score: Raw -38167818.039067 + Penalty 6155.117617 = -38161662.921450 nChanged 99 SP:Iteration 52Q (5147.940000 sec): 3 clusters Score: Raw -38167847.281236 + Penalty 6155.117617 = -38161692.163619 nChanged 92 SP:Iteration 53Q (5148.840000 sec): 3 clusters Score: Raw -38167874.615016 + Penalty 6155.117617 = -38161719.497399 nChanged 80 SP:Iteration 54Q (5149.730000 sec): 3 clusters Score: Raw -38167894.867189 + Penalty 6155.117617 = -38161739.749572 nChanged 75 SP:Iteration 55Q (5150.620000 sec): 3 clusters Score: Raw -38167911.748569 + Penalty 6155.117617 = -38161756.630952 nChanged 66 SP:Iteration 56Q (5151.520000 sec): 3 clusters Score: Raw -38167926.935379 + Penalty 6155.117617 = -38161771.817762 nChanged 61 SP:Iteration 57Q (5152.400000 sec): 3 clusters Score: Raw -38167938.935528 + Penalty 6155.117617 = -38161783.817911 nChanged 44 SP:Iteration 58Q (5153.300000 sec): 3 clusters Score: Raw -38167947.693922 + Penalty 6155.117617 = -38161792.576305 nChanged 42 SP:Iteration 59Q (5154.190000 sec): 3 clusters Score: Raw -38167956.236337 + Penalty 6155.117617 = -38161801.118720 nChanged 41 SP:Iteration 60F (5155.440000 sec): 3 clusters Score: Raw -38167965.909861 + Penalty 6155.117617 = -38161810.792244 nChanged 43 SP:Iteration 61Q (5156.350000 sec): 3 clusters Score: Raw -38167975.509388 + Penalty 6155.117617 = -38161820.391771 nChanged 50 SP:Iteration 62Q (5157.250000 sec): 3 clusters Score: Raw -38167989.258430 + Penalty 6155.117617 = -38161834.140813 nChanged 63 SP:Iteration 63Q (5158.150000 sec): 3 clusters Score: Raw -38168004.564754 + Penalty 6155.117617 = -38161849.447137 nChanged 57 SP:Iteration 64Q (5159.050000 sec): 3 clusters Score: Raw -38168015.317379 + Penalty 6155.117617 = -38161860.199762 nChanged 49 SP:Iteration 65Q (5159.950000 sec): 3 clusters Score: Raw -38168025.069010 + Penalty 6155.117617 = -38161869.951393 nChanged 51 SP:Iteration 66Q (5160.850000 sec): 3 clusters Score: Raw -38168034.266164 + Penalty 6155.117617 = -38161879.148547 nChanged 43 SP:Iteration 67Q (5161.760000 sec): 3 clusters Score: Raw -38168042.046709 + Penalty 6155.117617 = -38161886.929092 nChanged 41 SP:Iteration 68Q (5162.670000 sec): 3 clusters Score: Raw -38168049.680384 + Penalty 6155.117617 = -38161894.562767 nChanged 42 SP:Iteration 69Q (5163.570000 sec): 3 clusters Score: Raw -38168057.320916 + Penalty 6155.117617 = -38161902.203299 nChanged 38 SP:Iteration 70Q (5164.470000 sec): 3 clusters Score: Raw -38168063.448163 + Penalty 6155.117617 = -38161908.330546 nChanged 31 SP:Iteration 71Q (5165.370000 sec): 3 clusters Score: Raw -38168068.638910 + Penalty 6155.117617 = -38161913.521293 nChanged 28 SP:Iteration 72Q (5166.280000 sec): 3 clusters Score: Raw -38168073.991345 + Penalty 6155.117617 = -38161918.873728 nChanged 30 SP:Iteration 73Q (5167.180000 sec): 3 clusters Score: Raw -38168079.220452 + Penalty 6155.117617 = -38161924.102835 nChanged 25 SP:Iteration 74Q (5168.080000 sec): 3 clusters Score: Raw -38168083.578979 + Penalty 6155.117617 = -38161928.461362 nChanged 28 SP:Iteration 75Q (5168.980000 sec): 3 clusters Score: Raw -38168087.764321 + Penalty 6155.117617 = -38161932.646704 nChanged 17 SP:Iteration 76Q (5169.880000 sec): 3 clusters Score: Raw -38168090.415925 + Penalty 6155.117617 = -38161935.298308 nChanged 20 SP:Iteration 77Q (5170.790000 sec): 3 clusters Score: Raw -38168094.150407 + Penalty 6155.117617 = -38161939.032790 nChanged 23 SP:Iteration 78Q (5171.690000 sec): 3 clusters Score: Raw -38168097.722317 + Penalty 6155.117617 = -38161942.604700 nChanged 14 SP:Iteration 79Q (5172.590000 sec): 3 clusters Score: Raw -38168099.473684 + Penalty 6155.117617 = -38161944.356067 nChanged 19 SP:Iteration 80F (5173.840000 sec): 3 clusters Score: Raw -38168102.078440 + Penalty 6155.117617 = -38161946.960823 nChanged 14 SP:Iteration 81Q (5174.740000 sec): 3 clusters Score: Raw -38168103.900760 + Penalty 6155.117617 = -38161948.783142 nChanged 17 SP:Iteration 82Q (5175.640000 sec): 3 clusters Score: Raw -38168106.170699 + Penalty 6155.117617 = -38161951.053082 nChanged 13 SP:Iteration 83Q (5176.540000 sec): 3 clusters Score: Raw -38168108.205533 + Penalty 6155.117617 = -38161953.087916 nChanged 14 SP:Iteration 84Q (5177.440000 sec): 3 clusters Score: Raw -38168109.874887 + Penalty 6155.117617 = -38161954.757270 nChanged 11 SP:Iteration 85Q (5178.350000 sec): 3 clusters Score: Raw -38168111.145125 + Penalty 6155.117617 = -38161956.027507 nChanged 9 SP:Iteration 86Q (5179.250000 sec): 3 clusters Score: Raw -38168112.132808 + Penalty 6155.117617 = -38161957.015191 nChanged 8 SP:Iteration 87Q (5180.150000 sec): 3 clusters Score: Raw -38168113.318109 + Penalty 6155.117617 = -38161958.200492 nChanged 9 SP:Iteration 88Q (5181.050000 sec): 3 clusters Score: Raw -38168114.638075 + Penalty 6155.117617 = -38161959.520458 nChanged 4 SP:Iteration 89Q (5181.960000 sec): 3 clusters Score: Raw -38168115.150766 + Penalty 6155.117617 = -38161960.033149 nChanged 4 SP:Iteration 90Q (5182.860000 sec): 3 clusters Score: Raw -38168115.603144 + Penalty 6155.117617 = -38161960.485527 nChanged 1 SP:Iteration 91Q (5183.760000 sec): 3 clusters Score: Raw -38168115.747009 + Penalty 6155.117617 = -38161960.629392 nChanged 2 SP:Iteration 92Q (5184.660000 sec): 3 clusters Score: Raw -38168115.945708 + Penalty 6155.117617 = -38161960.828091 nChanged 1 SP:Iteration 93Q (5185.570000 sec): 3 clusters Score: Raw -38168116.056079 + Penalty 6155.117617 = -38161960.938462 nChanged 2 SP:Iteration 94Q (5186.460000 sec): 3 clusters Score: Raw -38168116.271640 + Penalty 6155.117617 = -38161961.154023 nChanged 4 SP:Iteration 95Q (5187.370000 sec): 3 clusters Score: Raw -38168116.706125 + Penalty 6155.117617 = -38161961.588508 nChanged 1 SP:Iteration 96Q (5188.270000 sec): 3 clusters Score: Raw -38168116.863607 + Penalty 6155.117617 = -38161961.745990 nChanged 3 SP:Iteration 97Q (5189.170000 sec): 3 clusters Score: Raw -38168117.077827 + Penalty 6155.117617 = -38161961.960210 nChanged 1 SP:Iteration 98Q (5190.070000 sec): 3 clusters Score: Raw -38168117.185144 + Penalty 6155.117617 = -38161962.067527 nChanged 1 SP:Iteration 99Q (5190.980000 sec): 3 clusters Score: Raw -38168117.278659 + Penalty 6155.117617 = -38161962.161042 nChanged 1 SP:Iteration 100F (5192.240000 sec): 3 clusters Score: Raw -38168117.404051 + Penalty 6155.117617 = -38161962.286434 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5192.420000 sec): 2 clusters Score: Raw -2332721.653801 + Penalty 2385.066716 = -2330336.587084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5192.500000 sec): 3 clusters Score: Raw -2324245.533121 + Penalty 4770.133432 = -2319475.399689 nChanged 6400 SP:Iteration 1F (5192.570000 sec): 3 clusters Score: Raw -2327708.297466 + Penalty 4770.133432 = -2322938.164033 nChanged 966 SP:Iteration 2F (5192.650000 sec): 3 clusters Score: Raw -2328214.604197 + Penalty 4770.133432 = -2323444.470764 nChanged 885 SP:Iteration 3F (5192.720000 sec): 3 clusters Score: Raw -2328733.274236 + Penalty 4770.133432 = -2323963.140803 nChanged 878 SP:Iteration 4F (5192.790000 sec): 3 clusters Score: Raw -2329251.671697 + Penalty 4770.133432 = -2324481.538264 nChanged 924 SP:Iteration 5F (5192.870000 sec): 3 clusters Score: Raw -2329787.264098 + Penalty 4770.133432 = -2325017.130666 nChanged 897 SP:Iteration 6F (5192.940000 sec): 3 clusters Score: Raw -2330390.459813 + Penalty 4770.133432 = -2325620.326381 nChanged 889 SP:Iteration 7F (5193.020000 sec): 3 clusters Score: Raw -2331074.469450 + Penalty 4770.133432 = -2326304.336017 nChanged 844 SP:Iteration 8F (5193.090000 sec): 3 clusters Score: Raw -2331819.920198 + Penalty 4770.133432 = -2327049.786766 nChanged 713 SP:Iteration 9Q (5193.170000 sec): 3 clusters Score: Raw -2332492.849697 + Penalty 4770.133432 = -2327722.716265 nChanged 485 SP:Iteration 10Q (5193.240000 sec): 3 clusters Score: Raw -2332964.100488 + Penalty 4770.133432 = -2328193.967055 nChanged 287 SP:Iteration 11Q (5193.310000 sec): 3 clusters Score: Raw -2333301.971774 + Penalty 4770.133432 = -2328531.838341 nChanged 189 SP:Iteration 12Q (5193.370000 sec): 3 clusters Score: Raw -2333580.922851 + Penalty 4770.133432 = -2328810.789419 nChanged 112 SP:Iteration 13Q (5193.430000 sec): 3 clusters Score: Raw -2333754.655863 + Penalty 4770.133432 = -2328984.522430 nChanged 73 SP:Iteration 14Q (5193.490000 sec): 3 clusters Score: Raw -2333847.465125 + Penalty 4770.133432 = -2329077.331692 nChanged 43 SP:Iteration 15Q (5193.540000 sec): 3 clusters Score: Raw -2333888.841186 + Penalty 4770.133432 = -2329118.707753 nChanged 17 SP:Iteration 16Q (5193.590000 sec): 3 clusters Score: Raw -2333901.185851 + Penalty 4770.133432 = -2329131.052418 nChanged 7 SP:Iteration 17Q (5193.650000 sec): 3 clusters Score: Raw -2333907.118317 + Penalty 4770.133432 = -2329136.984885 nChanged 5 SP:Iteration 18Q (5193.700000 sec): 3 clusters Score: Raw -2333913.552828 + Penalty 4770.133432 = -2329143.419395 nChanged 6 SP:Iteration 19Q (5193.750000 sec): 3 clusters Score: Raw -2333918.056972 + Penalty 4770.133432 = -2329147.923539 nChanged 3 SP:Iteration 20F (5193.830000 sec): 3 clusters Score: Raw -2333921.665082 + Penalty 4770.133432 = -2329151.531650 nChanged 5 SP:Iteration 21Q (5193.880000 sec): 3 clusters Score: Raw -2333924.568281 + Penalty 4770.133432 = -2329154.434849 nChanged 1 SP:Iteration 22Q (5193.930000 sec): 3 clusters Score: Raw -2333925.393945 + Penalty 4770.133432 = -2329155.260512 nChanged 4 SP:Iteration 23Q (5193.990000 sec): 3 clusters Score: Raw -2333927.554403 + Penalty 4770.133432 = -2329157.420971 nChanged 2 SP:Iteration 24Q (5194.040000 sec): 3 clusters Score: Raw -2333930.078028 + Penalty 4770.133432 = -2329159.944595 nChanged 1 SP:Iteration 25Q (5194.090000 sec): 3 clusters Score: Raw -2333930.530421 + Penalty 4770.133432 = -2329160.396989 nChanged 0 SP:Iteration 26F (5194.170000 sec): 3 clusters Score: Raw -2333930.530421 + Penalty 4770.133432 = -2329160.396989 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (7077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5194.210000 sec): 2 clusters Score: Raw -1101826.443020 + Penalty 2198.422131 = -1099628.020888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5194.240000 sec): 3 clusters Score: Raw -1098160.476621 + Penalty 4396.844263 = -1093763.632359 nChanged 2830 SP:Iteration 1F (5194.270000 sec): 3 clusters Score: Raw -1099730.857845 + Penalty 4396.844263 = -1095334.013582 nChanged 474 SP:Iteration 2F (5194.310000 sec): 3 clusters Score: Raw -1099973.203525 + Penalty 4396.844263 = -1095576.359262 nChanged 362 SP:Iteration 3F (5194.340000 sec): 3 clusters Score: Raw -1100151.329581 + Penalty 4396.844263 = -1095754.485318 nChanged 291 SP:Iteration 4Q (5194.380000 sec): 3 clusters Score: Raw -1100300.281895 + Penalty 4396.844263 = -1095903.437632 nChanged 264 SP:Iteration 5Q (5194.410000 sec): 3 clusters Score: Raw -1100422.199028 + Penalty 4396.844263 = -1096025.354766 nChanged 235 SP:Iteration 6Q (5194.450000 sec): 3 clusters Score: Raw -1100534.824340 + Penalty 4396.844263 = -1096137.980078 nChanged 218 SP:Iteration 7Q (5194.480000 sec): 3 clusters Score: Raw -1100630.962172 + Penalty 4396.844263 = -1096234.117910 nChanged 194 SP:Iteration 8Q (5194.510000 sec): 3 clusters Score: Raw -1100722.914476 + Penalty 4396.844263 = -1096326.070214 nChanged 202 SP:Iteration 9Q (5194.550000 sec): 3 clusters Score: Raw -1100813.597251 + Penalty 4396.844263 = -1096416.752989 nChanged 226 SP:Iteration 10Q (5194.590000 sec): 3 clusters Score: Raw -1100930.163333 + Penalty 4396.844263 = -1096533.319071 nChanged 239 SP:Iteration 11Q (5194.620000 sec): 3 clusters Score: Raw -1101049.182283 + Penalty 4396.844263 = -1096652.338020 nChanged 232 SP:Iteration 12Q (5194.650000 sec): 3 clusters Score: Raw -1101162.888942 + Penalty 4396.844263 = -1096766.044680 nChanged 198 SP:Iteration 13Q (5194.690000 sec): 3 clusters Score: Raw -1101269.713081 + Penalty 4396.844263 = -1096872.868819 nChanged 192 SP:Iteration 14Q (5194.720000 sec): 3 clusters Score: Raw -1101375.770699 + Penalty 4396.844263 = -1096978.926436 nChanged 197 SP:Iteration 15Q (5194.760000 sec): 3 clusters Score: Raw -1101486.755795 + Penalty 4396.844263 = -1097089.911532 nChanged 211 SP:Iteration 16Q (5194.790000 sec): 3 clusters Score: Raw -1101597.420599 + Penalty 4396.844263 = -1097200.576337 nChanged 188 SP:Iteration 17Q (5194.830000 sec): 3 clusters Score: Raw -1101686.129070 + Penalty 4396.844263 = -1097289.284808 nChanged 162 SP:Iteration 18Q (5194.860000 sec): 3 clusters Score: Raw -1101768.450886 + Penalty 4396.844263 = -1097371.606624 nChanged 156 SP:Iteration 19Q (5194.890000 sec): 3 clusters Score: Raw -1101834.682662 + Penalty 4396.844263 = -1097437.838400 nChanged 126 SP:Iteration 20F (5194.930000 sec): 3 clusters Score: Raw -1101894.696312 + Penalty 4396.844263 = -1097497.852050 nChanged 114 SP:Iteration 21Q (5194.970000 sec): 3 clusters Score: Raw -1101944.720741 + Penalty 4396.844263 = -1097547.876478 nChanged 99 SP:Iteration 22Q (5195.000000 sec): 3 clusters Score: Raw -1101985.138651 + Penalty 4396.844263 = -1097588.294388 nChanged 80 SP:Iteration 23Q (5195.030000 sec): 3 clusters Score: Raw -1102015.905120 + Penalty 4396.844263 = -1097619.060857 nChanged 65 SP:Iteration 24Q (5195.070000 sec): 3 clusters Score: Raw -1102038.594177 + Penalty 4396.844263 = -1097641.749914 nChanged 59 SP:Iteration 25Q (5195.100000 sec): 3 clusters Score: Raw -1102061.547321 + Penalty 4396.844263 = -1097664.703059 nChanged 57 SP:Iteration 26Q (5195.140000 sec): 3 clusters Score: Raw -1102084.016369 + Penalty 4396.844263 = -1097687.172106 nChanged 58 SP:Iteration 27Q (5195.170000 sec): 3 clusters Score: Raw -1102105.246499 + Penalty 4396.844263 = -1097708.402237 nChanged 39 SP:Iteration 28Q (5195.210000 sec): 3 clusters Score: Raw -1102117.458719 + Penalty 4396.844263 = -1097720.614456 nChanged 36 SP:Iteration 29Q (5195.240000 sec): 3 clusters Score: Raw -1102128.648929 + Penalty 4396.844263 = -1097731.804666 nChanged 30 SP:Iteration 30Q (5195.270000 sec): 3 clusters Score: Raw -1102138.416151 + Penalty 4396.844263 = -1097741.571888 nChanged 34 SP:Iteration 31Q (5195.310000 sec): 3 clusters Score: Raw -1102150.679339 + Penalty 4396.844263 = -1097753.835077 nChanged 35 SP:Iteration 32Q (5195.350000 sec): 3 clusters Score: Raw -1102160.620170 + Penalty 4396.844263 = -1097763.775908 nChanged 28 SP:Iteration 33Q (5195.380000 sec): 3 clusters Score: Raw -1102170.156379 + Penalty 4396.844263 = -1097773.312117 nChanged 25 SP:Iteration 34Q (5195.410000 sec): 3 clusters Score: Raw -1102178.132637 + Penalty 4396.844263 = -1097781.288374 nChanged 21 SP:Iteration 35Q (5195.450000 sec): 3 clusters Score: Raw -1102186.677942 + Penalty 4396.844263 = -1097789.833679 nChanged 24 SP:Iteration 36Q (5195.480000 sec): 3 clusters Score: Raw -1102194.981700 + Penalty 4396.844263 = -1097798.137438 nChanged 26 SP:Iteration 37Q (5195.520000 sec): 3 clusters Score: Raw -1102203.919681 + Penalty 4396.844263 = -1097807.075418 nChanged 26 SP:Iteration 38Q (5195.550000 sec): 3 clusters Score: Raw -1102212.084952 + Penalty 4396.844263 = -1097815.240689 nChanged 14 SP:Iteration 39Q (5195.590000 sec): 3 clusters Score: Raw -1102216.528060 + Penalty 4396.844263 = -1097819.683797 nChanged 20 SP:Iteration 40F (5195.620000 sec): 3 clusters Score: Raw -1102222.468419 + Penalty 4396.844263 = -1097825.624156 nChanged 18 SP:Iteration 41Q (5195.650000 sec): 3 clusters Score: Raw -1102227.275163 + Penalty 4396.844263 = -1097830.430900 nChanged 15 SP:Iteration 42Q (5195.690000 sec): 3 clusters Score: Raw -1102232.934926 + Penalty 4396.844263 = -1097836.090663 nChanged 12 SP:Iteration 43Q (5195.730000 sec): 3 clusters Score: Raw -1102236.911441 + Penalty 4396.844263 = -1097840.067178 nChanged 13 SP:Iteration 44Q (5195.760000 sec): 3 clusters Score: Raw -1102240.643154 + Penalty 4396.844263 = -1097843.798892 nChanged 11 SP:Iteration 45Q (5195.790000 sec): 3 clusters Score: Raw -1102243.776715 + Penalty 4396.844263 = -1097846.932452 nChanged 12 SP:Iteration 46Q (5195.830000 sec): 3 clusters Score: Raw -1102247.819505 + Penalty 4396.844263 = -1097850.975242 nChanged 11 SP:Iteration 47Q (5195.860000 sec): 3 clusters Score: Raw -1102250.700564 + Penalty 4396.844263 = -1097853.856302 nChanged 11 SP:Iteration 48Q (5195.900000 sec): 3 clusters Score: Raw -1102253.895875 + Penalty 4396.844263 = -1097857.051613 nChanged 13 SP:Iteration 49Q (5195.930000 sec): 3 clusters Score: Raw -1102257.619044 + Penalty 4396.844263 = -1097860.774781 nChanged 10 SP:Iteration 50Q (5195.970000 sec): 3 clusters Score: Raw -1102261.492692 + Penalty 4396.844263 = -1097864.648430 nChanged 12 SP:Iteration 51Q (5196.010000 sec): 3 clusters Score: Raw -1102265.483698 + Penalty 4396.844263 = -1097868.639435 nChanged 10 SP:Iteration 52Q (5196.040000 sec): 3 clusters Score: Raw -1102269.244466 + Penalty 4396.844263 = -1097872.400204 nChanged 9 SP:Iteration 53Q (5196.070000 sec): 3 clusters Score: Raw -1102273.306612 + Penalty 4396.844263 = -1097876.462350 nChanged 14 SP:Iteration 54Q (5196.110000 sec): 3 clusters Score: Raw -1102278.211902 + Penalty 4396.844263 = -1097881.367640 nChanged 13 SP:Iteration 55Q (5196.140000 sec): 3 clusters Score: Raw -1102282.810183 + Penalty 4396.844263 = -1097885.965921 nChanged 11 SP:Iteration 56Q (5196.180000 sec): 3 clusters Score: Raw -1102286.378589 + Penalty 4396.844263 = -1097889.534326 nChanged 12 SP:Iteration 57Q (5196.210000 sec): 3 clusters Score: Raw -1102291.427948 + Penalty 4396.844263 = -1097894.583686 nChanged 14 SP:Iteration 58Q (5196.250000 sec): 3 clusters Score: Raw -1102298.358323 + Penalty 4396.844263 = -1097901.514060 nChanged 13 SP:Iteration 59Q (5196.280000 sec): 3 clusters Score: Raw -1102303.128474 + Penalty 4396.844263 = -1097906.284211 nChanged 11 SP:Iteration 60F (5196.310000 sec): 3 clusters Score: Raw -1102308.197148 + Penalty 4396.844263 = -1097911.352885 nChanged 13 SP:Iteration 61Q (5196.350000 sec): 3 clusters Score: Raw -1102314.726782 + Penalty 4396.844263 = -1097917.882520 nChanged 12 SP:Iteration 62Q (5196.380000 sec): 3 clusters Score: Raw -1102318.572920 + Penalty 4396.844263 = -1097921.728658 nChanged 8 SP:Iteration 63Q (5196.420000 sec): 3 clusters Score: Raw -1102322.118806 + Penalty 4396.844263 = -1097925.274544 nChanged 9 SP:Iteration 64Q (5196.450000 sec): 3 clusters Score: Raw -1102325.117005 + Penalty 4396.844263 = -1097928.272743 nChanged 6 SP:Iteration 65Q (5196.490000 sec): 3 clusters Score: Raw -1102326.732300 + Penalty 4396.844263 = -1097929.888037 nChanged 5 SP:Iteration 66Q (5196.520000 sec): 3 clusters Score: Raw -1102329.611243 + Penalty 4396.844263 = -1097932.766980 nChanged 6 SP:Iteration 67Q (5196.550000 sec): 3 clusters Score: Raw -1102331.640444 + Penalty 4396.844263 = -1097934.796181 nChanged 6 SP:Iteration 68Q (5196.590000 sec): 3 clusters Score: Raw -1102333.871217 + Penalty 4396.844263 = -1097937.026955 nChanged 6 SP:Iteration 69Q (5196.620000 sec): 3 clusters Score: Raw -1102336.242661 + Penalty 4396.844263 = -1097939.398399 nChanged 6 SP:Iteration 70Q (5196.660000 sec): 3 clusters Score: Raw -1102338.388960 + Penalty 4396.844263 = -1097941.544697 nChanged 3 SP:Iteration 71Q (5196.690000 sec): 3 clusters Score: Raw -1102339.548035 + Penalty 4396.844263 = -1097942.703772 nChanged 6 SP:Iteration 72Q (5196.730000 sec): 3 clusters Score: Raw -1102341.410649 + Penalty 4396.844263 = -1097944.566386 nChanged 5 SP:Iteration 73Q (5196.760000 sec): 3 clusters Score: Raw -1102343.288668 + Penalty 4396.844263 = -1097946.444406 nChanged 7 SP:Iteration 74Q (5196.790000 sec): 3 clusters Score: Raw -1102345.730275 + Penalty 4396.844263 = -1097948.886012 nChanged 7 SP:Iteration 75Q (5196.830000 sec): 3 clusters Score: Raw -1102347.992906 + Penalty 4396.844263 = -1097951.148644 nChanged 5 SP:Iteration 76Q (5196.860000 sec): 3 clusters Score: Raw -1102349.828590 + Penalty 4396.844263 = -1097952.984327 nChanged 2 SP:Iteration 77Q (5196.900000 sec): 3 clusters Score: Raw -1102350.598007 + Penalty 4396.844263 = -1097953.753744 nChanged 4 SP:Iteration 78Q (5196.930000 sec): 3 clusters Score: Raw -1102351.952684 + Penalty 4396.844263 = -1097955.108421 nChanged 5 SP:Iteration 79Q (5196.970000 sec): 3 clusters Score: Raw -1102354.420105 + Penalty 4396.844263 = -1097957.575842 nChanged 5 SP:Iteration 80F (5197.000000 sec): 3 clusters Score: Raw -1102356.215513 + Penalty 4396.844263 = -1097959.371250 nChanged 3 SP:Iteration 81Q (5197.030000 sec): 3 clusters Score: Raw -1102357.389386 + Penalty 4396.844263 = -1097960.545124 nChanged 1 SP:Iteration 82Q (5197.070000 sec): 3 clusters Score: Raw -1102357.642839 + Penalty 4396.844263 = -1097960.798576 nChanged 1 SP:Iteration 83Q (5197.100000 sec): 3 clusters Score: Raw -1102357.845183 + Penalty 4396.844263 = -1097961.000920 nChanged 1 SP:Iteration 84Q (5197.140000 sec): 3 clusters Score: Raw -1102358.566310 + Penalty 4396.844263 = -1097961.722048 nChanged 4 SP:Iteration 85Q (5197.170000 sec): 3 clusters Score: Raw -1102359.902677 + Penalty 4396.844263 = -1097963.058415 nChanged 3 SP:Iteration 86Q (5197.210000 sec): 3 clusters Score: Raw -1102360.468517 + Penalty 4396.844263 = -1097963.624254 nChanged 2 SP:Iteration 87Q (5197.240000 sec): 3 clusters Score: Raw -1102361.208849 + Penalty 4396.844263 = -1097964.364587 nChanged 2 SP:Iteration 88Q (5197.270000 sec): 3 clusters Score: Raw -1102362.067001 + Penalty 4396.844263 = -1097965.222738 nChanged 2 SP:Iteration 89Q (5197.310000 sec): 3 clusters Score: Raw -1102362.922454 + Penalty 4396.844263 = -1097966.078192 nChanged 1 SP:Iteration 90Q (5197.340000 sec): 3 clusters Score: Raw -1102363.680254 + Penalty 4396.844263 = -1097966.835992 nChanged 0 SP:Iteration 91F (5197.380000 sec): 3 clusters Score: Raw -1102363.680254 + Penalty 4396.844263 = -1097966.835992 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5197.390000 sec): 2 clusters Score: Raw -159494.532672 + Penalty 1772.984636 = -157721.548035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.390000 sec): 3 clusters Score: Raw -159500.899716 + Penalty 3545.969273 = -155954.930444 nChanged 424 SP:Iteration 1F (5197.400000 sec): 3 clusters Score: Raw -161224.808685 + Penalty 3545.969273 = -157678.839412 nChanged 183 SP:Iteration 2F (5197.410000 sec): 3 clusters Score: Raw -162371.399610 + Penalty 3545.969273 = -158825.430337 nChanged 95 SP:Iteration 3F (5197.410000 sec): 3 clusters Score: Raw -163077.997065 + Penalty 3545.969273 = -159532.027793 nChanged 71 SP:Iteration 4F (5197.420000 sec): 3 clusters Score: Raw -163374.106593 + Penalty 3545.969273 = -159828.137320 nChanged 40 SP:Iteration 5Q (5197.430000 sec): 3 clusters Score: Raw -163544.229764 + Penalty 3545.969273 = -159998.260491 nChanged 34 SP:Iteration 6Q (5197.430000 sec): 3 clusters Score: Raw -163751.600710 + Penalty 3545.969273 = -160205.631437 nChanged 15 SP:Iteration 7Q (5197.430000 sec): 3 clusters Score: Raw -163894.309204 + Penalty 3545.969273 = -160348.339931 nChanged 8 SP:Iteration 8Q (5197.440000 sec): 3 clusters Score: Raw -163923.016603 + Penalty 3545.969273 = -160377.047330 nChanged 5 SP:Iteration 9Q (5197.440000 sec): 3 clusters Score: Raw -163933.984207 + Penalty 3545.969273 = -160388.014935 nChanged 0 SP:Iteration 10F (5197.450000 sec): 3 clusters Score: Raw -163987.267065 + Penalty 3545.969273 = -160441.297792 nChanged 3 SP:Iteration 11Q (5197.450000 sec): 3 clusters Score: Raw -164164.636320 + Penalty 3545.969273 = -160618.667047 nChanged 4 SP:Iteration 12Q (5197.460000 sec): 3 clusters Score: Raw -164277.205455 + Penalty 3545.969273 = -160731.236182 nChanged 4 SP:Iteration 13Q (5197.460000 sec): 3 clusters Score: Raw -164292.248456 + Penalty 3545.969273 = -160746.279183 nChanged 1 SP:Iteration 14Q (5197.470000 sec): 3 clusters Score: Raw -164297.581881 + Penalty 3545.969273 = -160751.612608 nChanged 1 SP:Iteration 15Q (5197.470000 sec): 3 clusters Score: Raw -164301.238292 + Penalty 3545.969273 = -160755.269019 nChanged 1 SP:Iteration 16Q (5197.470000 sec): 3 clusters Score: Raw -164305.805540 + Penalty 3545.969273 = -160759.836267 nChanged 1 SP:Iteration 17Q (5197.480000 sec): 3 clusters Score: Raw -164309.292583 + Penalty 3545.969273 = -160763.323310 nChanged 1 SP:Iteration 18Q (5197.480000 sec): 3 clusters Score: Raw -164314.797850 + Penalty 3545.969273 = -160768.828577 nChanged 0 SP:Iteration 19F (5197.490000 sec): 3 clusters Score: Raw -164314.797850 + Penalty 3545.969273 = -160768.828577 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5197.500000 sec): 2 clusters Score: Raw -45816.380929 + Penalty 1444.115382 = -44372.265547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.500000 sec): 3 clusters Score: Raw -46083.120858 + Penalty 2888.230764 = -43194.890094 nChanged 65 SP:Iteration 1F (5197.500000 sec): 3 clusters Score: Raw -46294.120322 + Penalty 2888.230764 = -43405.889558 nChanged 21 SP:Iteration 2F (5197.510000 sec): 3 clusters Score: Raw -46401.579222 + Penalty 2888.230764 = -43513.348458 nChanged 6 SP:Iteration 3Q (5197.510000 sec): 3 clusters Score: Raw -46451.920181 + Penalty 2888.230764 = -43563.689417 nChanged 6 SP:Iteration 4Q (5197.510000 sec): 3 clusters Score: Raw -46477.744946 + Penalty 2888.230764 = -43589.514182 nChanged 5 SP:Iteration 5Q (5197.510000 sec): 3 clusters Score: Raw -46501.463914 + Penalty 2888.230764 = -43613.233150 nChanged 6 SP:Iteration 6Q (5197.510000 sec): 3 clusters Score: Raw -46523.087438 + Penalty 2888.230764 = -43634.856674 nChanged 2 SP:Iteration 7Q (5197.510000 sec): 3 clusters Score: Raw -46532.205741 + Penalty 2888.230764 = -43643.974977 nChanged 0 SP:Iteration 8F (5197.510000 sec): 3 clusters Score: Raw -46532.205741 + Penalty 2888.230764 = -43643.974977 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5197.520000 sec): 2 clusters Score: Raw -121751.322355 + Penalty 1663.604853 = -120087.717503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.530000 sec): 3 clusters Score: Raw -121714.025666 + Penalty 3327.209706 = -118386.815960 nChanged 192 SP:Iteration 1F (5197.530000 sec): 3 clusters Score: Raw -122095.056614 + Penalty 3327.209706 = -118767.846908 nChanged 79 SP:Iteration 2F (5197.530000 sec): 3 clusters Score: Raw -122491.469458 + Penalty 3327.209706 = -119164.259752 nChanged 104 SP:Iteration 3F (5197.540000 sec): 3 clusters Score: Raw -123281.449218 + Penalty 3327.209706 = -119954.239513 nChanged 96 SP:Iteration 4F (5197.540000 sec): 3 clusters Score: Raw -123771.938664 + Penalty 3327.209706 = -120444.728958 nChanged 47 SP:Iteration 5F (5197.550000 sec): 3 clusters Score: Raw -123925.075663 + Penalty 3327.209706 = -120597.865957 nChanged 19 SP:Iteration 6Q (5197.550000 sec): 3 clusters Score: Raw -123996.911936 + Penalty 3327.209706 = -120669.702230 nChanged 9 SP:Iteration 7Q (5197.550000 sec): 3 clusters Score: Raw -124036.348783 + Penalty 3327.209706 = -120709.139078 nChanged 6 SP:Iteration 8Q (5197.550000 sec): 3 clusters Score: Raw -124063.580085 + Penalty 3327.209706 = -120736.370379 nChanged 3 SP:Iteration 9Q (5197.560000 sec): 3 clusters Score: Raw -124074.971942 + Penalty 3327.209706 = -120747.762236 nChanged 2 SP:Iteration 10Q (5197.560000 sec): 3 clusters Score: Raw -124088.882427 + Penalty 3327.209706 = -120761.672721 nChanged 2 SP:Iteration 11Q (5197.570000 sec): 3 clusters Score: Raw -124101.109098 + Penalty 3327.209706 = -120773.899392 nChanged 2 SP:Iteration 12Q (5197.570000 sec): 3 clusters Score: Raw -124109.182154 + Penalty 3327.209706 = -120781.972449 nChanged 2 SP:Iteration 13Q (5197.570000 sec): 3 clusters Score: Raw -124118.620658 + Penalty 3327.209706 = -120791.410952 nChanged 3 SP:Iteration 14Q (5197.570000 sec): 3 clusters Score: Raw -124132.521054 + Penalty 3327.209706 = -120805.311348 nChanged 3 SP:Iteration 15Q (5197.570000 sec): 3 clusters Score: Raw -124164.454544 + Penalty 3327.209706 = -120837.244838 nChanged 1 SP:Iteration 16Q (5197.580000 sec): 3 clusters Score: Raw -124181.299237 + Penalty 3327.209706 = -120854.089531 nChanged 1 SP:Iteration 17Q (5197.580000 sec): 3 clusters Score: Raw -124203.864185 + Penalty 3327.209706 = -120876.654480 nChanged 0 SP:Iteration 18F (5197.590000 sec): 3 clusters Score: Raw -124203.864185 + Penalty 3327.209706 = -120876.654480 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5197.710000 sec): 2 clusters Score: Raw -4057417.924121 + Penalty 2522.908559 = -4054895.015562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.850000 sec): 3 clusters Score: Raw -4041741.444890 + Penalty 5045.817118 = -4036695.627772 nChanged 11769 SP:Iteration 1F (5197.970000 sec): 3 clusters Score: Raw -4048193.691209 + Penalty 5045.817118 = -4043147.874091 nChanged 1397 SP:Iteration 2F (5198.110000 sec): 3 clusters Score: Raw -4048691.718320 + Penalty 5045.817118 = -4043645.901202 nChanged 1174 SP:Iteration 3Q (5198.240000 sec): 3 clusters Score: Raw -4049069.562600 + Penalty 5045.817118 = -4044023.745482 nChanged 1013 SP:Iteration 4Q (5198.370000 sec): 3 clusters Score: Raw -4049407.806969 + Penalty 5045.817118 = -4044361.989851 nChanged 1001 SP:Iteration 5Q (5198.500000 sec): 3 clusters Score: Raw -4049787.847307 + Penalty 5045.817118 = -4044742.030189 nChanged 1067 SP:Iteration 6Q (5198.630000 sec): 3 clusters Score: Raw -4050261.463137 + Penalty 5045.817118 = -4045215.646019 nChanged 1248 SP:Iteration 7Q (5198.770000 sec): 3 clusters Score: Raw -4050942.749791 + Penalty 5045.817118 = -4045896.932673 nChanged 1491 SP:Iteration 8F (5198.890000 sec): 3 clusters Score: Raw -4051861.353946 + Penalty 5045.817118 = -4046815.536828 nChanged 1716 SP:Iteration 9F (5199.030000 sec): 3 clusters Score: Raw -4053141.681951 + Penalty 5045.817118 = -4048095.864833 nChanged 1773 SP:Iteration 10F (5199.150000 sec): 3 clusters Score: Raw -4054636.139894 + Penalty 5045.817118 = -4049590.322775 nChanged 1444 SP:Iteration 11F (5199.290000 sec): 3 clusters Score: Raw -4055912.725609 + Penalty 5045.817118 = -4050866.908491 nChanged 941 SP:Iteration 12Q (5199.410000 sec): 3 clusters Score: Raw -4056772.107456 + Penalty 5045.817118 = -4051726.290338 nChanged 483 SP:Iteration 13Q (5199.520000 sec): 3 clusters Score: Raw -4057215.117221 + Penalty 5045.817118 = -4052169.300103 nChanged 240 SP:Iteration 14Q (5199.630000 sec): 3 clusters Score: Raw -4057438.220300 + Penalty 5045.817118 = -4052392.403182 nChanged 110 SP:Iteration 15Q (5199.730000 sec): 3 clusters Score: Raw -4057552.570803 + Penalty 5045.817118 = -4052506.753685 nChanged 56 SP:Iteration 16Q (5199.830000 sec): 3 clusters Score: Raw -4057615.820982 + Penalty 5045.817118 = -4052570.003864 nChanged 25 SP:Iteration 17Q (5199.930000 sec): 3 clusters Score: Raw -4057651.421048 + Penalty 5045.817118 = -4052605.603929 nChanged 18 SP:Iteration 18Q (5200.030000 sec): 3 clusters Score: Raw -4057677.325831 + Penalty 5045.817118 = -4052631.508713 nChanged 17 SP:Iteration 19Q (5200.120000 sec): 3 clusters Score: Raw -4057698.881886 + Penalty 5045.817118 = -4052653.064767 nChanged 11 SP:Iteration 20F (5200.250000 sec): 3 clusters Score: Raw -4057711.689750 + Penalty 5045.817118 = -4052665.872632 nChanged 7 SP:Iteration 21Q (5200.350000 sec): 3 clusters Score: Raw -4057721.383529 + Penalty 5045.817118 = -4052675.566411 nChanged 4 SP:Iteration 22Q (5200.440000 sec): 3 clusters Score: Raw -4057727.168478 + Penalty 5045.817118 = -4052681.351360 nChanged 3 SP:Iteration 23Q (5200.530000 sec): 3 clusters Score: Raw -4057729.506663 + Penalty 5045.817118 = -4052683.689545 nChanged 1 SP:Iteration 24Q (5200.630000 sec): 3 clusters Score: Raw -4057730.154427 + Penalty 5045.817118 = -4052684.337309 nChanged 1 SP:Iteration 25Q (5200.720000 sec): 3 clusters Score: Raw -4057731.164733 + Penalty 5045.817118 = -4052685.347615 nChanged 1 SP:Iteration 26Q (5200.820000 sec): 3 clusters Score: Raw -4057731.925682 + Penalty 5045.817118 = -4052686.108563 nChanged 0 SP:Iteration 27F (5200.950000 sec): 3 clusters Score: Raw -4057731.925682 + Penalty 5045.817118 = -4052686.108563 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5200.980000 sec): 2 clusters Score: Raw -891083.499839 + Penalty 2144.889413 = -888938.610426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.010000 sec): 3 clusters Score: Raw -888253.317609 + Penalty 4289.778825 = -883963.538784 nChanged 2158 SP:Iteration 1F (5201.040000 sec): 3 clusters Score: Raw -889464.886114 + Penalty 4289.778825 = -885175.107289 nChanged 382 SP:Iteration 2F (5201.070000 sec): 3 clusters Score: Raw -889678.848943 + Penalty 4289.778825 = -885389.070118 nChanged 292 SP:Iteration 3F (5201.090000 sec): 3 clusters Score: Raw -889823.255728 + Penalty 4289.778825 = -885533.476903 nChanged 191 SP:Iteration 4Q (5201.120000 sec): 3 clusters Score: Raw -889908.927376 + Penalty 4289.778825 = -885619.148551 nChanged 159 SP:Iteration 5Q (5201.150000 sec): 3 clusters Score: Raw -889975.802276 + Penalty 4289.778825 = -885686.023451 nChanged 129 SP:Iteration 6Q (5201.180000 sec): 3 clusters Score: Raw -890032.388383 + Penalty 4289.778825 = -885742.609558 nChanged 130 SP:Iteration 7Q (5201.210000 sec): 3 clusters Score: Raw -890085.441905 + Penalty 4289.778825 = -885795.663080 nChanged 120 SP:Iteration 8Q (5201.230000 sec): 3 clusters Score: Raw -890129.527249 + Penalty 4289.778825 = -885839.748424 nChanged 103 SP:Iteration 9Q (5201.260000 sec): 3 clusters Score: Raw -890167.659299 + Penalty 4289.778825 = -885877.880474 nChanged 93 SP:Iteration 10Q (5201.290000 sec): 3 clusters Score: Raw -890203.724510 + Penalty 4289.778825 = -885913.945685 nChanged 94 SP:Iteration 11Q (5201.320000 sec): 3 clusters Score: Raw -890241.708908 + Penalty 4289.778825 = -885951.930083 nChanged 94 SP:Iteration 12Q (5201.350000 sec): 3 clusters Score: Raw -890279.058816 + Penalty 4289.778825 = -885989.279991 nChanged 99 SP:Iteration 13Q (5201.370000 sec): 3 clusters Score: Raw -890324.922375 + Penalty 4289.778825 = -886035.143550 nChanged 111 SP:Iteration 14Q (5201.400000 sec): 3 clusters Score: Raw -890373.160338 + Penalty 4289.778825 = -886083.381513 nChanged 109 SP:Iteration 15Q (5201.430000 sec): 3 clusters Score: Raw -890421.986116 + Penalty 4289.778825 = -886132.207291 nChanged 107 SP:Iteration 16Q (5201.460000 sec): 3 clusters Score: Raw -890466.644677 + Penalty 4289.778825 = -886176.865851 nChanged 80 SP:Iteration 17Q (5201.490000 sec): 3 clusters Score: Raw -890502.165028 + Penalty 4289.778825 = -886212.386203 nChanged 90 SP:Iteration 18Q (5201.510000 sec): 3 clusters Score: Raw -890544.991773 + Penalty 4289.778825 = -886255.212948 nChanged 104 SP:Iteration 19Q (5201.540000 sec): 3 clusters Score: Raw -890592.383531 + Penalty 4289.778825 = -886302.604706 nChanged 94 SP:Iteration 20F (5201.570000 sec): 3 clusters Score: Raw -890644.983654 + Penalty 4289.778825 = -886355.204829 nChanged 115 SP:Iteration 21Q (5201.590000 sec): 3 clusters Score: Raw -890716.027391 + Penalty 4289.778825 = -886426.248566 nChanged 109 SP:Iteration 22Q (5201.620000 sec): 3 clusters Score: Raw -890771.326674 + Penalty 4289.778825 = -886481.547849 nChanged 93 SP:Iteration 23Q (5201.650000 sec): 3 clusters Score: Raw -890818.037419 + Penalty 4289.778825 = -886528.258594 nChanged 100 SP:Iteration 24Q (5201.680000 sec): 3 clusters Score: Raw -890877.593950 + Penalty 4289.778825 = -886587.815125 nChanged 113 SP:Iteration 25Q (5201.710000 sec): 3 clusters Score: Raw -890949.218446 + Penalty 4289.778825 = -886659.439621 nChanged 106 SP:Iteration 26Q (5201.730000 sec): 3 clusters Score: Raw -891016.142449 + Penalty 4289.778825 = -886726.363624 nChanged 92 SP:Iteration 27Q (5201.760000 sec): 3 clusters Score: Raw -891070.515079 + Penalty 4289.778825 = -886780.736254 nChanged 74 SP:Iteration 28Q (5201.790000 sec): 3 clusters Score: Raw -891116.377103 + Penalty 4289.778825 = -886826.598278 nChanged 66 SP:Iteration 29Q (5201.810000 sec): 3 clusters Score: Raw -891159.997692 + Penalty 4289.778825 = -886870.218867 nChanged 60 SP:Iteration 30Q (5201.840000 sec): 3 clusters Score: Raw -891194.935546 + Penalty 4289.778825 = -886905.156721 nChanged 49 SP:Iteration 31Q (5201.870000 sec): 3 clusters Score: Raw -891222.379247 + Penalty 4289.778825 = -886932.600422 nChanged 39 SP:Iteration 32Q (5201.890000 sec): 3 clusters Score: Raw -891245.696547 + Penalty 4289.778825 = -886955.917722 nChanged 33 SP:Iteration 33Q (5201.920000 sec): 3 clusters Score: Raw -891262.475252 + Penalty 4289.778825 = -886972.696427 nChanged 30 SP:Iteration 34Q (5201.950000 sec): 3 clusters Score: Raw -891279.922099 + Penalty 4289.778825 = -886990.143274 nChanged 27 SP:Iteration 35Q (5201.970000 sec): 3 clusters Score: Raw -891295.059793 + Penalty 4289.778825 = -887005.280968 nChanged 28 SP:Iteration 36Q (5202.000000 sec): 3 clusters Score: Raw -891310.365061 + Penalty 4289.778825 = -887020.586236 nChanged 21 SP:Iteration 37Q (5202.030000 sec): 3 clusters Score: Raw -891320.871276 + Penalty 4289.778825 = -887031.092451 nChanged 14 SP:Iteration 38Q (5202.050000 sec): 3 clusters Score: Raw -891328.980148 + Penalty 4289.778825 = -887039.201323 nChanged 13 SP:Iteration 39Q (5202.080000 sec): 3 clusters Score: Raw -891336.946125 + Penalty 4289.778825 = -887047.167300 nChanged 12 SP:Iteration 40F (5202.110000 sec): 3 clusters Score: Raw -891343.214605 + Penalty 4289.778825 = -887053.435780 nChanged 6 SP:Iteration 41Q (5202.130000 sec): 3 clusters Score: Raw -891348.133986 + Penalty 4289.778825 = -887058.355161 nChanged 6 SP:Iteration 42Q (5202.160000 sec): 3 clusters Score: Raw -891351.532535 + Penalty 4289.778825 = -887061.753710 nChanged 6 SP:Iteration 43Q (5202.190000 sec): 3 clusters Score: Raw -891354.245499 + Penalty 4289.778825 = -887064.466674 nChanged 5 SP:Iteration 44Q (5202.210000 sec): 3 clusters Score: Raw -891356.960114 + Penalty 4289.778825 = -887067.181289 nChanged 5 SP:Iteration 45Q (5202.240000 sec): 3 clusters Score: Raw -891358.886051 + Penalty 4289.778825 = -887069.107226 nChanged 1 SP:Iteration 46Q (5202.260000 sec): 3 clusters Score: Raw -891359.793248 + Penalty 4289.778825 = -887070.014423 nChanged 3 SP:Iteration 47Q (5202.290000 sec): 3 clusters Score: Raw -891361.079908 + Penalty 4289.778825 = -887071.301083 nChanged 1 SP:Iteration 48Q (5202.310000 sec): 3 clusters Score: Raw -891361.480227 + Penalty 4289.778825 = -887071.701402 nChanged 0 SP:Iteration 49F (5202.340000 sec): 3 clusters Score: Raw -891361.480227 + Penalty 4289.778825 = -887071.701402 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.360000 sec): 2 clusters Score: Raw -613014.041414 + Penalty 2069.142339 = -610944.899075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.380000 sec): 3 clusters Score: Raw -611158.998952 + Penalty 4138.284677 = -607020.714274 nChanged 1572 SP:Iteration 1F (5202.400000 sec): 3 clusters Score: Raw -612425.916108 + Penalty 4138.284677 = -608287.631431 nChanged 423 SP:Iteration 2F (5202.430000 sec): 3 clusters Score: Raw -613005.131621 + Penalty 4138.284677 = -608866.846943 nChanged 310 SP:Iteration 3F (5202.450000 sec): 3 clusters Score: Raw -613338.723571 + Penalty 4138.284677 = -609200.438894 nChanged 263 SP:Iteration 4F (5202.470000 sec): 3 clusters Score: Raw -613563.409480 + Penalty 4138.284677 = -609425.124803 nChanged 203 SP:Iteration 5Q (5202.490000 sec): 3 clusters Score: Raw -613732.739169 + Penalty 4138.284677 = -609594.454491 nChanged 169 SP:Iteration 6Q (5202.510000 sec): 3 clusters Score: Raw -613883.539894 + Penalty 4138.284677 = -609745.255217 nChanged 160 SP:Iteration 7Q (5202.530000 sec): 3 clusters Score: Raw -614037.029911 + Penalty 4138.284677 = -609898.745233 nChanged 142 SP:Iteration 8Q (5202.540000 sec): 3 clusters Score: Raw -614171.874755 + Penalty 4138.284677 = -610033.590077 nChanged 122 SP:Iteration 9Q (5202.560000 sec): 3 clusters Score: Raw -614268.384087 + Penalty 4138.284677 = -610130.099409 nChanged 104 SP:Iteration 10Q (5202.580000 sec): 3 clusters Score: Raw -614358.091379 + Penalty 4138.284677 = -610219.806702 nChanged 93 SP:Iteration 11Q (5202.600000 sec): 3 clusters Score: Raw -614438.676462 + Penalty 4138.284677 = -610300.391785 nChanged 76 SP:Iteration 12Q (5202.620000 sec): 3 clusters Score: Raw -614497.709724 + Penalty 4138.284677 = -610359.425047 nChanged 55 SP:Iteration 13Q (5202.630000 sec): 3 clusters Score: Raw -614534.195952 + Penalty 4138.284677 = -610395.911275 nChanged 35 SP:Iteration 14Q (5202.650000 sec): 3 clusters Score: Raw -614557.242081 + Penalty 4138.284677 = -610418.957404 nChanged 34 SP:Iteration 15Q (5202.670000 sec): 3 clusters Score: Raw -614575.956157 + Penalty 4138.284677 = -610437.671480 nChanged 24 SP:Iteration 16Q (5202.690000 sec): 3 clusters Score: Raw -614593.392585 + Penalty 4138.284677 = -610455.107908 nChanged 28 SP:Iteration 17Q (5202.710000 sec): 3 clusters Score: Raw -614617.117973 + Penalty 4138.284677 = -610478.833296 nChanged 24 SP:Iteration 18Q (5202.730000 sec): 3 clusters Score: Raw -614640.031181 + Penalty 4138.284677 = -610501.746504 nChanged 26 SP:Iteration 19Q (5202.740000 sec): 3 clusters Score: Raw -614658.381418 + Penalty 4138.284677 = -610520.096741 nChanged 18 SP:Iteration 20F (5202.760000 sec): 3 clusters Score: Raw -614668.215592 + Penalty 4138.284677 = -610529.930915 nChanged 6 SP:Iteration 21Q (5202.780000 sec): 3 clusters Score: Raw -614671.368693 + Penalty 4138.284677 = -610533.084016 nChanged 9 SP:Iteration 22Q (5202.800000 sec): 3 clusters Score: Raw -614675.188126 + Penalty 4138.284677 = -610536.903449 nChanged 7 SP:Iteration 23Q (5202.810000 sec): 3 clusters Score: Raw -614678.179478 + Penalty 4138.284677 = -610539.894801 nChanged 6 SP:Iteration 24Q (5202.830000 sec): 3 clusters Score: Raw -614684.046053 + Penalty 4138.284677 = -610545.761376 nChanged 4 SP:Iteration 25Q (5202.850000 sec): 3 clusters Score: Raw -614688.376654 + Penalty 4138.284677 = -610550.091976 nChanged 8 SP:Iteration 26Q (5202.870000 sec): 3 clusters Score: Raw -614710.524786 + Penalty 4138.284677 = -610572.240109 nChanged 17 SP:Iteration 27Q (5202.880000 sec): 3 clusters Score: Raw -614723.523349 + Penalty 4138.284677 = -610585.238672 nChanged 5 SP:Iteration 28Q (5202.900000 sec): 3 clusters Score: Raw -614730.600528 + Penalty 4138.284677 = -610592.315851 nChanged 3 SP:Iteration 29Q (5202.920000 sec): 3 clusters Score: Raw -614731.956341 + Penalty 4138.284677 = -610593.671664 nChanged 2 SP:Iteration 30Q (5202.930000 sec): 3 clusters Score: Raw -614732.994417 + Penalty 4138.284677 = -610594.709740 nChanged 2 SP:Iteration 31Q (5202.950000 sec): 3 clusters Score: Raw -614735.743330 + Penalty 4138.284677 = -610597.458653 nChanged 1 SP:Iteration 32Q (5202.970000 sec): 3 clusters Score: Raw -614736.225877 + Penalty 4138.284677 = -610597.941199 nChanged 1 SP:Iteration 33Q (5202.990000 sec): 3 clusters Score: Raw -614736.515749 + Penalty 4138.284677 = -610598.231072 nChanged 0 SP:Iteration 34F (5203.010000 sec): 3 clusters Score: Raw -614736.515749 + Penalty 4138.284677 = -610598.231072 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (6840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5203.040000 sec): 2 clusters Score: Raw -1023775.212867 + Penalty 2189.974667 = -1021585.238201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5203.070000 sec): 3 clusters Score: Raw -1020379.564736 + Penalty 4379.949333 = -1015999.615403 nChanged 2663 SP:Iteration 1F (5203.110000 sec): 3 clusters Score: Raw -1021890.870454 + Penalty 4379.949333 = -1017510.921121 nChanged 473 SP:Iteration 2F (5203.140000 sec): 3 clusters Score: Raw -1022135.711845 + Penalty 4379.949333 = -1017755.762512 nChanged 326 SP:Iteration 3Q (5203.170000 sec): 3 clusters Score: Raw -1022284.345427 + Penalty 4379.949333 = -1017904.396094 nChanged 261 SP:Iteration 4Q (5203.210000 sec): 3 clusters Score: Raw -1022412.229817 + Penalty 4379.949333 = -1018032.280484 nChanged 244 SP:Iteration 5Q (5203.240000 sec): 3 clusters Score: Raw -1022533.666016 + Penalty 4379.949333 = -1018153.716683 nChanged 219 SP:Iteration 6Q (5203.270000 sec): 3 clusters Score: Raw -1022648.175682 + Penalty 4379.949333 = -1018268.226348 nChanged 236 SP:Iteration 7Q (5203.310000 sec): 3 clusters Score: Raw -1022769.814894 + Penalty 4379.949333 = -1018389.865561 nChanged 234 SP:Iteration 8Q (5203.340000 sec): 3 clusters Score: Raw -1022900.926497 + Penalty 4379.949333 = -1018520.977164 nChanged 248 SP:Iteration 9Q (5203.370000 sec): 3 clusters Score: Raw -1023029.263064 + Penalty 4379.949333 = -1018649.313730 nChanged 211 SP:Iteration 10Q (5203.410000 sec): 3 clusters Score: Raw -1023149.585585 + Penalty 4379.949333 = -1018769.636252 nChanged 191 SP:Iteration 11Q (5203.440000 sec): 3 clusters Score: Raw -1023253.111842 + Penalty 4379.949333 = -1018873.162509 nChanged 157 SP:Iteration 12Q (5203.470000 sec): 3 clusters Score: Raw -1023331.218237 + Penalty 4379.949333 = -1018951.268903 nChanged 145 SP:Iteration 13Q (5203.510000 sec): 3 clusters Score: Raw -1023393.289017 + Penalty 4379.949333 = -1019013.339684 nChanged 123 SP:Iteration 14Q (5203.540000 sec): 3 clusters Score: Raw -1023449.348730 + Penalty 4379.949333 = -1019069.399397 nChanged 123 SP:Iteration 15Q (5203.570000 sec): 3 clusters Score: Raw -1023502.504917 + Penalty 4379.949333 = -1019122.555584 nChanged 96 SP:Iteration 16Q (5203.610000 sec): 3 clusters Score: Raw -1023541.983431 + Penalty 4379.949333 = -1019162.034097 nChanged 95 SP:Iteration 17Q (5203.640000 sec): 3 clusters Score: Raw -1023572.288597 + Penalty 4379.949333 = -1019192.339263 nChanged 74 SP:Iteration 18Q (5203.670000 sec): 3 clusters Score: Raw -1023596.340291 + Penalty 4379.949333 = -1019216.390958 nChanged 62 SP:Iteration 19Q (5203.710000 sec): 3 clusters Score: Raw -1023615.694176 + Penalty 4379.949333 = -1019235.744843 nChanged 67 SP:Iteration 20F (5203.740000 sec): 3 clusters Score: Raw -1023638.538272 + Penalty 4379.949333 = -1019258.588938 nChanged 64 SP:Iteration 21Q (5203.770000 sec): 3 clusters Score: Raw -1023654.426279 + Penalty 4379.949333 = -1019274.476946 nChanged 30 SP:Iteration 22Q (5203.810000 sec): 3 clusters Score: Raw -1023662.839641 + Penalty 4379.949333 = -1019282.890308 nChanged 34 SP:Iteration 23Q (5203.840000 sec): 3 clusters Score: Raw -1023671.176600 + Penalty 4379.949333 = -1019291.227267 nChanged 30 SP:Iteration 24Q (5203.870000 sec): 3 clusters Score: Raw -1023676.904242 + Penalty 4379.949333 = -1019296.954908 nChanged 24 SP:Iteration 25Q (5203.910000 sec): 3 clusters Score: Raw -1023682.862073 + Penalty 4379.949333 = -1019302.912740 nChanged 22 SP:Iteration 26Q (5203.940000 sec): 3 clusters Score: Raw -1023688.470641 + Penalty 4379.949333 = -1019308.521308 nChanged 22 SP:Iteration 27Q (5203.970000 sec): 3 clusters Score: Raw -1023694.313555 + Penalty 4379.949333 = -1019314.364221 nChanged 15 SP:Iteration 28Q (5204.010000 sec): 3 clusters Score: Raw -1023697.951250 + Penalty 4379.949333 = -1019318.001916 nChanged 21 SP:Iteration 29Q (5204.040000 sec): 3 clusters Score: Raw -1023702.319885 + Penalty 4379.949333 = -1019322.370552 nChanged 13 SP:Iteration 30Q (5204.070000 sec): 3 clusters Score: Raw -1023705.324070 + Penalty 4379.949333 = -1019325.374737 nChanged 15 SP:Iteration 31Q (5204.110000 sec): 3 clusters Score: Raw -1023708.363413 + Penalty 4379.949333 = -1019328.414080 nChanged 7 SP:Iteration 32Q (5204.140000 sec): 3 clusters Score: Raw -1023710.105414 + Penalty 4379.949333 = -1019330.156080 nChanged 9 SP:Iteration 33Q (5204.180000 sec): 3 clusters Score: Raw -1023711.700705 + Penalty 4379.949333 = -1019331.751371 nChanged 6 SP:Iteration 34Q (5204.210000 sec): 3 clusters Score: Raw -1023712.752342 + Penalty 4379.949333 = -1019332.803009 nChanged 10 SP:Iteration 35Q (5204.240000 sec): 3 clusters Score: Raw -1023714.452081 + Penalty 4379.949333 = -1019334.502748 nChanged 5 SP:Iteration 36Q (5204.280000 sec): 3 clusters Score: Raw -1023716.118612 + Penalty 4379.949333 = -1019336.169279 nChanged 11 SP:Iteration 37Q (5204.310000 sec): 3 clusters Score: Raw -1023718.878422 + Penalty 4379.949333 = -1019338.929088 nChanged 12 SP:Iteration 38Q (5204.340000 sec): 3 clusters Score: Raw -1023721.946382 + Penalty 4379.949333 = -1019341.997049 nChanged 14 SP:Iteration 39Q (5204.380000 sec): 3 clusters Score: Raw -1023724.548850 + Penalty 4379.949333 = -1019344.599517 nChanged 6 SP:Iteration 40F (5204.410000 sec): 3 clusters Score: Raw -1023725.810266 + Penalty 4379.949333 = -1019345.860933 nChanged 6 SP:Iteration 41Q (5204.440000 sec): 3 clusters Score: Raw -1023727.560446 + Penalty 4379.949333 = -1019347.611113 nChanged 6 SP:Iteration 42Q (5204.480000 sec): 3 clusters Score: Raw -1023728.664615 + Penalty 4379.949333 = -1019348.715282 nChanged 5 SP:Iteration 43Q (5204.510000 sec): 3 clusters Score: Raw -1023729.457082 + Penalty 4379.949333 = -1019349.507748 nChanged 6 SP:Iteration 44Q (5204.540000 sec): 3 clusters Score: Raw -1023730.946326 + Penalty 4379.949333 = -1019350.996993 nChanged 9 SP:Iteration 45Q (5204.580000 sec): 3 clusters Score: Raw -1023732.539281 + Penalty 4379.949333 = -1019352.589947 nChanged 4 SP:Iteration 46Q (5204.610000 sec): 3 clusters Score: Raw -1023733.018895 + Penalty 4379.949333 = -1019353.069562 nChanged 0 SP:Iteration 47F (5204.640000 sec): 3 clusters Score: Raw -1023733.018895 + Penalty 4379.949333 = -1019353.069562 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5204.750000 sec): 2 clusters Score: Raw -3754134.555889 + Penalty 2504.799904 = -3751629.755985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5204.880000 sec): 3 clusters Score: Raw -3739793.967304 + Penalty 5009.599808 = -3734784.367496 nChanged 10757 SP:Iteration 1F (5205.000000 sec): 3 clusters Score: Raw -3745621.267116 + Penalty 5009.599808 = -3740611.667308 nChanged 1210 SP:Iteration 2Q (5205.120000 sec): 3 clusters Score: Raw -3746039.894938 + Penalty 5009.599808 = -3741030.295130 nChanged 1057 SP:Iteration 3Q (5205.240000 sec): 3 clusters Score: Raw -3746416.122975 + Penalty 5009.599808 = -3741406.523167 nChanged 1004 SP:Iteration 4Q (5205.360000 sec): 3 clusters Score: Raw -3746831.833290 + Penalty 5009.599808 = -3741822.233482 nChanged 1035 SP:Iteration 5Q (5205.490000 sec): 3 clusters Score: Raw -3747303.010118 + Penalty 5009.599808 = -3742293.410310 nChanged 1088 SP:Iteration 6Q (5205.610000 sec): 3 clusters Score: Raw -3747880.873652 + Penalty 5009.599808 = -3742871.273844 nChanged 1154 SP:Iteration 7Q (5205.730000 sec): 3 clusters Score: Raw -3748533.402687 + Penalty 5009.599808 = -3743523.802879 nChanged 1232 SP:Iteration 8F (5205.850000 sec): 3 clusters Score: Raw -3749221.175861 + Penalty 5009.599808 = -3744211.576053 nChanged 1149 SP:Iteration 9Q (5205.980000 sec): 3 clusters Score: Raw -3749783.465915 + Penalty 5009.599808 = -3744773.866107 nChanged 1018 SP:Iteration 10Q (5206.100000 sec): 3 clusters Score: Raw -3750233.509063 + Penalty 5009.599808 = -3745223.909255 nChanged 876 SP:Iteration 11Q (5206.220000 sec): 3 clusters Score: Raw -3750582.406100 + Penalty 5009.599808 = -3745572.806292 nChanged 703 SP:Iteration 12Q (5206.340000 sec): 3 clusters Score: Raw -3750852.587880 + Penalty 5009.599808 = -3745842.988072 nChanged 586 SP:Iteration 13Q (5206.460000 sec): 3 clusters Score: Raw -3751097.857972 + Penalty 5009.599808 = -3746088.258164 nChanged 549 SP:Iteration 14Q (5206.580000 sec): 3 clusters Score: Raw -3751337.567761 + Penalty 5009.599808 = -3746327.967953 nChanged 521 SP:Iteration 15Q (5206.690000 sec): 3 clusters Score: Raw -3751582.259619 + Penalty 5009.599808 = -3746572.659811 nChanged 550 SP:Iteration 16Q (5206.810000 sec): 3 clusters Score: Raw -3751885.532983 + Penalty 5009.599808 = -3746875.933175 nChanged 518 SP:Iteration 17Q (5206.930000 sec): 3 clusters Score: Raw -3752174.540346 + Penalty 5009.599808 = -3747164.940538 nChanged 476 SP:Iteration 18Q (5207.040000 sec): 3 clusters Score: Raw -3752465.673144 + Penalty 5009.599808 = -3747456.073336 nChanged 468 SP:Iteration 19Q (5207.160000 sec): 3 clusters Score: Raw -3752739.520628 + Penalty 5009.599808 = -3747729.920820 nChanged 441 SP:Iteration 20F (5207.280000 sec): 3 clusters Score: Raw -3752990.971331 + Penalty 5009.599808 = -3747981.371523 nChanged 391 SP:Iteration 21Q (5207.390000 sec): 3 clusters Score: Raw -3753206.828548 + Penalty 5009.599808 = -3748197.228740 nChanged 352 SP:Iteration 22Q (5207.500000 sec): 3 clusters Score: Raw -3753383.922509 + Penalty 5009.599808 = -3748374.322701 nChanged 314 SP:Iteration 23Q (5207.610000 sec): 3 clusters Score: Raw -3753530.984906 + Penalty 5009.599808 = -3748521.385098 nChanged 261 SP:Iteration 24Q (5207.710000 sec): 3 clusters Score: Raw -3753657.426872 + Penalty 5009.599808 = -3748647.827064 nChanged 236 SP:Iteration 25Q (5207.810000 sec): 3 clusters Score: Raw -3753775.154905 + Penalty 5009.599808 = -3748765.555097 nChanged 199 SP:Iteration 26Q (5207.910000 sec): 3 clusters Score: Raw -3753868.298753 + Penalty 5009.599808 = -3748858.698945 nChanged 207 SP:Iteration 27Q (5208.000000 sec): 3 clusters Score: Raw -3753974.621915 + Penalty 5009.599808 = -3748965.022107 nChanged 172 SP:Iteration 28Q (5208.100000 sec): 3 clusters Score: Raw -3754068.714276 + Penalty 5009.599808 = -3749059.114468 nChanged 151 SP:Iteration 29Q (5208.200000 sec): 3 clusters Score: Raw -3754150.453158 + Penalty 5009.599808 = -3749140.853350 nChanged 132 SP:Iteration 30Q (5208.290000 sec): 3 clusters Score: Raw -3754225.060003 + Penalty 5009.599808 = -3749215.460195 nChanged 101 SP:Iteration 31Q (5208.380000 sec): 3 clusters Score: Raw -3754282.101445 + Penalty 5009.599808 = -3749272.501637 nChanged 85 SP:Iteration 32Q (5208.480000 sec): 3 clusters Score: Raw -3754331.298838 + Penalty 5009.599808 = -3749321.699030 nChanged 73 SP:Iteration 33Q (5208.570000 sec): 3 clusters Score: Raw -3754373.345717 + Penalty 5009.599808 = -3749363.745909 nChanged 57 SP:Iteration 34Q (5208.660000 sec): 3 clusters Score: Raw -3754405.418772 + Penalty 5009.599808 = -3749395.818964 nChanged 50 SP:Iteration 35Q (5208.750000 sec): 3 clusters Score: Raw -3754430.526211 + Penalty 5009.599808 = -3749420.926403 nChanged 40 SP:Iteration 36Q (5208.840000 sec): 3 clusters Score: Raw -3754451.598624 + Penalty 5009.599808 = -3749441.998816 nChanged 32 SP:Iteration 37Q (5208.930000 sec): 3 clusters Score: Raw -3754468.833649 + Penalty 5009.599808 = -3749459.233841 nChanged 23 SP:Iteration 38Q (5209.020000 sec): 3 clusters Score: Raw -3754482.773272 + Penalty 5009.599808 = -3749473.173464 nChanged 24 SP:Iteration 39Q (5209.110000 sec): 3 clusters Score: Raw -3754497.045808 + Penalty 5009.599808 = -3749487.446000 nChanged 23 SP:Iteration 40F (5209.240000 sec): 3 clusters Score: Raw -3754511.326915 + Penalty 5009.599808 = -3749501.727107 nChanged 19 SP:Iteration 41Q (5209.320000 sec): 3 clusters Score: Raw -3754521.603797 + Penalty 5009.599808 = -3749512.003989 nChanged 9 SP:Iteration 42Q (5209.410000 sec): 3 clusters Score: Raw -3754526.000835 + Penalty 5009.599808 = -3749516.401027 nChanged 10 SP:Iteration 43Q (5209.500000 sec): 3 clusters Score: Raw -3754532.391288 + Penalty 5009.599808 = -3749522.791481 nChanged 7 SP:Iteration 44Q (5209.590000 sec): 3 clusters Score: Raw -3754537.181940 + Penalty 5009.599808 = -3749527.582132 nChanged 3 SP:Iteration 45Q (5209.680000 sec): 3 clusters Score: Raw -3754539.314415 + Penalty 5009.599808 = -3749529.714607 nChanged 1 SP:Iteration 46Q (5209.770000 sec): 3 clusters Score: Raw -3754539.907904 + Penalty 5009.599808 = -3749530.308096 nChanged 1 SP:Iteration 47Q (5209.860000 sec): 3 clusters Score: Raw -3754540.433366 + Penalty 5009.599808 = -3749530.833558 nChanged 2 SP:Iteration 48Q (5209.950000 sec): 3 clusters Score: Raw -3754541.430953 + Penalty 5009.599808 = -3749531.831145 nChanged 1 SP:Iteration 49Q (5210.040000 sec): 3 clusters Score: Raw -3754542.438375 + Penalty 5009.599808 = -3749532.838567 nChanged 2 SP:Iteration 50Q (5210.130000 sec): 3 clusters Score: Raw -3754542.841485 + Penalty 5009.599808 = -3749533.241677 nChanged 0 SP:Iteration 51F (5210.250000 sec): 3 clusters Score: Raw -3754542.841485 + Penalty 5009.599808 = -3749533.241677 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5210.300000 sec): 2 clusters Score: Raw -1644271.140404 + Penalty 2299.898567 = -1641971.241837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5210.360000 sec): 3 clusters Score: Raw -1638488.182910 + Penalty 4599.797134 = -1633888.385775 nChanged 4442 SP:Iteration 1F (5210.410000 sec): 3 clusters Score: Raw -1640969.823626 + Penalty 4599.797134 = -1636370.026492 nChanged 724 SP:Iteration 2F (5210.460000 sec): 3 clusters Score: Raw -1641377.040780 + Penalty 4599.797134 = -1636777.243646 nChanged 600 SP:Iteration 3F (5210.510000 sec): 3 clusters Score: Raw -1641721.099641 + Penalty 4599.797134 = -1637121.302506 nChanged 588 SP:Iteration 4F (5210.570000 sec): 3 clusters Score: Raw -1642100.552758 + Penalty 4599.797134 = -1637500.755624 nChanged 572 SP:Iteration 5F (5210.620000 sec): 3 clusters Score: Raw -1642498.216529 + Penalty 4599.797134 = -1637898.419395 nChanged 558 SP:Iteration 6F (5210.680000 sec): 3 clusters Score: Raw -1642892.298909 + Penalty 4599.797134 = -1638292.501775 nChanged 531 SP:Iteration 7Q (5210.730000 sec): 3 clusters Score: Raw -1643279.333631 + Penalty 4599.797134 = -1638679.536497 nChanged 498 SP:Iteration 8Q (5210.780000 sec): 3 clusters Score: Raw -1643645.119602 + Penalty 4599.797134 = -1639045.322468 nChanged 467 SP:Iteration 9Q (5210.830000 sec): 3 clusters Score: Raw -1644023.988667 + Penalty 4599.797134 = -1639424.191533 nChanged 406 SP:Iteration 10Q (5210.880000 sec): 3 clusters Score: Raw -1644364.112848 + Penalty 4599.797134 = -1639764.315714 nChanged 390 SP:Iteration 11Q (5210.940000 sec): 3 clusters Score: Raw -1644694.283841 + Penalty 4599.797134 = -1640094.486707 nChanged 341 SP:Iteration 12Q (5210.980000 sec): 3 clusters Score: Raw -1644955.568445 + Penalty 4599.797134 = -1640355.771311 nChanged 318 SP:Iteration 13Q (5211.030000 sec): 3 clusters Score: Raw -1645170.000790 + Penalty 4599.797134 = -1640570.203656 nChanged 255 SP:Iteration 14Q (5211.080000 sec): 3 clusters Score: Raw -1645329.874704 + Penalty 4599.797134 = -1640730.077570 nChanged 185 SP:Iteration 15Q (5211.130000 sec): 3 clusters Score: Raw -1645438.169641 + Penalty 4599.797134 = -1640838.372507 nChanged 179 SP:Iteration 16Q (5211.170000 sec): 3 clusters Score: Raw -1645532.244945 + Penalty 4599.797134 = -1640932.447811 nChanged 147 SP:Iteration 17Q (5211.220000 sec): 3 clusters Score: Raw -1645605.742114 + Penalty 4599.797134 = -1641005.944980 nChanged 140 SP:Iteration 18Q (5211.270000 sec): 3 clusters Score: Raw -1645667.185138 + Penalty 4599.797134 = -1641067.388004 nChanged 113 SP:Iteration 19Q (5211.310000 sec): 3 clusters Score: Raw -1645706.602497 + Penalty 4599.797134 = -1641106.805362 nChanged 70 SP:Iteration 20F (5211.360000 sec): 3 clusters Score: Raw -1645731.315377 + Penalty 4599.797134 = -1641131.518243 nChanged 70 SP:Iteration 21Q (5211.410000 sec): 3 clusters Score: Raw -1645749.421310 + Penalty 4599.797134 = -1641149.624176 nChanged 52 SP:Iteration 22Q (5211.460000 sec): 3 clusters Score: Raw -1645765.679733 + Penalty 4599.797134 = -1641165.882599 nChanged 54 SP:Iteration 23Q (5211.500000 sec): 3 clusters Score: Raw -1645783.695357 + Penalty 4599.797134 = -1641183.898223 nChanged 67 SP:Iteration 24Q (5211.550000 sec): 3 clusters Score: Raw -1645807.693408 + Penalty 4599.797134 = -1641207.896274 nChanged 68 SP:Iteration 25Q (5211.590000 sec): 3 clusters Score: Raw -1645831.944748 + Penalty 4599.797134 = -1641232.147614 nChanged 87 SP:Iteration 26Q (5211.640000 sec): 3 clusters Score: Raw -1645866.556361 + Penalty 4599.797134 = -1641266.759227 nChanged 95 SP:Iteration 27Q (5211.690000 sec): 3 clusters Score: Raw -1645914.983023 + Penalty 4599.797134 = -1641315.185889 nChanged 103 SP:Iteration 28Q (5211.740000 sec): 3 clusters Score: Raw -1645963.760329 + Penalty 4599.797134 = -1641363.963195 nChanged 101 SP:Iteration 29Q (5211.780000 sec): 3 clusters Score: Raw -1646009.774213 + Penalty 4599.797134 = -1641409.977079 nChanged 108 SP:Iteration 30Q (5211.830000 sec): 3 clusters Score: Raw -1646058.499549 + Penalty 4599.797134 = -1641458.702415 nChanged 97 SP:Iteration 31Q (5211.870000 sec): 3 clusters Score: Raw -1646100.677140 + Penalty 4599.797134 = -1641500.880006 nChanged 86 SP:Iteration 32Q (5211.920000 sec): 3 clusters Score: Raw -1646134.435583 + Penalty 4599.797134 = -1641534.638449 nChanged 82 SP:Iteration 33Q (5211.960000 sec): 3 clusters Score: Raw -1646172.786510 + Penalty 4599.797134 = -1641572.989376 nChanged 79 SP:Iteration 34Q (5212.010000 sec): 3 clusters Score: Raw -1646207.454032 + Penalty 4599.797134 = -1641607.656898 nChanged 70 SP:Iteration 35Q (5212.050000 sec): 3 clusters Score: Raw -1646233.474482 + Penalty 4599.797134 = -1641633.677348 nChanged 45 SP:Iteration 36Q (5212.090000 sec): 3 clusters Score: Raw -1646245.759480 + Penalty 4599.797134 = -1641645.962346 nChanged 42 SP:Iteration 37Q (5212.140000 sec): 3 clusters Score: Raw -1646258.264848 + Penalty 4599.797134 = -1641658.467714 nChanged 39 SP:Iteration 38Q (5212.180000 sec): 3 clusters Score: Raw -1646271.179786 + Penalty 4599.797134 = -1641671.382652 nChanged 37 SP:Iteration 39Q (5212.230000 sec): 3 clusters Score: Raw -1646281.097680 + Penalty 4599.797134 = -1641681.300546 nChanged 38 SP:Iteration 40F (5212.280000 sec): 3 clusters Score: Raw -1646291.424343 + Penalty 4599.797134 = -1641691.627209 nChanged 28 SP:Iteration 41Q (5212.320000 sec): 3 clusters Score: Raw -1646300.292616 + Penalty 4599.797134 = -1641700.495482 nChanged 30 SP:Iteration 42Q (5212.370000 sec): 3 clusters Score: Raw -1646308.778630 + Penalty 4599.797134 = -1641708.981496 nChanged 23 SP:Iteration 43Q (5212.410000 sec): 3 clusters Score: Raw -1646314.308982 + Penalty 4599.797134 = -1641714.511848 nChanged 23 SP:Iteration 44Q (5212.450000 sec): 3 clusters Score: Raw -1646319.875486 + Penalty 4599.797134 = -1641720.078352 nChanged 30 SP:Iteration 45Q (5212.500000 sec): 3 clusters Score: Raw -1646329.171481 + Penalty 4599.797134 = -1641729.374347 nChanged 30 SP:Iteration 46Q (5212.540000 sec): 3 clusters Score: Raw -1646336.343070 + Penalty 4599.797134 = -1641736.545936 nChanged 21 SP:Iteration 47Q (5212.590000 sec): 3 clusters Score: Raw -1646342.393505 + Penalty 4599.797134 = -1641742.596371 nChanged 24 SP:Iteration 48Q (5212.630000 sec): 3 clusters Score: Raw -1646350.114719 + Penalty 4599.797134 = -1641750.317585 nChanged 30 SP:Iteration 49Q (5212.670000 sec): 3 clusters Score: Raw -1646358.504673 + Penalty 4599.797134 = -1641758.707539 nChanged 24 SP:Iteration 50Q (5212.720000 sec): 3 clusters Score: Raw -1646364.428680 + Penalty 4599.797134 = -1641764.631546 nChanged 21 SP:Iteration 51Q (5212.760000 sec): 3 clusters Score: Raw -1646369.171274 + Penalty 4599.797134 = -1641769.374140 nChanged 19 SP:Iteration 52Q (5212.810000 sec): 3 clusters Score: Raw -1646374.886947 + Penalty 4599.797134 = -1641775.089813 nChanged 25 SP:Iteration 53Q (5212.850000 sec): 3 clusters Score: Raw -1646381.730968 + Penalty 4599.797134 = -1641781.933834 nChanged 27 SP:Iteration 54Q (5212.890000 sec): 3 clusters Score: Raw -1646389.371178 + Penalty 4599.797134 = -1641789.574044 nChanged 21 SP:Iteration 55Q (5212.940000 sec): 3 clusters Score: Raw -1646395.870652 + Penalty 4599.797134 = -1641796.073518 nChanged 25 SP:Iteration 56Q (5212.980000 sec): 3 clusters Score: Raw -1646401.434421 + Penalty 4599.797134 = -1641801.637287 nChanged 15 SP:Iteration 57Q (5213.030000 sec): 3 clusters Score: Raw -1646404.676893 + Penalty 4599.797134 = -1641804.879759 nChanged 11 SP:Iteration 58Q (5213.070000 sec): 3 clusters Score: Raw -1646406.273001 + Penalty 4599.797134 = -1641806.475867 nChanged 6 SP:Iteration 59Q (5213.110000 sec): 3 clusters Score: Raw -1646406.973809 + Penalty 4599.797134 = -1641807.176675 nChanged 7 SP:Iteration 60F (5213.160000 sec): 3 clusters Score: Raw -1646407.964928 + Penalty 4599.797134 = -1641808.167794 nChanged 5 SP:Iteration 61Q (5213.210000 sec): 3 clusters Score: Raw -1646409.019430 + Penalty 4599.797134 = -1641809.222296 nChanged 8 SP:Iteration 62Q (5213.250000 sec): 3 clusters Score: Raw -1646410.443491 + Penalty 4599.797134 = -1641810.646357 nChanged 4 SP:Iteration 63Q (5213.290000 sec): 3 clusters Score: Raw -1646411.191271 + Penalty 4599.797134 = -1641811.394137 nChanged 3 SP:Iteration 64Q (5213.340000 sec): 3 clusters Score: Raw -1646411.553162 + Penalty 4599.797134 = -1641811.756028 nChanged 3 SP:Iteration 65Q (5213.380000 sec): 3 clusters Score: Raw -1646411.809660 + Penalty 4599.797134 = -1641812.012525 nChanged 2 SP:Iteration 66Q (5213.420000 sec): 3 clusters Score: Raw -1646411.993936 + Penalty 4599.797134 = -1641812.196802 nChanged 1 SP:Iteration 67Q (5213.470000 sec): 3 clusters Score: Raw -1646412.178133 + Penalty 4599.797134 = -1641812.380999 nChanged 2 SP:Iteration 68Q (5213.510000 sec): 3 clusters Score: Raw -1646412.496860 + Penalty 4599.797134 = -1641812.699726 nChanged 2 SP:Iteration 69Q (5213.550000 sec): 3 clusters Score: Raw -1646412.782405 + Penalty 4599.797134 = -1641812.985271 nChanged 3 SP:Iteration 70Q (5213.600000 sec): 3 clusters Score: Raw -1646413.064897 + Penalty 4599.797134 = -1641813.267763 nChanged 3 SP:Iteration 71Q (5213.640000 sec): 3 clusters Score: Raw -1646413.491559 + Penalty 4599.797134 = -1641813.694425 nChanged 2 SP:Iteration 72Q (5213.690000 sec): 3 clusters Score: Raw -1646413.746382 + Penalty 4599.797134 = -1641813.949248 nChanged 1 SP:Iteration 73Q (5213.730000 sec): 3 clusters Score: Raw -1646413.901050 + Penalty 4599.797134 = -1641814.103916 nChanged 0 SP:Iteration 74F (5213.780000 sec): 3 clusters Score: Raw -1646413.901050 + Penalty 4599.797134 = -1641814.103916 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.790000 sec): 2 clusters Score: Raw -94117.992482 + Penalty 1610.075479 = -92507.917003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.800000 sec): 3 clusters Score: Raw -94081.623246 + Penalty 3220.150958 = -90861.472288 nChanged 134 SP:Iteration 1F (5213.800000 sec): 3 clusters Score: Raw -94336.478232 + Penalty 3220.150958 = -91116.327274 nChanged 58 SP:Iteration 2F (5213.810000 sec): 3 clusters Score: Raw -94478.928774 + Penalty 3220.150958 = -91258.777816 nChanged 37 SP:Iteration 3F (5213.810000 sec): 3 clusters Score: Raw -94668.926588 + Penalty 3220.150958 = -91448.775630 nChanged 22 SP:Iteration 4Q (5213.810000 sec): 3 clusters Score: Raw -94706.961418 + Penalty 3220.150958 = -91486.810459 nChanged 10 SP:Iteration 5Q (5213.810000 sec): 3 clusters Score: Raw -94724.809266 + Penalty 3220.150958 = -91504.658308 nChanged 4 SP:Iteration 6Q (5213.820000 sec): 3 clusters Score: Raw -94733.305761 + Penalty 3220.150958 = -91513.154803 nChanged 2 SP:Iteration 7Q (5213.820000 sec): 3 clusters Score: Raw -94736.809661 + Penalty 3220.150958 = -91516.658703 nChanged 1 SP:Iteration 8Q (5213.820000 sec): 3 clusters Score: Raw -94752.344792 + Penalty 3220.150958 = -91532.193833 nChanged 3 SP:Iteration 9Q (5213.830000 sec): 3 clusters Score: Raw -94756.572275 + Penalty 3220.150958 = -91536.421316 nChanged 3 SP:Iteration 10Q (5213.830000 sec): 3 clusters Score: Raw -94761.494040 + Penalty 3220.150958 = -91541.343082 nChanged 3 SP:Iteration 11Q (5213.830000 sec): 3 clusters Score: Raw -94771.647130 + Penalty 3220.150958 = -91551.496171 nChanged 3 SP:Iteration 12Q (5213.830000 sec): 3 clusters Score: Raw -94777.112821 + Penalty 3220.150958 = -91556.961863 nChanged 3 SP:Iteration 13Q (5213.840000 sec): 3 clusters Score: Raw -94781.563551 + Penalty 3220.150958 = -91561.412593 nChanged 3 SP:Iteration 14Q (5213.840000 sec): 3 clusters Score: Raw -94790.049626 + Penalty 3220.150958 = -91569.898668 nChanged 4 SP:Iteration 15Q (5213.840000 sec): 3 clusters Score: Raw -94799.964753 + Penalty 3220.150958 = -91579.813794 nChanged 1 SP:Iteration 16Q (5213.850000 sec): 3 clusters Score: Raw -94803.667911 + Penalty 3220.150958 = -91583.516953 nChanged 1 SP:Iteration 17Q (5213.850000 sec): 3 clusters Score: Raw -94805.629523 + Penalty 3220.150958 = -91585.478565 nChanged 1 SP:Iteration 18Q (5213.850000 sec): 3 clusters Score: Raw -94812.835307 + Penalty 3220.150958 = -91592.684349 nChanged 0 SP:Iteration 19F (5213.860000 sec): 3 clusters Score: Raw -94812.835307 + Penalty 3220.150958 = -91592.684349 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.860000 sec): 2 clusters Score: Raw -51870.378792 + Penalty 1467.218112 = -50403.160680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.860000 sec): 3 clusters Score: Raw -52024.188336 + Penalty 2934.436223 = -49089.752113 nChanged 65 SP:Iteration 1F (5213.870000 sec): 3 clusters Score: Raw -52297.692448 + Penalty 2934.436223 = -49363.256225 nChanged 30 SP:Iteration 2F (5213.870000 sec): 3 clusters Score: Raw -52530.966191 + Penalty 2934.436223 = -49596.529968 nChanged 15 SP:Iteration 3Q (5213.870000 sec): 3 clusters Score: Raw -52630.434538 + Penalty 2934.436223 = -49695.998314 nChanged 9 SP:Iteration 4Q (5213.870000 sec): 3 clusters Score: Raw -52667.994997 + Penalty 2934.436223 = -49733.558774 nChanged 9 SP:Iteration 5Q (5213.870000 sec): 3 clusters Score: Raw -52714.387163 + Penalty 2934.436223 = -49779.950940 nChanged 2 SP:Iteration 6Q (5213.870000 sec): 3 clusters Score: Raw -52727.227636 + Penalty 2934.436223 = -49792.791413 nChanged 1 SP:Iteration 7Q (5213.870000 sec): 3 clusters Score: Raw -52735.552126 + Penalty 2934.436223 = -49801.115903 nChanged 0 SP:Iteration 8F (5213.880000 sec): 3 clusters Score: Raw -52735.552126 + Penalty 2934.436223 = -49801.115903 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 27 (1124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.880000 sec): 2 clusters Score: Raw -136842.448865 + Penalty 1742.112960 = -135100.335905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.890000 sec): 3 clusters Score: Raw -136709.048858 + Penalty 3484.225919 = -133224.822938 nChanged 347 SP:Iteration 1F (5213.890000 sec): 3 clusters Score: Raw -137780.014644 + Penalty 3484.225919 = -134295.788724 nChanged 193 SP:Iteration 2F (5213.900000 sec): 3 clusters Score: Raw -140200.912083 + Penalty 3484.225919 = -136716.686164 nChanged 171 SP:Iteration 3F (5213.910000 sec): 3 clusters Score: Raw -141705.411009 + Penalty 3484.225919 = -138221.185090 nChanged 53 SP:Iteration 4Q (5213.910000 sec): 3 clusters Score: Raw -142596.265356 + Penalty 3484.225919 = -139112.039437 nChanged 27 SP:Iteration 5Q (5213.910000 sec): 3 clusters Score: Raw -142984.641475 + Penalty 3484.225919 = -139500.415556 nChanged 10 SP:Iteration 6Q (5213.920000 sec): 3 clusters Score: Raw -143149.154506 + Penalty 3484.225919 = -139664.928587 nChanged 17 SP:Iteration 7Q (5213.920000 sec): 3 clusters Score: Raw -143484.449361 + Penalty 3484.225919 = -140000.223442 nChanged 21 SP:Iteration 8Q (5213.930000 sec): 3 clusters Score: Raw -144155.230505 + Penalty 3484.225919 = -140671.004586 nChanged 2 SP:Iteration 9Q (5213.930000 sec): 3 clusters Score: Raw -144293.509648 + Penalty 3484.225919 = -140809.283728 nChanged 0 SP:Iteration 10F (5213.930000 sec): 3 clusters Score: Raw -144297.144466 + Penalty 3484.225919 = -140812.918546 nChanged 1 SP:Iteration 11Q (5213.940000 sec): 3 clusters Score: Raw -144312.558873 + Penalty 3484.225919 = -140828.332954 nChanged 0 SP:Iteration 12F (5213.950000 sec): 3 clusters Score: Raw -144312.558873 + Penalty 3484.225919 = -140828.332954 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 28 (945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5213.960000 sec): 2 clusters Score: Raw -143198.795732 + Penalty 1699.093862 = -141499.701870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5213.960000 sec): 3 clusters Score: Raw -143010.944791 + Penalty 3398.187724 = -139612.757067 nChanged 218 SP:Iteration 1F (5213.970000 sec): 3 clusters Score: Raw -143251.437955 + Penalty 3398.187724 = -139853.250231 nChanged 59 SP:Iteration 2F (5213.970000 sec): 3 clusters Score: Raw -143333.069440 + Penalty 3398.187724 = -139934.881716 nChanged 28 SP:Iteration 3Q (5213.980000 sec): 3 clusters Score: Raw -143370.211170 + Penalty 3398.187724 = -139972.023446 nChanged 20 SP:Iteration 4Q (5213.980000 sec): 3 clusters Score: Raw -143394.931772 + Penalty 3398.187724 = -139996.744048 nChanged 11 SP:Iteration 5Q (5213.990000 sec): 3 clusters Score: Raw -143406.545271 + Penalty 3398.187724 = -140008.357547 nChanged 8 SP:Iteration 6Q (5213.990000 sec): 3 clusters Score: Raw -143416.869929 + Penalty 3398.187724 = -140018.682205 nChanged 11 SP:Iteration 7Q (5213.990000 sec): 3 clusters Score: Raw -143430.289407 + Penalty 3398.187724 = -140032.101683 nChanged 7 SP:Iteration 8Q (5214.000000 sec): 3 clusters Score: Raw -143449.173638 + Penalty 3398.187724 = -140050.985914 nChanged 11 SP:Iteration 9Q (5214.010000 sec): 3 clusters Score: Raw -143476.319405 + Penalty 3398.187724 = -140078.131681 nChanged 8 SP:Iteration 10Q (5214.010000 sec): 3 clusters Score: Raw -143491.607137 + Penalty 3398.187724 = -140093.419413 nChanged 11 SP:Iteration 11Q (5214.010000 sec): 3 clusters Score: Raw -143504.375846 + Penalty 3398.187724 = -140106.188122 nChanged 8 SP:Iteration 12Q (5214.020000 sec): 3 clusters Score: Raw -143511.093183 + Penalty 3398.187724 = -140112.905459 nChanged 6 SP:Iteration 13Q (5214.020000 sec): 3 clusters Score: Raw -143517.772430 + Penalty 3398.187724 = -140119.584706 nChanged 4 SP:Iteration 14Q (5214.030000 sec): 3 clusters Score: Raw -143524.317191 + Penalty 3398.187724 = -140126.129467 nChanged 3 SP:Iteration 15Q (5214.030000 sec): 3 clusters Score: Raw -143528.334015 + Penalty 3398.187724 = -140130.146291 nChanged 3 SP:Iteration 16Q (5214.040000 sec): 3 clusters Score: Raw -143531.053069 + Penalty 3398.187724 = -140132.865345 nChanged 3 SP:Iteration 17Q (5214.040000 sec): 3 clusters Score: Raw -143534.890977 + Penalty 3398.187724 = -140136.703253 nChanged 3 SP:Iteration 18Q (5214.050000 sec): 3 clusters Score: Raw -143540.329621 + Penalty 3398.187724 = -140142.141897 nChanged 6 SP:Iteration 19Q (5214.050000 sec): 3 clusters Score: Raw -143550.422978 + Penalty 3398.187724 = -140152.235254 nChanged 7 SP:Iteration 20F (5214.050000 sec): 3 clusters Score: Raw -143562.293533 + Penalty 3398.187724 = -140164.105809 nChanged 4 SP:Iteration 21Q (5214.060000 sec): 3 clusters Score: Raw -143571.296676 + Penalty 3398.187724 = -140173.108952 nChanged 2 SP:Iteration 22Q (5214.060000 sec): 3 clusters Score: Raw -143573.295747 + Penalty 3398.187724 = -140175.108023 nChanged 3 SP:Iteration 23Q (5214.070000 sec): 3 clusters Score: Raw -143577.039594 + Penalty 3398.187724 = -140178.851870 nChanged 2 SP:Iteration 24Q (5214.070000 sec): 3 clusters Score: Raw -143578.949419 + Penalty 3398.187724 = -140180.761695 nChanged 0 SP:Iteration 25F (5214.080000 sec): 3 clusters Score: Raw -143578.949419 + Penalty 3398.187724 = -140180.761695 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 29 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5214.090000 sec): 2 clusters Score: Raw -168304.144754 + Penalty 1780.657329 = -166523.487426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5214.090000 sec): 3 clusters Score: Raw -168183.119511 + Penalty 3561.314658 = -164621.804853 nChanged 412 SP:Iteration 1F (5214.100000 sec): 3 clusters Score: Raw -169400.804572 + Penalty 3561.314658 = -165839.489914 nChanged 185 SP:Iteration 2F (5214.110000 sec): 3 clusters Score: Raw -170820.851833 + Penalty 3561.314658 = -167259.537175 nChanged 125 SP:Iteration 3F (5214.110000 sec): 3 clusters Score: Raw -171728.756195 + Penalty 3561.314658 = -168167.441537 nChanged 93 SP:Iteration 4F (5214.120000 sec): 3 clusters Score: Raw -172620.079372 + Penalty 3561.314658 = -169058.764714 nChanged 40 SP:Iteration 5Q (5214.120000 sec): 3 clusters Score: Raw -173321.880823 + Penalty 3561.314658 = -169760.566165 nChanged 14 SP:Iteration 6Q (5214.130000 sec): 3 clusters Score: Raw -173391.286572 + Penalty 3561.314658 = -169829.971914 nChanged 6 SP:Iteration 7Q (5214.130000 sec): 3 clusters Score: Raw -173400.697827 + Penalty 3561.314658 = -169839.383170 nChanged 1 SP:Iteration 8Q (5214.140000 sec): 3 clusters Score: Raw -173401.227020 + Penalty 3561.314658 = -169839.912363 nChanged 0 SP:Iteration 9F (5214.140000 sec): 3 clusters Score: Raw -173401.227020 + Penalty 3561.314658 = -169839.912363 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 30 (13236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5214.210000 sec): 2 clusters Score: Raw -2033654.249050 + Penalty 2353.692526 = -2031300.556524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5214.280000 sec): 3 clusters Score: Raw -2026276.644039 + Penalty 4707.385052 = -2021569.258987 nChanged 5643 SP:Iteration 1F (5214.340000 sec): 3 clusters Score: Raw -2029484.319458 + Penalty 4707.385052 = -2024776.934407 nChanged 895 SP:Iteration 2F (5214.410000 sec): 3 clusters Score: Raw -2029911.790181 + Penalty 4707.385052 = -2025204.405129 nChanged 724 SP:Iteration 3F (5214.470000 sec): 3 clusters Score: Raw -2030242.777790 + Penalty 4707.385052 = -2025535.392738 nChanged 596 SP:Iteration 4Q (5214.540000 sec): 3 clusters Score: Raw -2030513.790830 + Penalty 4707.385052 = -2025806.405778 nChanged 521 SP:Iteration 5Q (5214.610000 sec): 3 clusters Score: Raw -2030756.669148 + Penalty 4707.385052 = -2026049.284096 nChanged 518 SP:Iteration 6Q (5214.670000 sec): 3 clusters Score: Raw -2031009.704157 + Penalty 4707.385052 = -2026302.319105 nChanged 507 SP:Iteration 7Q (5214.740000 sec): 3 clusters Score: Raw -2031302.834093 + Penalty 4707.385052 = -2026595.449041 nChanged 517 SP:Iteration 8Q (5214.810000 sec): 3 clusters Score: Raw -2031605.365810 + Penalty 4707.385052 = -2026897.980759 nChanged 500 SP:Iteration 9Q (5214.870000 sec): 3 clusters Score: Raw -2031926.323661 + Penalty 4707.385052 = -2027218.938609 nChanged 483 SP:Iteration 10Q (5214.940000 sec): 3 clusters Score: Raw -2032259.730913 + Penalty 4707.385052 = -2027552.345861 nChanged 453 SP:Iteration 11Q (5215.000000 sec): 3 clusters Score: Raw -2032594.743596 + Penalty 4707.385052 = -2027887.358544 nChanged 440 SP:Iteration 12Q (5215.070000 sec): 3 clusters Score: Raw -2032952.209266 + Penalty 4707.385052 = -2028244.824214 nChanged 397 SP:Iteration 13Q (5215.130000 sec): 3 clusters Score: Raw -2033327.678065 + Penalty 4707.385052 = -2028620.293013 nChanged 370 SP:Iteration 14Q (5215.190000 sec): 3 clusters Score: Raw -2033775.055005 + Penalty 4707.385052 = -2029067.669953 nChanged 338 SP:Iteration 15Q (5215.250000 sec): 3 clusters Score: Raw -2034144.325922 + Penalty 4707.385052 = -2029436.940870 nChanged 313 SP:Iteration 16Q (5215.300000 sec): 3 clusters Score: Raw -2034447.826015 + Penalty 4707.385052 = -2029740.440963 nChanged 257 SP:Iteration 17Q (5215.360000 sec): 3 clusters Score: Raw -2034673.908612 + Penalty 4707.385052 = -2029966.523560 nChanged 224 SP:Iteration 18Q (5215.410000 sec): 3 clusters Score: Raw -2034834.328982 + Penalty 4707.385052 = -2030126.943930 nChanged 173 SP:Iteration 19Q (5215.470000 sec): 3 clusters Score: Raw -2034936.251962 + Penalty 4707.385052 = -2030228.866910 nChanged 134 SP:Iteration 20F (5215.530000 sec): 3 clusters Score: Raw -2035007.359703 + Penalty 4707.385052 = -2030299.974651 nChanged 99 SP:Iteration 21Q (5215.590000 sec): 3 clusters Score: Raw -2035049.210606 + Penalty 4707.385052 = -2030341.825554 nChanged 77 SP:Iteration 22Q (5215.640000 sec): 3 clusters Score: Raw -2035083.100253 + Penalty 4707.385052 = -2030375.715201 nChanged 70 SP:Iteration 23Q (5215.690000 sec): 3 clusters Score: Raw -2035110.771937 + Penalty 4707.385052 = -2030403.386885 nChanged 52 SP:Iteration 24Q (5215.750000 sec): 3 clusters Score: Raw -2035125.330806 + Penalty 4707.385052 = -2030417.945754 nChanged 41 SP:Iteration 25Q (5215.800000 sec): 3 clusters Score: Raw -2035135.655078 + Penalty 4707.385052 = -2030428.270026 nChanged 30 SP:Iteration 26Q (5215.850000 sec): 3 clusters Score: Raw -2035142.617337 + Penalty 4707.385052 = -2030435.232285 nChanged 16 SP:Iteration 27Q (5215.900000 sec): 3 clusters Score: Raw -2035146.029003 + Penalty 4707.385052 = -2030438.643951 nChanged 11 SP:Iteration 28Q (5215.960000 sec): 3 clusters Score: Raw -2035148.659173 + Penalty 4707.385052 = -2030441.274121 nChanged 9 SP:Iteration 29Q (5216.010000 sec): 3 clusters Score: Raw -2035150.675823 + Penalty 4707.385052 = -2030443.290771 nChanged 10 SP:Iteration 30Q (5216.060000 sec): 3 clusters Score: Raw -2035153.459040 + Penalty 4707.385052 = -2030446.073988 nChanged 8 SP:Iteration 31Q (5216.110000 sec): 3 clusters Score: Raw -2035155.017230 + Penalty 4707.385052 = -2030447.632179 nChanged 8 SP:Iteration 32Q (5216.170000 sec): 3 clusters Score: Raw -2035156.212130 + Penalty 4707.385052 = -2030448.827078 nChanged 9 SP:Iteration 33Q (5216.220000 sec): 3 clusters Score: Raw -2035158.229738 + Penalty 4707.385052 = -2030450.844687 nChanged 11 SP:Iteration 34Q (5216.270000 sec): 3 clusters Score: Raw -2035161.414361 + Penalty 4707.385052 = -2030454.029309 nChanged 4 SP:Iteration 35Q (5216.330000 sec): 3 clusters Score: Raw -2035161.913146 + Penalty 4707.385052 = -2030454.528094 nChanged 3 SP:Iteration 36Q (5216.380000 sec): 3 clusters Score: Raw -2035162.349253 + Penalty 4707.385052 = -2030454.964201 nChanged 1 SP:Iteration 37Q (5216.430000 sec): 3 clusters Score: Raw -2035162.497815 + Penalty 4707.385052 = -2030455.112763 nChanged 1 SP:Iteration 38Q (5216.490000 sec): 3 clusters Score: Raw -2035162.633245 + Penalty 4707.385052 = -2030455.248193 nChanged 0 SP:Iteration 39F (5216.550000 sec): 3 clusters Score: Raw -2035162.633245 + Penalty 4707.385052 = -2030455.248193 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 31 (16823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5216.630000 sec): 2 clusters Score: Raw -2616153.502563 + Penalty 2413.164565 = -2613740.337999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5216.710000 sec): 3 clusters Score: Raw -2606610.925953 + Penalty 4826.329129 = -2601784.596823 nChanged 7223 SP:Iteration 1F (5216.790000 sec): 3 clusters Score: Raw -2610485.942219 + Penalty 4826.329129 = -2605659.613090 nChanged 998 SP:Iteration 2F (5216.880000 sec): 3 clusters Score: Raw -2610927.175711 + Penalty 4826.329129 = -2606100.846582 nChanged 881 SP:Iteration 3F (5216.960000 sec): 3 clusters Score: Raw -2611320.662631 + Penalty 4826.329129 = -2606494.333502 nChanged 882 SP:Iteration 4F (5217.040000 sec): 3 clusters Score: Raw -2611763.241226 + Penalty 4826.329129 = -2606936.912096 nChanged 900 SP:Iteration 5F (5217.130000 sec): 3 clusters Score: Raw -2612278.378447 + Penalty 4826.329129 = -2607452.049318 nChanged 993 SP:Iteration 6F (5217.210000 sec): 3 clusters Score: Raw -2612965.686046 + Penalty 4826.329129 = -2608139.356917 nChanged 1013 SP:Iteration 7F (5217.290000 sec): 3 clusters Score: Raw -2613759.216434 + Penalty 4826.329129 = -2608932.887305 nChanged 935 SP:Iteration 8F (5217.380000 sec): 3 clusters Score: Raw -2614505.662860 + Penalty 4826.329129 = -2609679.333731 nChanged 791 SP:Iteration 9Q (5217.460000 sec): 3 clusters Score: Raw -2615221.725234 + Penalty 4826.329129 = -2610395.396105 nChanged 583 SP:Iteration 10Q (5217.550000 sec): 3 clusters Score: Raw -2615769.664577 + Penalty 4826.329129 = -2610943.335448 nChanged 324 SP:Iteration 11Q (5217.630000 sec): 3 clusters Score: Raw -2616082.701236 + Penalty 4826.329129 = -2611256.372106 nChanged 189 SP:Iteration 12Q (5217.700000 sec): 3 clusters Score: Raw -2616265.696195 + Penalty 4826.329129 = -2611439.367066 nChanged 105 SP:Iteration 13Q (5217.770000 sec): 3 clusters Score: Raw -2616361.787071 + Penalty 4826.329129 = -2611535.457942 nChanged 65 SP:Iteration 14Q (5217.840000 sec): 3 clusters Score: Raw -2616425.505347 + Penalty 4826.329129 = -2611599.176218 nChanged 36 SP:Iteration 15Q (5217.910000 sec): 3 clusters Score: Raw -2616468.649796 + Penalty 4826.329129 = -2611642.320666 nChanged 27 SP:Iteration 16Q (5217.970000 sec): 3 clusters Score: Raw -2616502.485962 + Penalty 4826.329129 = -2611676.156832 nChanged 27 SP:Iteration 17Q (5218.040000 sec): 3 clusters Score: Raw -2616532.512410 + Penalty 4826.329129 = -2611706.183281 nChanged 15 SP:Iteration 18Q (5218.100000 sec): 3 clusters Score: Raw -2616547.458182 + Penalty 4826.329129 = -2611721.129052 nChanged 12 SP:Iteration 19Q (5218.170000 sec): 3 clusters Score: Raw -2616560.675992 + Penalty 4826.329129 = -2611734.346863 nChanged 9 SP:Iteration 20F (5218.250000 sec): 3 clusters Score: Raw -2616568.929501 + Penalty 4826.329129 = -2611742.600372 nChanged 7 SP:Iteration 21Q (5218.310000 sec): 3 clusters Score: Raw -2616576.508266 + Penalty 4826.329129 = -2611750.179137 nChanged 5 SP:Iteration 22Q (5218.380000 sec): 3 clusters Score: Raw -2616580.656203 + Penalty 4826.329129 = -2611754.327074 nChanged 5 SP:Iteration 23Q (5218.440000 sec): 3 clusters Score: Raw -2616584.424274 + Penalty 4826.329129 = -2611758.095145 nChanged 3 SP:Iteration 24Q (5218.510000 sec): 3 clusters Score: Raw -2616588.338156 + Penalty 4826.329129 = -2611762.009027 nChanged 4 SP:Iteration 25Q (5218.570000 sec): 3 clusters Score: Raw -2616596.711941 + Penalty 4826.329129 = -2611770.382811 nChanged 3 SP:Iteration 26Q (5218.630000 sec): 3 clusters Score: Raw -2616599.891947 + Penalty 4826.329129 = -2611773.562817 nChanged 4 SP:Iteration 27Q (5218.690000 sec): 3 clusters Score: Raw -2616603.701033 + Penalty 4826.329129 = -2611777.371904 nChanged 4 SP:Iteration 28Q (5218.760000 sec): 3 clusters Score: Raw -2616606.896752 + Penalty 4826.329129 = -2611780.567623 nChanged 0 SP:Iteration 29F (5218.840000 sec): 3 clusters Score: Raw -2616606.896752 + Penalty 4826.329129 = -2611780.567623 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 32 (4319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5218.870000 sec): 2 clusters Score: Raw -594052.062584 + Penalty 2075.953235 = -591976.109349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5218.890000 sec): 3 clusters Score: Raw -592034.246957 + Penalty 4151.906470 = -587882.340487 nChanged 1640 SP:Iteration 1F (5218.910000 sec): 3 clusters Score: Raw -593121.979994 + Penalty 4151.906470 = -588970.073524 nChanged 383 SP:Iteration 2F (5218.930000 sec): 3 clusters Score: Raw -593431.710443 + Penalty 4151.906470 = -589279.803973 nChanged 274 SP:Iteration 3F (5218.950000 sec): 3 clusters Score: Raw -593646.128510 + Penalty 4151.906470 = -589494.222040 nChanged 223 SP:Iteration 4F (5218.970000 sec): 3 clusters Score: Raw -593840.225416 + Penalty 4151.906470 = -589688.318946 nChanged 189 SP:Iteration 5Q (5218.990000 sec): 3 clusters Score: Raw -594003.532831 + Penalty 4151.906470 = -589851.626361 nChanged 157 SP:Iteration 6Q (5219.010000 sec): 3 clusters Score: Raw -594113.660683 + Penalty 4151.906470 = -589961.754213 nChanged 124 SP:Iteration 7Q (5219.030000 sec): 3 clusters Score: Raw -594189.158062 + Penalty 4151.906470 = -590037.251592 nChanged 98 SP:Iteration 8Q (5219.060000 sec): 3 clusters Score: Raw -594255.014090 + Penalty 4151.906470 = -590103.107620 nChanged 97 SP:Iteration 9Q (5219.080000 sec): 3 clusters Score: Raw -594309.795393 + Penalty 4151.906470 = -590157.888923 nChanged 72 SP:Iteration 10Q (5219.100000 sec): 3 clusters Score: Raw -594364.048640 + Penalty 4151.906470 = -590212.142171 nChanged 67 SP:Iteration 11Q (5219.120000 sec): 3 clusters Score: Raw -594407.385639 + Penalty 4151.906470 = -590255.479169 nChanged 69 SP:Iteration 12Q (5219.140000 sec): 3 clusters Score: Raw -594440.570179 + Penalty 4151.906470 = -590288.663709 nChanged 45 SP:Iteration 13Q (5219.160000 sec): 3 clusters Score: Raw -594459.739410 + Penalty 4151.906470 = -590307.832940 nChanged 42 SP:Iteration 14Q (5219.180000 sec): 3 clusters Score: Raw -594484.094727 + Penalty 4151.906470 = -590332.188257 nChanged 52 SP:Iteration 15Q (5219.200000 sec): 3 clusters Score: Raw -594514.399091 + Penalty 4151.906470 = -590362.492621 nChanged 55 SP:Iteration 16Q (5219.220000 sec): 3 clusters Score: Raw -594542.932671 + Penalty 4151.906470 = -590391.026201 nChanged 48 SP:Iteration 17Q (5219.240000 sec): 3 clusters Score: Raw -594568.850732 + Penalty 4151.906470 = -590416.944262 nChanged 57 SP:Iteration 18Q (5219.270000 sec): 3 clusters Score: Raw -594610.927881 + Penalty 4151.906470 = -590459.021412 nChanged 81 SP:Iteration 19Q (5219.290000 sec): 3 clusters Score: Raw -594673.955652 + Penalty 4151.906470 = -590522.049182 nChanged 95 SP:Iteration 20F (5219.310000 sec): 3 clusters Score: Raw -594761.835148 + Penalty 4151.906470 = -590609.928679 nChanged 116 SP:Iteration 21Q (5219.330000 sec): 3 clusters Score: Raw -594886.477966 + Penalty 4151.906470 = -590734.571496 nChanged 146 SP:Iteration 22Q (5219.350000 sec): 3 clusters Score: Raw -595071.333016 + Penalty 4151.906470 = -590919.426547 nChanged 163 SP:Iteration 23Q (5219.370000 sec): 3 clusters Score: Raw -595335.352612 + Penalty 4151.906470 = -591183.446142 nChanged 187 SP:Iteration 24Q (5219.390000 sec): 3 clusters Score: Raw -595603.335403 + Penalty 4151.906470 = -591451.428934 nChanged 186 SP:Iteration 25Q (5219.410000 sec): 3 clusters Score: Raw -595842.385200 + Penalty 4151.906470 = -591690.478730 nChanged 150 SP:Iteration 26Q (5219.430000 sec): 3 clusters Score: Raw -596056.980576 + Penalty 4151.906470 = -591905.074107 nChanged 130 SP:Iteration 27Q (5219.450000 sec): 3 clusters Score: Raw -596272.742338 + Penalty 4151.906470 = -592120.835868 nChanged 132 SP:Iteration 28Q (5219.460000 sec): 3 clusters Score: Raw -596519.780778 + Penalty 4151.906470 = -592367.874308 nChanged 112 SP:Iteration 29Q (5219.480000 sec): 3 clusters Score: Raw -596817.221041 + Penalty 4151.906470 = -592665.314571 nChanged 88 SP:Iteration 30Q (5219.500000 sec): 3 clusters Score: Raw -597146.878077 + Penalty 4151.906470 = -592994.971608 nChanged 64 SP:Iteration 31Q (5219.510000 sec): 3 clusters Score: Raw -597287.088860 + Penalty 4151.906470 = -593135.182390 nChanged 47 SP:Iteration 32Q (5219.530000 sec): 3 clusters Score: Raw -597322.905139 + Penalty 4151.906470 = -593170.998669 nChanged 18 SP:Iteration 33Q (5219.550000 sec): 3 clusters Score: Raw -597333.715170 + Penalty 4151.906470 = -593181.808701 nChanged 9 SP:Iteration 34Q (5219.560000 sec): 3 clusters Score: Raw -597337.183793 + Penalty 4151.906470 = -593185.277323 nChanged 1 SP:Iteration 35Q (5219.580000 sec): 3 clusters Score: Raw -597337.346368 + Penalty 4151.906470 = -593185.439898 nChanged 0 SP:Iteration 36F (5219.600000 sec): 3 clusters Score: Raw -597343.735635 + Penalty 4151.906470 = -593191.829165 nChanged 2 SP:Iteration 37Q (5219.620000 sec): 3 clusters Score: Raw -597346.556685 + Penalty 4151.906470 = -593194.650215 nChanged 3 SP:Iteration 38Q (5219.630000 sec): 3 clusters Score: Raw -597347.729811 + Penalty 4151.906470 = -593195.823341 nChanged 1 SP:Iteration 39Q (5219.650000 sec): 3 clusters Score: Raw -597348.082137 + Penalty 4151.906470 = -593196.175667 nChanged 0 SP:Iteration 40F (5219.670000 sec): 3 clusters Score: Raw -597348.082137 + Penalty 4151.906470 = -593196.175667 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 33 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5219.690000 sec): 2 clusters Score: Raw -134846.071856 + Penalty 1707.098721 = -133138.973135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5219.690000 sec): 3 clusters Score: Raw -134621.903433 + Penalty 3414.197443 = -131207.705991 nChanged 257 SP:Iteration 1F (5219.690000 sec): 3 clusters Score: Raw -135303.030826 + Penalty 3414.197443 = -131888.833383 nChanged 137 SP:Iteration 2F (5219.700000 sec): 3 clusters Score: Raw -136256.468040 + Penalty 3414.197443 = -132842.270598 nChanged 113 SP:Iteration 3F (5219.710000 sec): 3 clusters Score: Raw -137176.998566 + Penalty 3414.197443 = -133762.801123 nChanged 85 SP:Iteration 4F (5219.710000 sec): 3 clusters Score: Raw -137692.863043 + Penalty 3414.197443 = -134278.665600 nChanged 45 SP:Iteration 5Q (5219.710000 sec): 3 clusters Score: Raw -137942.129106 + Penalty 3414.197443 = -134527.931663 nChanged 11 SP:Iteration 6Q (5219.720000 sec): 3 clusters Score: Raw -138016.451320 + Penalty 3414.197443 = -134602.253877 nChanged 4 SP:Iteration 7Q (5219.720000 sec): 3 clusters Score: Raw -138028.333270 + Penalty 3414.197443 = -134614.135827 nChanged 0 SP:Iteration 8F (5219.730000 sec): 3 clusters Score: Raw -138028.333270 + Penalty 3414.197443 = -134614.135827 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 34 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5219.730000 sec): 2 clusters Score: Raw -23964.647409 + Penalty 1289.227264 = -22675.420145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5219.730000 sec): 3 clusters Score: Raw -24180.578968 + Penalty 2578.454528 = -21602.124441 nChanged 18 SP:Iteration 1F (5219.740000 sec): 3 clusters Score: Raw -24282.526035 + Penalty 2578.454528 = -21704.071508 nChanged 1 SP:Iteration 2Q (5219.740000 sec): 3 clusters Score: Raw -24291.841500 + Penalty 2578.454528 = -21713.386972 nChanged 2 SP:Iteration 3Q (5219.740000 sec): 3 clusters Score: Raw -24309.349070 + Penalty 2578.454528 = -21730.894542 nChanged 3 SP:Iteration 4Q (5219.740000 sec): 3 clusters Score: Raw -24320.309049 + Penalty 2578.454528 = -21741.854522 nChanged 2 SP:Iteration 5Q (5219.740000 sec): 3 clusters Score: Raw -24324.504708 + Penalty 2578.454528 = -21746.050181 nChanged 0 SP:Iteration 6F (5219.740000 sec): 3 clusters Score: Raw -24324.504708 + Penalty 2578.454528 = -21746.050181 nChanged 0 Iteration 99Q (5230.400000 sec): 44 clusters Score: Raw -94947913.395721 + Penalty 142306.158136 = -94805607.237584 nChanged 702 Iteration 100F (5278.980000 sec): 44 clusters Score: Raw -94960853.745868 + Penalty 142306.158136 = -94818547.587732 nChanged 601 Iteration 101Q (5289.420000 sec): 44 clusters Score: Raw -94965163.721948 + Penalty 142306.158136 = -94822857.563811 nChanged 442 Iteration 102Q (5299.850000 sec): 44 clusters Score: Raw -94965468.106562 + Penalty 142306.158136 = -94823161.948426 nChanged 307 Iteration 103Q (5310.270000 sec): 44 clusters Score: Raw -94965896.754287 + Penalty 142306.158136 = -94823590.596151 nChanged 270 Iteration 104Q (5320.600000 sec): 44 clusters Score: Raw -94967168.300071 + Penalty 142306.158136 = -94824862.141934 nChanged 211 Iteration 105Q (5330.990000 sec): 44 clusters Score: Raw -94967354.524902 + Penalty 142306.158136 = -94825048.366766 nChanged 161 Iteration 106Q (5341.380000 sec): 44 clusters Score: Raw -94967657.772491 + Penalty 142306.158136 = -94825351.614354 nChanged 147 Iteration 107Q (5351.770000 sec): 44 clusters Score: Raw -94967858.904870 + Penalty 142306.158136 = -94825552.746734 nChanged 122 Iteration 108Q (5362.170000 sec): 44 clusters Score: Raw -94967979.281540 + Penalty 142306.158136 = -94825673.123404 nChanged 70 Iteration 109Q (5372.570000 sec): 44 clusters Score: Raw -94967990.634300 + Penalty 142306.158136 = -94825684.476164 nChanged 58 Iteration 110Q (5382.970000 sec): 44 clusters Score: Raw -94967996.400705 + Penalty 142306.158136 = -94825690.242569 nChanged 44 Iteration 111Q (5393.350000 sec): 44 clusters Score: Raw -94968002.723111 + Penalty 142306.158136 = -94825696.564974 nChanged 32 Iteration 112Q (5403.720000 sec): 44 clusters Score: Raw -94968004.443859 + Penalty 142306.158136 = -94825698.285722 nChanged 23 Iteration 113Q (5414.090000 sec): 44 clusters Score: Raw -94968005.611696 + Penalty 142306.158136 = -94825699.453559 nChanged 13 Iteration 114Q (5424.460000 sec): 44 clusters Score: Raw -94968006.007241 + Penalty 142306.158136 = -94825699.849104 nChanged 12 Iteration 115Q (5434.710000 sec): 44 clusters Score: Raw -94968006.443522 + Penalty 142306.158136 = -94825700.285386 nChanged 9 Iteration 116Q (5443.910000 sec): 44 clusters Score: Raw -94968006.806972 + Penalty 142306.158136 = -94825700.648835 nChanged 10 Iteration 117Q (5453.170000 sec): 44 clusters Score: Raw -94968007.282556 + Penalty 142306.158136 = -94825701.124419 nChanged 11 Iteration 118Q (5462.450000 sec): 44 clusters Score: Raw -94968007.618124 + Penalty 142306.158136 = -94825701.459988 nChanged 5 Iteration 119Q (5471.760000 sec): 44 clusters Score: Raw -94968007.761800 + Penalty 142306.158136 = -94825701.603664 nChanged 5 Iteration 120F (5512.570000 sec): 44 clusters Score: Raw -94971249.247198 + Penalty 142306.158136 = -94828943.089061 nChanged 60 Iteration 121Q (5521.820000 sec): 44 clusters Score: Raw -94972667.224237 + Penalty 142306.158136 = -94830361.066101 nChanged 22 Iteration 122Q (5531.100000 sec): 44 clusters Score: Raw -94972737.483924 + Penalty 142306.158136 = -94830431.325788 nChanged 23 Iteration 123Q (5540.340000 sec): 44 clusters Score: Raw -94972780.299747 + Penalty 142306.158136 = -94830474.141611 nChanged 34 Iteration 124Q (5549.680000 sec): 44 clusters Score: Raw -94972835.113498 + Penalty 142306.158136 = -94830528.955362 nChanged 28 Iteration 125Q (5558.970000 sec): 44 clusters Score: Raw -94972880.031150 + Penalty 142306.158136 = -94830573.873013 nChanged 29 Iteration 126Q (5568.240000 sec): 44 clusters Score: Raw -94972900.892626 + Penalty 142306.158136 = -94830594.734489 nChanged 14 Iteration 127Q (5577.560000 sec): 44 clusters Score: Raw -94972912.001664 + Penalty 142306.158136 = -94830605.843528 nChanged 15 Iteration 128Q (5586.840000 sec): 44 clusters Score: Raw -94972917.529121 + Penalty 142306.158136 = -94830611.370984 nChanged 13 Iteration 129Q (5596.140000 sec): 44 clusters Score: Raw -94972919.261007 + Penalty 142306.158136 = -94830613.102870 nChanged 5 Iteration 130Q (5605.420000 sec): 44 clusters Score: Raw -94972919.855213 + Penalty 142306.158136 = -94830613.697076 nChanged 8 Iteration 131Q (5614.710000 sec): 44 clusters Score: Raw -94972920.702618 + Penalty 142306.158136 = -94830614.544481 nChanged 8 Iteration 132Q (5623.940000 sec): 44 clusters Score: Raw -94972920.950253 + Penalty 142306.158136 = -94830614.792116 nChanged 5 Iteration 133Q (5633.190000 sec): 44 clusters Score: Raw -94972921.129080 + Penalty 142306.158136 = -94830614.970944 nChanged 6 Iteration 134Q (5642.490000 sec): 44 clusters Score: Raw -94972921.405163 + Penalty 142306.158136 = -94830615.247027 nChanged 4 Iteration 135Q (5651.760000 sec): 44 clusters Score: Raw -94972921.644147 + Penalty 142306.158136 = -94830615.486011 nChanged 0 Iteration 136F (5692.240000 sec): 44 clusters Score: Raw -94973552.032108 + Penalty 142306.158136 = -94831245.873971 nChanged 34 Iteration 137Q (5701.530000 sec): 44 clusters Score: Raw -94975026.037016 + Penalty 142306.158136 = -94832719.878880 nChanged 29 Iteration 138Q (5710.740000 sec): 44 clusters Score: Raw -94975189.051131 + Penalty 142306.158136 = -94832882.892994 nChanged 27 Writing temp clu file Because OldScore, -94832719.878880, is greater than current (better) Score,-94832882.892994 Compute initial score before splitting: Score: Raw -94975189.051131 + Penalty 142306.158136 = -94832882.892994 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5710.880000 sec): 2 clusters Score: Raw -80551.670376 + Penalty 1581.006155 = -78970.664221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5710.880000 sec): 3 clusters Score: Raw -80625.102600 + Penalty 3162.012311 = -77463.090289 nChanged 119 SP:Iteration 1F (5710.890000 sec): 3 clusters Score: Raw -80846.379369 + Penalty 3162.012311 = -77684.367058 nChanged 46 SP:Iteration 2F (5710.890000 sec): 3 clusters Score: Raw -81011.661046 + Penalty 3162.012311 = -77849.648735 nChanged 47 SP:Iteration 3F (5710.890000 sec): 3 clusters Score: Raw -81168.220228 + Penalty 3162.012311 = -78006.207917 nChanged 43 SP:Iteration 4F (5710.900000 sec): 3 clusters Score: Raw -81417.746519 + Penalty 3162.012311 = -78255.734208 nChanged 37 SP:Iteration 5F (5710.900000 sec): 3 clusters Score: Raw -81816.827535 + Penalty 3162.012311 = -78654.815224 nChanged 30 SP:Iteration 6F (5710.900000 sec): 3 clusters Score: Raw -82288.000564 + Penalty 3162.012311 = -79125.988253 nChanged 20 SP:Iteration 7Q (5710.900000 sec): 3 clusters Score: Raw -82853.572170 + Penalty 3162.012311 = -79691.559860 nChanged 13 SP:Iteration 8Q (5710.910000 sec): 3 clusters Score: Raw -82901.490915 + Penalty 3162.012311 = -79739.478604 nChanged 4 SP:Iteration 9Q (5710.910000 sec): 3 clusters Score: Raw -82926.646606 + Penalty 3162.012311 = -79764.634296 nChanged 5 SP:Iteration 10Q (5710.910000 sec): 3 clusters Score: Raw -82951.312949 + Penalty 3162.012311 = -79789.300639 nChanged 3 SP:Iteration 11Q (5710.910000 sec): 3 clusters Score: Raw -82970.537751 + Penalty 3162.012311 = -79808.525440 nChanged 3 SP:Iteration 12Q (5710.920000 sec): 3 clusters Score: Raw -82982.479271 + Penalty 3162.012311 = -79820.466961 nChanged 1 SP:Iteration 13Q (5710.920000 sec): 3 clusters Score: Raw -82996.722896 + Penalty 3162.012311 = -79834.710585 nChanged 1 SP:Iteration 14Q (5710.920000 sec): 3 clusters Score: Raw -82999.020635 + Penalty 3162.012311 = -79837.008325 nChanged 1 SP:Iteration 15Q (5710.920000 sec): 3 clusters Score: Raw -83001.074982 + Penalty 3162.012311 = -79839.062672 nChanged 1 SP:Iteration 16Q (5710.920000 sec): 3 clusters Score: Raw -83002.701811 + Penalty 3162.012311 = -79840.689500 nChanged 0 SP:Iteration 17F (5710.930000 sec): 3 clusters Score: Raw -83002.701811 + Penalty 3162.012311 = -79840.689500 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5711.540000 sec): 2 clusters Score: Raw -20677133.634777 + Penalty 2925.195996 = -20674208.438781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5712.230000 sec): 3 clusters Score: Raw -20591307.041177 + Penalty 5850.391992 = -20585456.649185 nChanged 63231 SP:Iteration 1F (5712.920000 sec): 3 clusters Score: Raw -20628176.614496 + Penalty 5850.391992 = -20622326.222504 nChanged 5025 SP:Iteration 2Q (5713.630000 sec): 3 clusters Score: Raw -20629804.654454 + Penalty 5850.391992 = -20623954.262462 nChanged 6225 SP:Iteration 3Q (5714.340000 sec): 3 clusters Score: Raw -20632447.182188 + Penalty 5850.391992 = -20626596.790195 nChanged 7844 SP:Iteration 4F (5715.020000 sec): 3 clusters Score: Raw -20636566.381033 + Penalty 5850.391992 = -20630715.989041 nChanged 9194 SP:Iteration 5F (5715.710000 sec): 3 clusters Score: Raw -20642287.270559 + Penalty 5850.391992 = -20636436.878567 nChanged 9801 SP:Iteration 6F (5716.390000 sec): 3 clusters Score: Raw -20648777.849798 + Penalty 5850.391992 = -20642927.457806 nChanged 9095 SP:Iteration 7F (5717.070000 sec): 3 clusters Score: Raw -20654745.010754 + Penalty 5850.391992 = -20648894.618761 nChanged 7603 SP:Iteration 8F (5717.760000 sec): 3 clusters Score: Raw -20659571.989309 + Penalty 5850.391992 = -20653721.597317 nChanged 6240 SP:Iteration 9Q (5718.460000 sec): 3 clusters Score: Raw -20663632.396937 + Penalty 5850.391992 = -20657782.004945 nChanged 5347 SP:Iteration 10Q (5719.160000 sec): 3 clusters Score: Raw -20667372.588570 + Penalty 5850.391992 = -20661522.196578 nChanged 4551 SP:Iteration 11Q (5719.870000 sec): 3 clusters Score: Raw -20670756.597922 + Penalty 5850.391992 = -20664906.205930 nChanged 3358 SP:Iteration 12Q (5720.560000 sec): 3 clusters Score: Raw -20673315.843292 + Penalty 5850.391992 = -20667465.451299 nChanged 2207 SP:Iteration 13Q (5721.220000 sec): 3 clusters Score: Raw -20675024.301717 + Penalty 5850.391992 = -20669173.909725 nChanged 1324 SP:Iteration 14Q (5721.800000 sec): 3 clusters Score: Raw -20676109.130360 + Penalty 5850.391992 = -20670258.738368 nChanged 762 SP:Iteration 15Q (5722.360000 sec): 3 clusters Score: Raw -20676711.857072 + Penalty 5850.391992 = -20670861.465080 nChanged 455 SP:Iteration 16Q (5722.880000 sec): 3 clusters Score: Raw -20677046.433730 + Penalty 5850.391992 = -20671196.041738 nChanged 356 SP:Iteration 17Q (5723.390000 sec): 3 clusters Score: Raw -20677307.385415 + Penalty 5850.391992 = -20671456.993423 nChanged 266 SP:Iteration 18Q (5723.900000 sec): 3 clusters Score: Raw -20677477.558412 + Penalty 5850.391992 = -20671627.166420 nChanged 209 SP:Iteration 19Q (5724.390000 sec): 3 clusters Score: Raw -20677599.962879 + Penalty 5850.391992 = -20671749.570887 nChanged 172 SP:Iteration 20F (5725.070000 sec): 3 clusters Score: Raw -20677698.497756 + Penalty 5850.391992 = -20671848.105764 nChanged 138 SP:Iteration 21Q (5725.560000 sec): 3 clusters Score: Raw -20677773.379809 + Penalty 5850.391992 = -20671922.987817 nChanged 113 SP:Iteration 22Q (5726.050000 sec): 3 clusters Score: Raw -20677837.133296 + Penalty 5850.391992 = -20671986.741304 nChanged 118 SP:Iteration 23Q (5726.540000 sec): 3 clusters Score: Raw -20677889.404504 + Penalty 5850.391992 = -20672039.012512 nChanged 84 SP:Iteration 24Q (5727.020000 sec): 3 clusters Score: Raw -20677929.829953 + Penalty 5850.391992 = -20672079.437961 nChanged 85 SP:Iteration 25Q (5727.510000 sec): 3 clusters Score: Raw -20677959.146948 + Penalty 5850.391992 = -20672108.754956 nChanged 51 SP:Iteration 26Q (5728.000000 sec): 3 clusters Score: Raw -20677978.837421 + Penalty 5850.391992 = -20672128.445429 nChanged 48 SP:Iteration 27Q (5728.480000 sec): 3 clusters Score: Raw -20677998.001727 + Penalty 5850.391992 = -20672147.609734 nChanged 50 SP:Iteration 28Q (5728.970000 sec): 3 clusters Score: Raw -20678018.225981 + Penalty 5850.391992 = -20672167.833989 nChanged 40 SP:Iteration 29Q (5729.450000 sec): 3 clusters Score: Raw -20678032.224007 + Penalty 5850.391992 = -20672181.832015 nChanged 34 SP:Iteration 30Q (5729.940000 sec): 3 clusters Score: Raw -20678043.413601 + Penalty 5850.391992 = -20672193.021608 nChanged 27 SP:Iteration 31Q (5730.420000 sec): 3 clusters Score: Raw -20678051.519714 + Penalty 5850.391992 = -20672201.127722 nChanged 22 SP:Iteration 32Q (5730.900000 sec): 3 clusters Score: Raw -20678056.935765 + Penalty 5850.391992 = -20672206.543773 nChanged 18 SP:Iteration 33Q (5731.380000 sec): 3 clusters Score: Raw -20678061.295200 + Penalty 5850.391992 = -20672210.903208 nChanged 12 SP:Iteration 34Q (5731.870000 sec): 3 clusters Score: Raw -20678063.886862 + Penalty 5850.391992 = -20672213.494870 nChanged 7 SP:Iteration 35Q (5732.350000 sec): 3 clusters Score: Raw -20678066.122293 + Penalty 5850.391992 = -20672215.730301 nChanged 13 SP:Iteration 36Q (5732.840000 sec): 3 clusters Score: Raw -20678070.063290 + Penalty 5850.391992 = -20672219.671298 nChanged 11 SP:Iteration 37Q (5733.320000 sec): 3 clusters Score: Raw -20678072.451678 + Penalty 5850.391992 = -20672222.059685 nChanged 11 SP:Iteration 38Q (5733.800000 sec): 3 clusters Score: Raw -20678074.326339 + Penalty 5850.391992 = -20672223.934347 nChanged 9 SP:Iteration 39Q (5734.290000 sec): 3 clusters Score: Raw -20678076.590658 + Penalty 5850.391992 = -20672226.198666 nChanged 13 SP:Iteration 40F (5734.970000 sec): 3 clusters Score: Raw -20678079.582943 + Penalty 5850.391992 = -20672229.190951 nChanged 5 SP:Iteration 41Q (5735.450000 sec): 3 clusters Score: Raw -20678081.048492 + Penalty 5850.391992 = -20672230.656499 nChanged 8 SP:Iteration 42Q (5735.930000 sec): 3 clusters Score: Raw -20678082.940493 + Penalty 5850.391992 = -20672232.548501 nChanged 9 SP:Iteration 43Q (5736.420000 sec): 3 clusters Score: Raw -20678084.422245 + Penalty 5850.391992 = -20672234.030253 nChanged 4 SP:Iteration 44Q (5736.900000 sec): 3 clusters Score: Raw -20678085.032179 + Penalty 5850.391992 = -20672234.640187 nChanged 1 SP:Iteration 45Q (5737.390000 sec): 3 clusters Score: Raw -20678085.366424 + Penalty 5850.391992 = -20672234.974432 nChanged 4 SP:Iteration 46Q (5737.870000 sec): 3 clusters Score: Raw -20678085.970226 + Penalty 5850.391992 = -20672235.578234 nChanged 2 SP:Iteration 47Q (5738.350000 sec): 3 clusters Score: Raw -20678086.353740 + Penalty 5850.391992 = -20672235.961747 nChanged 1 SP:Iteration 48Q (5738.830000 sec): 3 clusters Score: Raw -20678086.454856 + Penalty 5850.391992 = -20672236.062863 nChanged 0 SP:Iteration 49F (5739.510000 sec): 3 clusters Score: Raw -20678086.454856 + Penalty 5850.391992 = -20672236.062863 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.590000 sec): 2 clusters Score: Raw -57309.000590 + Penalty 1469.215438 = -55839.785152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5739.590000 sec): 3 clusters Score: Raw -57371.576435 + Penalty 2938.430876 = -54433.145559 nChanged 49 SP:Iteration 1F (5739.590000 sec): 3 clusters Score: Raw -57481.437194 + Penalty 2938.430876 = -54543.006319 nChanged 16 SP:Iteration 2Q (5739.590000 sec): 3 clusters Score: Raw -57537.761864 + Penalty 2938.430876 = -54599.330989 nChanged 6 SP:Iteration 3Q (5739.590000 sec): 3 clusters Score: Raw -57554.424253 + Penalty 2938.430876 = -54615.993378 nChanged 2 SP:Iteration 4Q (5739.590000 sec): 3 clusters Score: Raw -57560.603781 + Penalty 2938.430876 = -54622.172905 nChanged 0 SP:Iteration 5F (5739.600000 sec): 3 clusters Score: Raw -57560.603781 + Penalty 2938.430876 = -54622.172905 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.600000 sec): 2 clusters Score: Raw -73787.798474 + Penalty 1551.426010 = -72236.372463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5739.610000 sec): 3 clusters Score: Raw -73783.303311 + Penalty 3102.852021 = -70680.451290 nChanged 104 SP:Iteration 1F (5739.610000 sec): 3 clusters Score: Raw -74021.289767 + Penalty 3102.852021 = -70918.437747 nChanged 44 SP:Iteration 2F (5739.610000 sec): 3 clusters Score: Raw -74186.279584 + Penalty 3102.852021 = -71083.427563 nChanged 25 SP:Iteration 3Q (5739.610000 sec): 3 clusters Score: Raw -74419.007467 + Penalty 3102.852021 = -71316.155446 nChanged 23 SP:Iteration 4Q (5739.610000 sec): 3 clusters Score: Raw -74520.923243 + Penalty 3102.852021 = -71418.071222 nChanged 19 SP:Iteration 5Q (5739.620000 sec): 3 clusters Score: Raw -74589.881166 + Penalty 3102.852021 = -71487.029146 nChanged 9 SP:Iteration 6Q (5739.620000 sec): 3 clusters Score: Raw -74622.104801 + Penalty 3102.852021 = -71519.252781 nChanged 6 SP:Iteration 7Q (5739.620000 sec): 3 clusters Score: Raw -74643.185854 + Penalty 3102.852021 = -71540.333834 nChanged 5 SP:Iteration 8Q (5739.630000 sec): 3 clusters Score: Raw -74662.632974 + Penalty 3102.852021 = -71559.780953 nChanged 4 SP:Iteration 9Q (5739.630000 sec): 3 clusters Score: Raw -74674.900587 + Penalty 3102.852021 = -71572.048567 nChanged 5 SP:Iteration 10Q (5739.630000 sec): 3 clusters Score: Raw -74688.698377 + Penalty 3102.852021 = -71585.846356 nChanged 1 SP:Iteration 11Q (5739.630000 sec): 3 clusters Score: Raw -74693.037528 + Penalty 3102.852021 = -71590.185508 nChanged 2 SP:Iteration 12Q (5739.630000 sec): 3 clusters Score: Raw -74697.452722 + Penalty 3102.852021 = -71594.600701 nChanged 2 SP:Iteration 13Q (5739.630000 sec): 3 clusters Score: Raw -74704.989639 + Penalty 3102.852021 = -71602.137618 nChanged 2 SP:Iteration 14Q (5739.640000 sec): 3 clusters Score: Raw -74712.787493 + Penalty 3102.852021 = -71609.935473 nChanged 3 SP:Iteration 15Q (5739.640000 sec): 3 clusters Score: Raw -74735.073899 + Penalty 3102.852021 = -71632.221878 nChanged 6 SP:Iteration 16Q (5739.640000 sec): 3 clusters Score: Raw -74798.656160 + Penalty 3102.852021 = -71695.804139 nChanged 4 SP:Iteration 17Q (5739.640000 sec): 3 clusters Score: Raw -74842.400139 + Penalty 3102.852021 = -71739.548118 nChanged 5 SP:Iteration 18Q (5739.650000 sec): 3 clusters Score: Raw -74882.904613 + Penalty 3102.852021 = -71780.052592 nChanged 2 SP:Iteration 19Q (5739.650000 sec): 3 clusters Score: Raw -74886.530057 + Penalty 3102.852021 = -71783.678036 nChanged 1 SP:Iteration 20F (5739.650000 sec): 3 clusters Score: Raw -74890.026999 + Penalty 3102.852021 = -71787.174978 nChanged 1 SP:Iteration 21Q (5739.650000 sec): 3 clusters Score: Raw -74891.577770 + Penalty 3102.852021 = -71788.725749 nChanged 0 SP:Iteration 22F (5739.650000 sec): 3 clusters Score: Raw -74891.577770 + Penalty 3102.852021 = -71788.725749 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (7005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.690000 sec): 2 clusters Score: Raw -1029019.598545 + Penalty 2195.886106 = -1026823.712440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5739.730000 sec): 3 clusters Score: Raw -1025458.933564 + Penalty 4391.772212 = -1021067.161353 nChanged 2813 SP:Iteration 1F (5739.760000 sec): 3 clusters Score: Raw -1027216.427391 + Penalty 4391.772212 = -1022824.655179 nChanged 599 SP:Iteration 2F (5739.790000 sec): 3 clusters Score: Raw -1027638.646122 + Penalty 4391.772212 = -1023246.873910 nChanged 439 SP:Iteration 3F (5739.830000 sec): 3 clusters Score: Raw -1027949.538799 + Penalty 4391.772212 = -1023557.766587 nChanged 341 SP:Iteration 4Q (5739.860000 sec): 3 clusters Score: Raw -1028151.109464 + Penalty 4391.772212 = -1023759.337252 nChanged 276 SP:Iteration 5Q (5739.900000 sec): 3 clusters Score: Raw -1028326.993093 + Penalty 4391.772212 = -1023935.220882 nChanged 248 SP:Iteration 6Q (5739.930000 sec): 3 clusters Score: Raw -1028469.595544 + Penalty 4391.772212 = -1024077.823332 nChanged 241 SP:Iteration 7Q (5739.970000 sec): 3 clusters Score: Raw -1028605.092108 + Penalty 4391.772212 = -1024213.319896 nChanged 214 SP:Iteration 8Q (5740.000000 sec): 3 clusters Score: Raw -1028720.988797 + Penalty 4391.772212 = -1024329.216585 nChanged 200 SP:Iteration 9Q (5740.040000 sec): 3 clusters Score: Raw -1028835.656782 + Penalty 4391.772212 = -1024443.884571 nChanged 206 SP:Iteration 10Q (5740.070000 sec): 3 clusters Score: Raw -1028960.262808 + Penalty 4391.772212 = -1024568.490596 nChanged 196 SP:Iteration 11Q (5740.110000 sec): 3 clusters Score: Raw -1029090.281843 + Penalty 4391.772212 = -1024698.509631 nChanged 187 SP:Iteration 12Q (5740.140000 sec): 3 clusters Score: Raw -1029198.881178 + Penalty 4391.772212 = -1024807.108966 nChanged 160 SP:Iteration 13Q (5740.180000 sec): 3 clusters Score: Raw -1029281.646116 + Penalty 4391.772212 = -1024889.873904 nChanged 130 SP:Iteration 14Q (5740.210000 sec): 3 clusters Score: Raw -1029348.614658 + Penalty 4391.772212 = -1024956.842447 nChanged 112 SP:Iteration 15Q (5740.240000 sec): 3 clusters Score: Raw -1029398.313203 + Penalty 4391.772212 = -1025006.540992 nChanged 101 SP:Iteration 16Q (5740.280000 sec): 3 clusters Score: Raw -1029445.758669 + Penalty 4391.772212 = -1025053.986457 nChanged 93 SP:Iteration 17Q (5740.310000 sec): 3 clusters Score: Raw -1029493.304185 + Penalty 4391.772212 = -1025101.531974 nChanged 85 SP:Iteration 18Q (5740.340000 sec): 3 clusters Score: Raw -1029531.751117 + Penalty 4391.772212 = -1025139.978905 nChanged 85 SP:Iteration 19Q (5740.370000 sec): 3 clusters Score: Raw -1029571.453193 + Penalty 4391.772212 = -1025179.680982 nChanged 87 SP:Iteration 20F (5740.410000 sec): 3 clusters Score: Raw -1029613.990891 + Penalty 4391.772212 = -1025222.218680 nChanged 88 SP:Iteration 21Q (5740.440000 sec): 3 clusters Score: Raw -1029650.000852 + Penalty 4391.772212 = -1025258.228641 nChanged 79 SP:Iteration 22Q (5740.480000 sec): 3 clusters Score: Raw -1029689.392553 + Penalty 4391.772212 = -1025297.620341 nChanged 86 SP:Iteration 23Q (5740.510000 sec): 3 clusters Score: Raw -1029736.308665 + Penalty 4391.772212 = -1025344.536454 nChanged 86 SP:Iteration 24Q (5740.540000 sec): 3 clusters Score: Raw -1029783.803637 + Penalty 4391.772212 = -1025392.031426 nChanged 97 SP:Iteration 25Q (5740.570000 sec): 3 clusters Score: Raw -1029838.390339 + Penalty 4391.772212 = -1025446.618127 nChanged 106 SP:Iteration 26Q (5740.600000 sec): 3 clusters Score: Raw -1029894.102493 + Penalty 4391.772212 = -1025502.330282 nChanged 103 SP:Iteration 27Q (5740.640000 sec): 3 clusters Score: Raw -1029948.347619 + Penalty 4391.772212 = -1025556.575407 nChanged 92 SP:Iteration 28Q (5740.670000 sec): 3 clusters Score: Raw -1029992.886099 + Penalty 4391.772212 = -1025601.113887 nChanged 75 SP:Iteration 29Q (5740.700000 sec): 3 clusters Score: Raw -1030023.858729 + Penalty 4391.772212 = -1025632.086517 nChanged 52 SP:Iteration 30Q (5740.740000 sec): 3 clusters Score: Raw -1030041.868563 + Penalty 4391.772212 = -1025650.096352 nChanged 45 SP:Iteration 31Q (5740.770000 sec): 3 clusters Score: Raw -1030056.448878 + Penalty 4391.772212 = -1025664.676667 nChanged 45 SP:Iteration 32Q (5740.800000 sec): 3 clusters Score: Raw -1030071.545628 + Penalty 4391.772212 = -1025679.773416 nChanged 32 SP:Iteration 33Q (5740.830000 sec): 3 clusters Score: Raw -1030081.311672 + Penalty 4391.772212 = -1025689.539460 nChanged 22 SP:Iteration 34Q (5740.860000 sec): 3 clusters Score: Raw -1030087.426268 + Penalty 4391.772212 = -1025695.654056 nChanged 18 SP:Iteration 35Q (5740.900000 sec): 3 clusters Score: Raw -1030091.226505 + Penalty 4391.772212 = -1025699.454293 nChanged 10 SP:Iteration 36Q (5740.930000 sec): 3 clusters Score: Raw -1030094.315422 + Penalty 4391.772212 = -1025702.543210 nChanged 20 SP:Iteration 37Q (5740.960000 sec): 3 clusters Score: Raw -1030099.983045 + Penalty 4391.772212 = -1025708.210833 nChanged 19 SP:Iteration 38Q (5740.990000 sec): 3 clusters Score: Raw -1030102.922048 + Penalty 4391.772212 = -1025711.149836 nChanged 5 SP:Iteration 39Q (5741.020000 sec): 3 clusters Score: Raw -1030103.903462 + Penalty 4391.772212 = -1025712.131251 nChanged 4 SP:Iteration 40F (5741.060000 sec): 3 clusters Score: Raw -1030104.699705 + Penalty 4391.772212 = -1025712.927493 nChanged 3 SP:Iteration 41Q (5741.090000 sec): 3 clusters Score: Raw -1030105.305982 + Penalty 4391.772212 = -1025713.533771 nChanged 2 SP:Iteration 42Q (5741.120000 sec): 3 clusters Score: Raw -1030105.665912 + Penalty 4391.772212 = -1025713.893700 nChanged 0 SP:Iteration 43F (5741.160000 sec): 3 clusters Score: Raw -1030105.665912 + Penalty 4391.772212 = -1025713.893700 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5741.180000 sec): 2 clusters Score: Raw -660316.051434 + Penalty 2086.134504 = -658229.916931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5741.200000 sec): 3 clusters Score: Raw -658171.752894 + Penalty 4172.269007 = -653999.483886 nChanged 1705 SP:Iteration 1F (5741.220000 sec): 3 clusters Score: Raw -659275.674196 + Penalty 4172.269007 = -655103.405189 nChanged 390 SP:Iteration 2F (5741.250000 sec): 3 clusters Score: Raw -659569.628588 + Penalty 4172.269007 = -655397.359581 nChanged 271 SP:Iteration 3F (5741.270000 sec): 3 clusters Score: Raw -659787.031934 + Penalty 4172.269007 = -655614.762927 nChanged 213 SP:Iteration 4Q (5741.290000 sec): 3 clusters Score: Raw -659929.963763 + Penalty 4172.269007 = -655757.694755 nChanged 165 SP:Iteration 5Q (5741.310000 sec): 3 clusters Score: Raw -660035.298589 + Penalty 4172.269007 = -655863.029582 nChanged 146 SP:Iteration 6Q (5741.340000 sec): 3 clusters Score: Raw -660135.501604 + Penalty 4172.269007 = -655963.232596 nChanged 125 SP:Iteration 7Q (5741.360000 sec): 3 clusters Score: Raw -660224.427631 + Penalty 4172.269007 = -656052.158624 nChanged 107 SP:Iteration 8Q (5741.380000 sec): 3 clusters Score: Raw -660294.255262 + Penalty 4172.269007 = -656121.986255 nChanged 101 SP:Iteration 9Q (5741.400000 sec): 3 clusters Score: Raw -660358.239212 + Penalty 4172.269007 = -656185.970205 nChanged 106 SP:Iteration 10Q (5741.420000 sec): 3 clusters Score: Raw -660423.670104 + Penalty 4172.269007 = -656251.401097 nChanged 108 SP:Iteration 11Q (5741.440000 sec): 3 clusters Score: Raw -660495.534800 + Penalty 4172.269007 = -656323.265793 nChanged 98 SP:Iteration 12Q (5741.460000 sec): 3 clusters Score: Raw -660566.163085 + Penalty 4172.269007 = -656393.894078 nChanged 98 SP:Iteration 13Q (5741.490000 sec): 3 clusters Score: Raw -660649.392937 + Penalty 4172.269007 = -656477.123930 nChanged 98 SP:Iteration 14Q (5741.510000 sec): 3 clusters Score: Raw -660723.512909 + Penalty 4172.269007 = -656551.243902 nChanged 80 SP:Iteration 15Q (5741.530000 sec): 3 clusters Score: Raw -660804.449516 + Penalty 4172.269007 = -656632.180509 nChanged 87 SP:Iteration 16Q (5741.550000 sec): 3 clusters Score: Raw -660882.542989 + Penalty 4172.269007 = -656710.273982 nChanged 74 SP:Iteration 17Q (5741.570000 sec): 3 clusters Score: Raw -660949.577712 + Penalty 4172.269007 = -656777.308704 nChanged 72 SP:Iteration 18Q (5741.590000 sec): 3 clusters Score: Raw -661014.729905 + Penalty 4172.269007 = -656842.460898 nChanged 71 SP:Iteration 19Q (5741.610000 sec): 3 clusters Score: Raw -661087.431044 + Penalty 4172.269007 = -656915.162037 nChanged 67 SP:Iteration 20F (5741.630000 sec): 3 clusters Score: Raw -661157.190291 + Penalty 4172.269007 = -656984.921283 nChanged 56 SP:Iteration 21Q (5741.650000 sec): 3 clusters Score: Raw -661195.459970 + Penalty 4172.269007 = -657023.190963 nChanged 45 SP:Iteration 22Q (5741.670000 sec): 3 clusters Score: Raw -661225.896086 + Penalty 4172.269007 = -657053.627079 nChanged 43 SP:Iteration 23Q (5741.690000 sec): 3 clusters Score: Raw -661252.747953 + Penalty 4172.269007 = -657080.478946 nChanged 24 SP:Iteration 24Q (5741.710000 sec): 3 clusters Score: Raw -661266.291689 + Penalty 4172.269007 = -657094.022682 nChanged 21 SP:Iteration 25Q (5741.730000 sec): 3 clusters Score: Raw -661278.403841 + Penalty 4172.269007 = -657106.134834 nChanged 15 SP:Iteration 26Q (5741.740000 sec): 3 clusters Score: Raw -661286.414672 + Penalty 4172.269007 = -657114.145665 nChanged 15 SP:Iteration 27Q (5741.760000 sec): 3 clusters Score: Raw -661296.323627 + Penalty 4172.269007 = -657124.054620 nChanged 17 SP:Iteration 28Q (5741.780000 sec): 3 clusters Score: Raw -661306.166361 + Penalty 4172.269007 = -657133.897354 nChanged 18 SP:Iteration 29Q (5741.800000 sec): 3 clusters Score: Raw -661316.733135 + Penalty 4172.269007 = -657144.464128 nChanged 18 SP:Iteration 30Q (5741.820000 sec): 3 clusters Score: Raw -661326.840648 + Penalty 4172.269007 = -657154.571641 nChanged 12 SP:Iteration 31Q (5741.840000 sec): 3 clusters Score: Raw -661334.076000 + Penalty 4172.269007 = -657161.806992 nChanged 8 SP:Iteration 32Q (5741.860000 sec): 3 clusters Score: Raw -661339.215138 + Penalty 4172.269007 = -657166.946131 nChanged 4 SP:Iteration 33Q (5741.880000 sec): 3 clusters Score: Raw -661341.040794 + Penalty 4172.269007 = -657168.771787 nChanged 3 SP:Iteration 34Q (5741.890000 sec): 3 clusters Score: Raw -661342.731897 + Penalty 4172.269007 = -657170.462890 nChanged 4 SP:Iteration 35Q (5741.910000 sec): 3 clusters Score: Raw -661346.056035 + Penalty 4172.269007 = -657173.787028 nChanged 4 SP:Iteration 36Q (5741.930000 sec): 3 clusters Score: Raw -661348.364557 + Penalty 4172.269007 = -657176.095550 nChanged 4 SP:Iteration 37Q (5741.950000 sec): 3 clusters Score: Raw -661350.353439 + Penalty 4172.269007 = -657178.084432 nChanged 3 SP:Iteration 38Q (5741.960000 sec): 3 clusters Score: Raw -661352.082270 + Penalty 4172.269007 = -657179.813263 nChanged 4 SP:Iteration 39Q (5741.980000 sec): 3 clusters Score: Raw -661354.422939 + Penalty 4172.269007 = -657182.153932 nChanged 4 SP:Iteration 40F (5742.000000 sec): 3 clusters Score: Raw -661358.285009 + Penalty 4172.269007 = -657186.016001 nChanged 5 SP:Iteration 41Q (5742.020000 sec): 3 clusters Score: Raw -661362.782976 + Penalty 4172.269007 = -657190.513968 nChanged 5 SP:Iteration 42Q (5742.040000 sec): 3 clusters Score: Raw -661366.180596 + Penalty 4172.269007 = -657193.911589 nChanged 4 SP:Iteration 43Q (5742.060000 sec): 3 clusters Score: Raw -661369.202057 + Penalty 4172.269007 = -657196.933049 nChanged 8 SP:Iteration 44Q (5742.080000 sec): 3 clusters Score: Raw -661375.263381 + Penalty 4172.269007 = -657202.994374 nChanged 4 SP:Iteration 45Q (5742.100000 sec): 3 clusters Score: Raw -661377.939751 + Penalty 4172.269007 = -657205.670744 nChanged 3 SP:Iteration 46Q (5742.120000 sec): 3 clusters Score: Raw -661379.507580 + Penalty 4172.269007 = -657207.238572 nChanged 1 SP:Iteration 47Q (5742.130000 sec): 3 clusters Score: Raw -661379.871949 + Penalty 4172.269007 = -657207.602942 nChanged 1 SP:Iteration 48Q (5742.150000 sec): 3 clusters Score: Raw -661380.358089 + Penalty 4172.269007 = -657208.089082 nChanged 0 SP:Iteration 49F (5742.170000 sec): 3 clusters Score: Raw -661380.358089 + Penalty 4172.269007 = -657208.089082 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (29144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5742.310000 sec): 2 clusters Score: Raw -4567006.297372 + Penalty 2549.441076 = -4564456.856296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5742.460000 sec): 3 clusters Score: Raw -4549685.577290 + Penalty 5098.882152 = -4544586.695138 nChanged 13063 SP:Iteration 1F (5742.600000 sec): 3 clusters Score: Raw -4556653.214596 + Penalty 5098.882152 = -4551554.332444 nChanged 1413 SP:Iteration 2Q (5742.760000 sec): 3 clusters Score: Raw -4557110.951099 + Penalty 5098.882152 = -4552012.068947 nChanged 1255 SP:Iteration 3Q (5742.910000 sec): 3 clusters Score: Raw -4557528.254280 + Penalty 5098.882152 = -4552429.372128 nChanged 1171 SP:Iteration 4Q (5743.060000 sec): 3 clusters Score: Raw -4557954.504873 + Penalty 5098.882152 = -4552855.622721 nChanged 1216 SP:Iteration 5Q (5743.210000 sec): 3 clusters Score: Raw -4558493.599158 + Penalty 5098.882152 = -4553394.717006 nChanged 1341 SP:Iteration 6Q (5743.370000 sec): 3 clusters Score: Raw -4559183.092954 + Penalty 5098.882152 = -4554084.210802 nChanged 1603 SP:Iteration 7F (5743.520000 sec): 3 clusters Score: Raw -4560153.690917 + Penalty 5098.882152 = -4555054.808765 nChanged 1772 SP:Iteration 8F (5743.660000 sec): 3 clusters Score: Raw -4561392.735181 + Penalty 5098.882152 = -4556293.853029 nChanged 1790 SP:Iteration 9F (5743.810000 sec): 3 clusters Score: Raw -4562800.774556 + Penalty 5098.882152 = -4557701.892404 nChanged 1606 SP:Iteration 10F (5743.960000 sec): 3 clusters Score: Raw -4564154.137739 + Penalty 5098.882152 = -4559055.255587 nChanged 1310 SP:Iteration 11Q (5744.100000 sec): 3 clusters Score: Raw -4565301.789808 + Penalty 5098.882152 = -4560202.907656 nChanged 917 SP:Iteration 12Q (5744.240000 sec): 3 clusters Score: Raw -4566147.025025 + Penalty 5098.882152 = -4561048.142873 nChanged 602 SP:Iteration 13Q (5744.380000 sec): 3 clusters Score: Raw -4566725.879197 + Penalty 5098.882152 = -4561626.997045 nChanged 367 SP:Iteration 14Q (5744.500000 sec): 3 clusters Score: Raw -4567075.047408 + Penalty 5098.882152 = -4561976.165256 nChanged 264 SP:Iteration 15Q (5744.610000 sec): 3 clusters Score: Raw -4567292.559766 + Penalty 5098.882152 = -4562193.677614 nChanged 193 SP:Iteration 16Q (5744.730000 sec): 3 clusters Score: Raw -4567416.964491 + Penalty 5098.882152 = -4562318.082339 nChanged 138 SP:Iteration 17Q (5744.840000 sec): 3 clusters Score: Raw -4567487.997066 + Penalty 5098.882152 = -4562389.114914 nChanged 85 SP:Iteration 18Q (5744.950000 sec): 3 clusters Score: Raw -4567529.414003 + Penalty 5098.882152 = -4562430.531851 nChanged 70 SP:Iteration 19Q (5745.060000 sec): 3 clusters Score: Raw -4567555.241784 + Penalty 5098.882152 = -4562456.359632 nChanged 51 SP:Iteration 20F (5745.210000 sec): 3 clusters Score: Raw -4567577.863585 + Penalty 5098.882152 = -4562478.981433 nChanged 48 SP:Iteration 21Q (5745.320000 sec): 3 clusters Score: Raw -4567600.051664 + Penalty 5098.882152 = -4562501.169512 nChanged 47 SP:Iteration 22Q (5745.430000 sec): 3 clusters Score: Raw -4567621.997782 + Penalty 5098.882152 = -4562523.115630 nChanged 35 SP:Iteration 23Q (5745.540000 sec): 3 clusters Score: Raw -4567633.600344 + Penalty 5098.882152 = -4562534.718192 nChanged 27 SP:Iteration 24Q (5745.640000 sec): 3 clusters Score: Raw -4567643.913655 + Penalty 5098.882152 = -4562545.031503 nChanged 21 SP:Iteration 25Q (5745.750000 sec): 3 clusters Score: Raw -4567652.007362 + Penalty 5098.882152 = -4562553.125210 nChanged 16 SP:Iteration 26Q (5745.860000 sec): 3 clusters Score: Raw -4567657.623396 + Penalty 5098.882152 = -4562558.741244 nChanged 16 SP:Iteration 27Q (5745.970000 sec): 3 clusters Score: Raw -4567663.679212 + Penalty 5098.882152 = -4562564.797060 nChanged 14 SP:Iteration 28Q (5746.070000 sec): 3 clusters Score: Raw -4567668.624742 + Penalty 5098.882152 = -4562569.742590 nChanged 7 SP:Iteration 29Q (5746.180000 sec): 3 clusters Score: Raw -4567671.151702 + Penalty 5098.882152 = -4562572.269550 nChanged 5 SP:Iteration 30Q (5746.290000 sec): 3 clusters Score: Raw -4567672.840510 + Penalty 5098.882152 = -4562573.958358 nChanged 5 SP:Iteration 31Q (5746.390000 sec): 3 clusters Score: Raw -4567674.773130 + Penalty 5098.882152 = -4562575.890978 nChanged 9 SP:Iteration 32Q (5746.500000 sec): 3 clusters Score: Raw -4567679.099171 + Penalty 5098.882152 = -4562580.217019 nChanged 10 SP:Iteration 33Q (5746.610000 sec): 3 clusters Score: Raw -4567682.682280 + Penalty 5098.882152 = -4562583.800128 nChanged 9 SP:Iteration 34Q (5746.720000 sec): 3 clusters Score: Raw -4567685.165734 + Penalty 5098.882152 = -4562586.283582 nChanged 9 SP:Iteration 35Q (5746.820000 sec): 3 clusters Score: Raw -4567687.525856 + Penalty 5098.882152 = -4562588.643704 nChanged 3 SP:Iteration 36Q (5746.930000 sec): 3 clusters Score: Raw -4567688.416075 + Penalty 5098.882152 = -4562589.533923 nChanged 5 SP:Iteration 37Q (5747.030000 sec): 3 clusters Score: Raw -4567689.991695 + Penalty 5098.882152 = -4562591.109543 nChanged 2 SP:Iteration 38Q (5747.140000 sec): 3 clusters Score: Raw -4567690.219518 + Penalty 5098.882152 = -4562591.337366 nChanged 0 SP:Iteration 39F (5747.280000 sec): 3 clusters Score: Raw -4567690.219518 + Penalty 5098.882152 = -4562591.337366 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (7585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5747.330000 sec): 2 clusters Score: Raw -1174573.225381 + Penalty 2215.614117 = -1172357.611264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5747.370000 sec): 3 clusters Score: Raw -1170669.736639 + Penalty 4431.228234 = -1166238.508405 nChanged 3039 SP:Iteration 1F (5747.400000 sec): 3 clusters Score: Raw -1172479.970959 + Penalty 4431.228234 = -1168048.742725 nChanged 556 SP:Iteration 2F (5747.440000 sec): 3 clusters Score: Raw -1172817.833433 + Penalty 4431.228234 = -1168386.605199 nChanged 423 SP:Iteration 3F (5747.480000 sec): 3 clusters Score: Raw -1173092.836702 + Penalty 4431.228234 = -1168661.608468 nChanged 377 SP:Iteration 4Q (5747.520000 sec): 3 clusters Score: Raw -1173314.027726 + Penalty 4431.228234 = -1168882.799492 nChanged 318 SP:Iteration 5Q (5747.550000 sec): 3 clusters Score: Raw -1173482.844244 + Penalty 4431.228234 = -1169051.616009 nChanged 280 SP:Iteration 6Q (5747.590000 sec): 3 clusters Score: Raw -1173632.929403 + Penalty 4431.228234 = -1169201.701168 nChanged 254 SP:Iteration 7Q (5747.630000 sec): 3 clusters Score: Raw -1173775.501647 + Penalty 4431.228234 = -1169344.273413 nChanged 251 SP:Iteration 8Q (5747.660000 sec): 3 clusters Score: Raw -1173918.359966 + Penalty 4431.228234 = -1169487.131732 nChanged 244 SP:Iteration 9Q (5747.700000 sec): 3 clusters Score: Raw -1174050.554317 + Penalty 4431.228234 = -1169619.326083 nChanged 245 SP:Iteration 10Q (5747.740000 sec): 3 clusters Score: Raw -1174208.245379 + Penalty 4431.228234 = -1169777.017145 nChanged 277 SP:Iteration 11Q (5747.780000 sec): 3 clusters Score: Raw -1174455.213923 + Penalty 4431.228234 = -1170023.985688 nChanged 343 SP:Iteration 12Q (5747.810000 sec): 3 clusters Score: Raw -1174811.322967 + Penalty 4431.228234 = -1170380.094733 nChanged 364 SP:Iteration 13Q (5747.840000 sec): 3 clusters Score: Raw -1175276.662911 + Penalty 4431.228234 = -1170845.434677 nChanged 401 SP:Iteration 14F (5747.880000 sec): 3 clusters Score: Raw -1175891.212136 + Penalty 4431.228234 = -1171459.983902 nChanged 355 SP:Iteration 15Q (5747.920000 sec): 3 clusters Score: Raw -1176345.635367 + Penalty 4431.228234 = -1171914.407133 nChanged 250 SP:Iteration 16Q (5747.950000 sec): 3 clusters Score: Raw -1176608.449651 + Penalty 4431.228234 = -1172177.221416 nChanged 152 SP:Iteration 17Q (5747.980000 sec): 3 clusters Score: Raw -1176721.619418 + Penalty 4431.228234 = -1172290.391184 nChanged 92 SP:Iteration 18Q (5748.010000 sec): 3 clusters Score: Raw -1176773.325535 + Penalty 4431.228234 = -1172342.097300 nChanged 31 SP:Iteration 19Q (5748.040000 sec): 3 clusters Score: Raw -1176781.880704 + Penalty 4431.228234 = -1172350.652470 nChanged 13 SP:Iteration 20F (5748.080000 sec): 3 clusters Score: Raw -1176785.629325 + Penalty 4431.228234 = -1172354.401091 nChanged 9 SP:Iteration 21Q (5748.100000 sec): 3 clusters Score: Raw -1176788.116143 + Penalty 4431.228234 = -1172356.887909 nChanged 5 SP:Iteration 22Q (5748.140000 sec): 3 clusters Score: Raw -1176789.036755 + Penalty 4431.228234 = -1172357.808520 nChanged 3 SP:Iteration 23Q (5748.160000 sec): 3 clusters Score: Raw -1176789.622848 + Penalty 4431.228234 = -1172358.394614 nChanged 1 SP:Iteration 24Q (5748.200000 sec): 3 clusters Score: Raw -1176789.775211 + Penalty 4431.228234 = -1172358.546976 nChanged 1 SP:Iteration 25Q (5748.220000 sec): 3 clusters Score: Raw -1176789.891422 + Penalty 4431.228234 = -1172358.663188 nChanged 0 SP:Iteration 26F (5748.260000 sec): 3 clusters Score: Raw -1176789.891422 + Penalty 4431.228234 = -1172358.663188 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (29165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5748.400000 sec): 2 clusters Score: Raw -4231126.455094 + Penalty 2549.619711 = -4228576.835383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5748.560000 sec): 3 clusters Score: Raw -4213741.576691 + Penalty 5099.239421 = -4208642.337270 nChanged 13032 SP:Iteration 1F (5748.700000 sec): 3 clusters Score: Raw -4221076.471730 + Penalty 5099.239421 = -4215977.232309 nChanged 1781 SP:Iteration 2F (5748.850000 sec): 3 clusters Score: Raw -4222007.062977 + Penalty 5099.239421 = -4216907.823556 nChanged 1789 SP:Iteration 3F (5749.000000 sec): 3 clusters Score: Raw -4223014.594387 + Penalty 5099.239421 = -4217915.354966 nChanged 1700 SP:Iteration 4F (5749.140000 sec): 3 clusters Score: Raw -4224063.495096 + Penalty 5099.239421 = -4218964.255675 nChanged 1667 SP:Iteration 5F (5749.290000 sec): 3 clusters Score: Raw -4225153.442158 + Penalty 5099.239421 = -4220054.202737 nChanged 1744 SP:Iteration 6F (5749.440000 sec): 3 clusters Score: Raw -4226361.635668 + Penalty 5099.239421 = -4221262.396247 nChanged 1573 SP:Iteration 7F (5749.580000 sec): 3 clusters Score: Raw -4227398.128509 + Penalty 5099.239421 = -4222298.889088 nChanged 1342 SP:Iteration 8Q (5749.730000 sec): 3 clusters Score: Raw -4228178.717750 + Penalty 5099.239421 = -4223079.478329 nChanged 1093 SP:Iteration 9Q (5749.870000 sec): 3 clusters Score: Raw -4228754.651037 + Penalty 5099.239421 = -4223655.411616 nChanged 904 SP:Iteration 10Q (5750.010000 sec): 3 clusters Score: Raw -4229223.951459 + Penalty 5099.239421 = -4224124.712038 nChanged 818 SP:Iteration 11Q (5750.150000 sec): 3 clusters Score: Raw -4229615.119889 + Penalty 5099.239421 = -4224515.880468 nChanged 725 SP:Iteration 12Q (5750.280000 sec): 3 clusters Score: Raw -4229932.095532 + Penalty 5099.239421 = -4224832.856111 nChanged 635 SP:Iteration 13Q (5750.420000 sec): 3 clusters Score: Raw -4230198.230669 + Penalty 5099.239421 = -4225098.991248 nChanged 524 SP:Iteration 14Q (5750.560000 sec): 3 clusters Score: Raw -4230407.681307 + Penalty 5099.239421 = -4225308.441886 nChanged 472 SP:Iteration 15Q (5750.690000 sec): 3 clusters Score: Raw -4230595.316119 + Penalty 5099.239421 = -4225496.076698 nChanged 454 SP:Iteration 16Q (5750.820000 sec): 3 clusters Score: Raw -4230764.709126 + Penalty 5099.239421 = -4225665.469705 nChanged 412 SP:Iteration 17Q (5750.940000 sec): 3 clusters Score: Raw -4230910.732939 + Penalty 5099.239421 = -4225811.493518 nChanged 359 SP:Iteration 18Q (5751.070000 sec): 3 clusters Score: Raw -4231036.362156 + Penalty 5099.239421 = -4225937.122735 nChanged 321 SP:Iteration 19Q (5751.200000 sec): 3 clusters Score: Raw -4231156.648764 + Penalty 5099.239421 = -4226057.409343 nChanged 295 SP:Iteration 20F (5751.340000 sec): 3 clusters Score: Raw -4231256.994324 + Penalty 5099.239421 = -4226157.754903 nChanged 242 SP:Iteration 21Q (5751.470000 sec): 3 clusters Score: Raw -4231338.490099 + Penalty 5099.239421 = -4226239.250678 nChanged 223 SP:Iteration 22Q (5751.600000 sec): 3 clusters Score: Raw -4231406.705905 + Penalty 5099.239421 = -4226307.466484 nChanged 192 SP:Iteration 23Q (5751.720000 sec): 3 clusters Score: Raw -4231465.670598 + Penalty 5099.239421 = -4226366.431177 nChanged 189 SP:Iteration 24Q (5751.850000 sec): 3 clusters Score: Raw -4231524.892860 + Penalty 5099.239421 = -4226425.653439 nChanged 162 SP:Iteration 25Q (5751.970000 sec): 3 clusters Score: Raw -4231574.479297 + Penalty 5099.239421 = -4226475.239876 nChanged 149 SP:Iteration 26Q (5752.090000 sec): 3 clusters Score: Raw -4231619.181638 + Penalty 5099.239421 = -4226519.942217 nChanged 122 SP:Iteration 27Q (5752.210000 sec): 3 clusters Score: Raw -4231657.042326 + Penalty 5099.239421 = -4226557.802905 nChanged 113 SP:Iteration 28Q (5752.330000 sec): 3 clusters Score: Raw -4231688.671900 + Penalty 5099.239421 = -4226589.432479 nChanged 87 SP:Iteration 29Q (5752.450000 sec): 3 clusters Score: Raw -4231710.113684 + Penalty 5099.239421 = -4226610.874263 nChanged 64 SP:Iteration 30Q (5752.570000 sec): 3 clusters Score: Raw -4231725.830478 + Penalty 5099.239421 = -4226626.591057 nChanged 68 SP:Iteration 31Q (5752.680000 sec): 3 clusters Score: Raw -4231744.917502 + Penalty 5099.239421 = -4226645.678081 nChanged 65 SP:Iteration 32Q (5752.800000 sec): 3 clusters Score: Raw -4231762.812656 + Penalty 5099.239421 = -4226663.573235 nChanged 67 SP:Iteration 33Q (5752.920000 sec): 3 clusters Score: Raw -4231779.814097 + Penalty 5099.239421 = -4226680.574676 nChanged 57 SP:Iteration 34Q (5753.040000 sec): 3 clusters Score: Raw -4231796.736047 + Penalty 5099.239421 = -4226697.496626 nChanged 58 SP:Iteration 35Q (5753.160000 sec): 3 clusters Score: Raw -4231813.743029 + Penalty 5099.239421 = -4226714.503608 nChanged 53 SP:Iteration 36Q (5753.270000 sec): 3 clusters Score: Raw -4231828.612005 + Penalty 5099.239421 = -4226729.372584 nChanged 48 SP:Iteration 37Q (5753.390000 sec): 3 clusters Score: Raw -4231841.357530 + Penalty 5099.239421 = -4226742.118109 nChanged 40 SP:Iteration 38Q (5753.510000 sec): 3 clusters Score: Raw -4231849.932703 + Penalty 5099.239421 = -4226750.693282 nChanged 27 SP:Iteration 39Q (5753.620000 sec): 3 clusters Score: Raw -4231855.476684 + Penalty 5099.239421 = -4226756.237263 nChanged 27 SP:Iteration 40F (5753.770000 sec): 3 clusters Score: Raw -4231860.432998 + Penalty 5099.239421 = -4226761.193576 nChanged 22 SP:Iteration 41Q (5753.890000 sec): 3 clusters Score: Raw -4231864.822678 + Penalty 5099.239421 = -4226765.583257 nChanged 25 SP:Iteration 42Q (5754.010000 sec): 3 clusters Score: Raw -4231872.057680 + Penalty 5099.239421 = -4226772.818259 nChanged 29 SP:Iteration 43Q (5754.130000 sec): 3 clusters Score: Raw -4231879.341550 + Penalty 5099.239421 = -4226780.102129 nChanged 20 SP:Iteration 44Q (5754.240000 sec): 3 clusters Score: Raw -4231883.679186 + Penalty 5099.239421 = -4226784.439765 nChanged 24 SP:Iteration 45Q (5754.360000 sec): 3 clusters Score: Raw -4231889.276749 + Penalty 5099.239421 = -4226790.037328 nChanged 19 SP:Iteration 46Q (5754.480000 sec): 3 clusters Score: Raw -4231892.732729 + Penalty 5099.239421 = -4226793.493308 nChanged 22 SP:Iteration 47Q (5754.590000 sec): 3 clusters Score: Raw -4231898.984783 + Penalty 5099.239421 = -4226799.745362 nChanged 20 SP:Iteration 48Q (5754.710000 sec): 3 clusters Score: Raw -4231905.389653 + Penalty 5099.239421 = -4226806.150232 nChanged 24 SP:Iteration 49Q (5754.830000 sec): 3 clusters Score: Raw -4231910.675604 + Penalty 5099.239421 = -4226811.436183 nChanged 21 SP:Iteration 50Q (5754.940000 sec): 3 clusters Score: Raw -4231916.490454 + Penalty 5099.239421 = -4226817.251033 nChanged 23 SP:Iteration 51Q (5755.060000 sec): 3 clusters Score: Raw -4231923.062285 + Penalty 5099.239421 = -4226823.822864 nChanged 23 SP:Iteration 52Q (5755.170000 sec): 3 clusters Score: Raw -4231929.263682 + Penalty 5099.239421 = -4226830.024261 nChanged 18 SP:Iteration 53Q (5755.290000 sec): 3 clusters Score: Raw -4231933.397850 + Penalty 5099.239421 = -4226834.158429 nChanged 20 SP:Iteration 54Q (5755.400000 sec): 3 clusters Score: Raw -4231939.112014 + Penalty 5099.239421 = -4226839.872593 nChanged 22 SP:Iteration 55Q (5755.520000 sec): 3 clusters Score: Raw -4231944.479989 + Penalty 5099.239421 = -4226845.240568 nChanged 22 SP:Iteration 56Q (5755.640000 sec): 3 clusters Score: Raw -4231951.990052 + Penalty 5099.239421 = -4226852.750631 nChanged 25 SP:Iteration 57Q (5755.750000 sec): 3 clusters Score: Raw -4231959.345390 + Penalty 5099.239421 = -4226860.105969 nChanged 23 SP:Iteration 58Q (5755.860000 sec): 3 clusters Score: Raw -4231965.452847 + Penalty 5099.239421 = -4226866.213426 nChanged 18 SP:Iteration 59Q (5755.980000 sec): 3 clusters Score: Raw -4231972.052095 + Penalty 5099.239421 = -4226872.812674 nChanged 26 SP:Iteration 60F (5756.130000 sec): 3 clusters Score: Raw -4231981.542906 + Penalty 5099.239421 = -4226882.303485 nChanged 29 SP:Iteration 61Q (5756.240000 sec): 3 clusters Score: Raw -4231988.848938 + Penalty 5099.239421 = -4226889.609517 nChanged 26 SP:Iteration 62Q (5756.360000 sec): 3 clusters Score: Raw -4231995.777896 + Penalty 5099.239421 = -4226896.538475 nChanged 27 SP:Iteration 63Q (5756.470000 sec): 3 clusters Score: Raw -4232005.462070 + Penalty 5099.239421 = -4226906.222649 nChanged 24 SP:Iteration 64Q (5756.580000 sec): 3 clusters Score: Raw -4232012.102604 + Penalty 5099.239421 = -4226912.863183 nChanged 20 SP:Iteration 65Q (5756.700000 sec): 3 clusters Score: Raw -4232017.746749 + Penalty 5099.239421 = -4226918.507328 nChanged 8 SP:Iteration 66Q (5756.820000 sec): 3 clusters Score: Raw -4232019.980116 + Penalty 5099.239421 = -4226920.740695 nChanged 12 SP:Iteration 67Q (5756.930000 sec): 3 clusters Score: Raw -4232022.774474 + Penalty 5099.239421 = -4226923.535053 nChanged 6 SP:Iteration 68Q (5757.050000 sec): 3 clusters Score: Raw -4232024.193639 + Penalty 5099.239421 = -4226924.954218 nChanged 5 SP:Iteration 69Q (5757.160000 sec): 3 clusters Score: Raw -4232025.484579 + Penalty 5099.239421 = -4226926.245158 nChanged 5 SP:Iteration 70Q (5757.280000 sec): 3 clusters Score: Raw -4232026.690706 + Penalty 5099.239421 = -4226927.451285 nChanged 5 SP:Iteration 71Q (5757.390000 sec): 3 clusters Score: Raw -4232027.599770 + Penalty 5099.239421 = -4226928.360349 nChanged 8 SP:Iteration 72Q (5757.510000 sec): 3 clusters Score: Raw -4232029.205420 + Penalty 5099.239421 = -4226929.965999 nChanged 8 SP:Iteration 73Q (5757.620000 sec): 3 clusters Score: Raw -4232030.979288 + Penalty 5099.239421 = -4226931.739867 nChanged 7 SP:Iteration 74Q (5757.730000 sec): 3 clusters Score: Raw -4232033.097675 + Penalty 5099.239421 = -4226933.858254 nChanged 7 SP:Iteration 75Q (5757.850000 sec): 3 clusters Score: Raw -4232035.033942 + Penalty 5099.239421 = -4226935.794521 nChanged 9 SP:Iteration 76Q (5757.970000 sec): 3 clusters Score: Raw -4232037.616923 + Penalty 5099.239421 = -4226938.377502 nChanged 12 SP:Iteration 77Q (5758.080000 sec): 3 clusters Score: Raw -4232041.235717 + Penalty 5099.239421 = -4226941.996296 nChanged 6 SP:Iteration 78Q (5758.190000 sec): 3 clusters Score: Raw -4232042.702401 + Penalty 5099.239421 = -4226943.462979 nChanged 10 SP:Iteration 79Q (5758.300000 sec): 3 clusters Score: Raw -4232045.057533 + Penalty 5099.239421 = -4226945.818112 nChanged 9 SP:Iteration 80F (5758.450000 sec): 3 clusters Score: Raw -4232047.434713 + Penalty 5099.239421 = -4226948.195292 nChanged 7 SP:Iteration 81Q (5758.560000 sec): 3 clusters Score: Raw -4232050.113184 + Penalty 5099.239421 = -4226950.873763 nChanged 10 SP:Iteration 82Q (5758.670000 sec): 3 clusters Score: Raw -4232053.143217 + Penalty 5099.239421 = -4226953.903796 nChanged 5 SP:Iteration 83Q (5758.790000 sec): 3 clusters Score: Raw -4232054.002299 + Penalty 5099.239421 = -4226954.762878 nChanged 7 SP:Iteration 84Q (5758.900000 sec): 3 clusters Score: Raw -4232056.212990 + Penalty 5099.239421 = -4226956.973569 nChanged 5 SP:Iteration 85Q (5759.010000 sec): 3 clusters Score: Raw -4232057.284000 + Penalty 5099.239421 = -4226958.044578 nChanged 4 SP:Iteration 86Q (5759.120000 sec): 3 clusters Score: Raw -4232058.005583 + Penalty 5099.239421 = -4226958.766162 nChanged 2 SP:Iteration 87Q (5759.230000 sec): 3 clusters Score: Raw -4232058.424187 + Penalty 5099.239421 = -4226959.184766 nChanged 4 SP:Iteration 88Q (5759.340000 sec): 3 clusters Score: Raw -4232059.487668 + Penalty 5099.239421 = -4226960.248247 nChanged 4 SP:Iteration 89Q (5759.450000 sec): 3 clusters Score: Raw -4232060.727741 + Penalty 5099.239421 = -4226961.488320 nChanged 9 SP:Iteration 90Q (5759.560000 sec): 3 clusters Score: Raw -4232063.076013 + Penalty 5099.239421 = -4226963.836592 nChanged 8 SP:Iteration 91Q (5759.670000 sec): 3 clusters Score: Raw -4232065.042278 + Penalty 5099.239421 = -4226965.802857 nChanged 8 SP:Iteration 92Q (5759.780000 sec): 3 clusters Score: Raw -4232067.400839 + Penalty 5099.239421 = -4226968.161418 nChanged 7 SP:Iteration 93Q (5759.890000 sec): 3 clusters Score: Raw -4232069.029225 + Penalty 5099.239421 = -4226969.789804 nChanged 5 SP:Iteration 94Q (5760.000000 sec): 3 clusters Score: Raw -4232070.493400 + Penalty 5099.239421 = -4226971.253979 nChanged 5 SP:Iteration 95Q (5760.110000 sec): 3 clusters Score: Raw -4232071.559390 + Penalty 5099.239421 = -4226972.319969 nChanged 4 SP:Iteration 96Q (5760.220000 sec): 3 clusters Score: Raw -4232072.789777 + Penalty 5099.239421 = -4226973.550356 nChanged 3 SP:Iteration 97Q (5760.330000 sec): 3 clusters Score: Raw -4232073.835751 + Penalty 5099.239421 = -4226974.596330 nChanged 2 SP:Iteration 98Q (5760.440000 sec): 3 clusters Score: Raw -4232074.268591 + Penalty 5099.239421 = -4226975.029170 nChanged 1 SP:Iteration 99Q (5760.550000 sec): 3 clusters Score: Raw -4232074.408301 + Penalty 5099.239421 = -4226975.168880 nChanged 0 SP:Iteration 100F (5760.700000 sec): 3 clusters Score: Raw -4232074.408301 + Penalty 5099.239421 = -4226975.168880 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (4293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5760.730000 sec): 2 clusters Score: Raw -662499.243325 + Penalty 2074.455785 = -660424.787540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5760.750000 sec): 3 clusters Score: Raw -660565.522982 + Penalty 4148.911570 = -656416.611412 nChanged 1566 SP:Iteration 1F (5760.770000 sec): 3 clusters Score: Raw -661621.267634 + Penalty 4148.911570 = -657472.356064 nChanged 366 SP:Iteration 2F (5760.790000 sec): 3 clusters Score: Raw -661941.514106 + Penalty 4148.911570 = -657792.602536 nChanged 295 SP:Iteration 3F (5760.810000 sec): 3 clusters Score: Raw -662231.977011 + Penalty 4148.911570 = -658083.065441 nChanged 280 SP:Iteration 4F (5760.830000 sec): 3 clusters Score: Raw -662519.737872 + Penalty 4148.911570 = -658370.826302 nChanged 261 SP:Iteration 5F (5760.860000 sec): 3 clusters Score: Raw -662769.013643 + Penalty 4148.911570 = -658620.102073 nChanged 203 SP:Iteration 6Q (5760.880000 sec): 3 clusters Score: Raw -662924.877192 + Penalty 4148.911570 = -658775.965622 nChanged 140 SP:Iteration 7Q (5760.900000 sec): 3 clusters Score: Raw -663008.654357 + Penalty 4148.911570 = -658859.742787 nChanged 93 SP:Iteration 8Q (5760.920000 sec): 3 clusters Score: Raw -663054.273306 + Penalty 4148.911570 = -658905.361737 nChanged 59 SP:Iteration 9Q (5760.940000 sec): 3 clusters Score: Raw -663084.178289 + Penalty 4148.911570 = -658935.266719 nChanged 45 SP:Iteration 10Q (5760.960000 sec): 3 clusters Score: Raw -663103.662561 + Penalty 4148.911570 = -658954.750991 nChanged 30 SP:Iteration 11Q (5760.980000 sec): 3 clusters Score: Raw -663116.518492 + Penalty 4148.911570 = -658967.606922 nChanged 30 SP:Iteration 12Q (5761.000000 sec): 3 clusters Score: Raw -663130.748840 + Penalty 4148.911570 = -658981.837270 nChanged 26 SP:Iteration 13Q (5761.020000 sec): 3 clusters Score: Raw -663142.982256 + Penalty 4148.911570 = -658994.070686 nChanged 22 SP:Iteration 14Q (5761.040000 sec): 3 clusters Score: Raw -663151.410408 + Penalty 4148.911570 = -659002.498838 nChanged 13 SP:Iteration 15Q (5761.060000 sec): 3 clusters Score: Raw -663156.872944 + Penalty 4148.911570 = -659007.961374 nChanged 11 SP:Iteration 16Q (5761.080000 sec): 3 clusters Score: Raw -663161.584233 + Penalty 4148.911570 = -659012.672663 nChanged 10 SP:Iteration 17Q (5761.100000 sec): 3 clusters Score: Raw -663164.848888 + Penalty 4148.911570 = -659015.937318 nChanged 4 SP:Iteration 18Q (5761.120000 sec): 3 clusters Score: Raw -663165.821859 + Penalty 4148.911570 = -659016.910289 nChanged 3 SP:Iteration 19Q (5761.140000 sec): 3 clusters Score: Raw -663166.394549 + Penalty 4148.911570 = -659017.482979 nChanged 2 SP:Iteration 20F (5761.170000 sec): 3 clusters Score: Raw -663166.864075 + Penalty 4148.911570 = -659017.952506 nChanged 2 SP:Iteration 21Q (5761.190000 sec): 3 clusters Score: Raw -663167.398278 + Penalty 4148.911570 = -659018.486709 nChanged 4 SP:Iteration 22Q (5761.210000 sec): 3 clusters Score: Raw -663169.015365 + Penalty 4148.911570 = -659020.103795 nChanged 4 SP:Iteration 23Q (5761.230000 sec): 3 clusters Score: Raw -663171.343833 + Penalty 4148.911570 = -659022.432263 nChanged 9 SP:Iteration 24Q (5761.250000 sec): 3 clusters Score: Raw -663174.457153 + Penalty 4148.911570 = -659025.545584 nChanged 10 SP:Iteration 25Q (5761.270000 sec): 3 clusters Score: Raw -663178.334624 + Penalty 4148.911570 = -659029.423054 nChanged 10 SP:Iteration 26Q (5761.290000 sec): 3 clusters Score: Raw -663182.445886 + Penalty 4148.911570 = -659033.534316 nChanged 8 SP:Iteration 27Q (5761.310000 sec): 3 clusters Score: Raw -663185.660761 + Penalty 4148.911570 = -659036.749191 nChanged 10 SP:Iteration 28Q (5761.330000 sec): 3 clusters Score: Raw -663189.508871 + Penalty 4148.911570 = -659040.597301 nChanged 7 SP:Iteration 29Q (5761.350000 sec): 3 clusters Score: Raw -663191.360985 + Penalty 4148.911570 = -659042.449415 nChanged 6 SP:Iteration 30Q (5761.370000 sec): 3 clusters Score: Raw -663193.899035 + Penalty 4148.911570 = -659044.987465 nChanged 2 SP:Iteration 31Q (5761.390000 sec): 3 clusters Score: Raw -663194.562575 + Penalty 4148.911570 = -659045.651005 nChanged 4 SP:Iteration 32Q (5761.410000 sec): 3 clusters Score: Raw -663196.169192 + Penalty 4148.911570 = -659047.257622 nChanged 5 SP:Iteration 33Q (5761.430000 sec): 3 clusters Score: Raw -663197.781002 + Penalty 4148.911570 = -659048.869432 nChanged 2 SP:Iteration 34Q (5761.450000 sec): 3 clusters Score: Raw -663198.210073 + Penalty 4148.911570 = -659049.298503 nChanged 0 SP:Iteration 35F (5761.470000 sec): 3 clusters Score: Raw -663198.210073 + Penalty 4148.911570 = -659049.298503 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5761.490000 sec): 2 clusters Score: Raw -690452.041588 + Penalty 2092.875822 = -688359.165766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5761.520000 sec): 3 clusters Score: Raw -688307.564451 + Penalty 4185.751644 = -684121.812808 nChanged 1775 SP:Iteration 1F (5761.540000 sec): 3 clusters Score: Raw -689405.668188 + Penalty 4185.751644 = -685219.916544 nChanged 395 SP:Iteration 2F (5761.560000 sec): 3 clusters Score: Raw -689746.155794 + Penalty 4185.751644 = -685560.404151 nChanged 295 SP:Iteration 3F (5761.590000 sec): 3 clusters Score: Raw -689975.760024 + Penalty 4185.751644 = -685790.008381 nChanged 239 SP:Iteration 4F (5761.610000 sec): 3 clusters Score: Raw -690194.341382 + Penalty 4185.751644 = -686008.589738 nChanged 246 SP:Iteration 5F (5761.630000 sec): 3 clusters Score: Raw -690457.622837 + Penalty 4185.751644 = -686271.871194 nChanged 253 SP:Iteration 6F (5761.650000 sec): 3 clusters Score: Raw -690719.769076 + Penalty 4185.751644 = -686534.017432 nChanged 204 SP:Iteration 7Q (5761.670000 sec): 3 clusters Score: Raw -690948.794499 + Penalty 4185.751644 = -686763.042855 nChanged 179 SP:Iteration 8Q (5761.690000 sec): 3 clusters Score: Raw -691151.302227 + Penalty 4185.751644 = -686965.550584 nChanged 145 SP:Iteration 9Q (5761.710000 sec): 3 clusters Score: Raw -691323.158437 + Penalty 4185.751644 = -687137.406794 nChanged 131 SP:Iteration 10Q (5761.730000 sec): 3 clusters Score: Raw -691441.232472 + Penalty 4185.751644 = -687255.480829 nChanged 107 SP:Iteration 11Q (5761.750000 sec): 3 clusters Score: Raw -691520.744785 + Penalty 4185.751644 = -687334.993141 nChanged 76 SP:Iteration 12Q (5761.770000 sec): 3 clusters Score: Raw -691583.429757 + Penalty 4185.751644 = -687397.678114 nChanged 80 SP:Iteration 13Q (5761.790000 sec): 3 clusters Score: Raw -691645.420286 + Penalty 4185.751644 = -687459.668643 nChanged 75 SP:Iteration 14Q (5761.810000 sec): 3 clusters Score: Raw -691711.089668 + Penalty 4185.751644 = -687525.338024 nChanged 81 SP:Iteration 15Q (5761.830000 sec): 3 clusters Score: Raw -691775.204437 + Penalty 4185.751644 = -687589.452794 nChanged 77 SP:Iteration 16Q (5761.850000 sec): 3 clusters Score: Raw -691827.918619 + Penalty 4185.751644 = -687642.166976 nChanged 59 SP:Iteration 17Q (5761.870000 sec): 3 clusters Score: Raw -691858.117474 + Penalty 4185.751644 = -687672.365831 nChanged 41 SP:Iteration 18Q (5761.890000 sec): 3 clusters Score: Raw -691876.376874 + Penalty 4185.751644 = -687690.625230 nChanged 34 SP:Iteration 19Q (5761.910000 sec): 3 clusters Score: Raw -691893.866699 + Penalty 4185.751644 = -687708.115055 nChanged 28 SP:Iteration 20F (5761.930000 sec): 3 clusters Score: Raw -691904.853827 + Penalty 4185.751644 = -687719.102184 nChanged 24 SP:Iteration 21Q (5761.950000 sec): 3 clusters Score: Raw -691915.140271 + Penalty 4185.751644 = -687729.388627 nChanged 25 SP:Iteration 22Q (5761.970000 sec): 3 clusters Score: Raw -691923.241165 + Penalty 4185.751644 = -687737.489522 nChanged 20 SP:Iteration 23Q (5761.990000 sec): 3 clusters Score: Raw -691931.046869 + Penalty 4185.751644 = -687745.295226 nChanged 19 SP:Iteration 24Q (5762.010000 sec): 3 clusters Score: Raw -691937.793806 + Penalty 4185.751644 = -687752.042163 nChanged 13 SP:Iteration 25Q (5762.030000 sec): 3 clusters Score: Raw -691941.342333 + Penalty 4185.751644 = -687755.590690 nChanged 6 SP:Iteration 26Q (5762.050000 sec): 3 clusters Score: Raw -691943.519751 + Penalty 4185.751644 = -687757.768107 nChanged 6 SP:Iteration 27Q (5762.070000 sec): 3 clusters Score: Raw -691945.377166 + Penalty 4185.751644 = -687759.625522 nChanged 4 SP:Iteration 28Q (5762.090000 sec): 3 clusters Score: Raw -691946.371343 + Penalty 4185.751644 = -687760.619699 nChanged 9 SP:Iteration 29Q (5762.110000 sec): 3 clusters Score: Raw -691951.511576 + Penalty 4185.751644 = -687765.759933 nChanged 10 SP:Iteration 30Q (5762.130000 sec): 3 clusters Score: Raw -691954.453691 + Penalty 4185.751644 = -687768.702048 nChanged 10 SP:Iteration 31Q (5762.150000 sec): 3 clusters Score: Raw -691956.715835 + Penalty 4185.751644 = -687770.964192 nChanged 7 SP:Iteration 32Q (5762.170000 sec): 3 clusters Score: Raw -691958.846305 + Penalty 4185.751644 = -687773.094661 nChanged 7 SP:Iteration 33Q (5762.190000 sec): 3 clusters Score: Raw -691962.476508 + Penalty 4185.751644 = -687776.724864 nChanged 9 SP:Iteration 34Q (5762.210000 sec): 3 clusters Score: Raw -691966.215073 + Penalty 4185.751644 = -687780.463429 nChanged 12 SP:Iteration 35Q (5762.230000 sec): 3 clusters Score: Raw -691970.673380 + Penalty 4185.751644 = -687784.921736 nChanged 3 SP:Iteration 36Q (5762.250000 sec): 3 clusters Score: Raw -691971.622454 + Penalty 4185.751644 = -687785.870811 nChanged 0 SP:Iteration 37F (5762.270000 sec): 3 clusters Score: Raw -691971.622454 + Penalty 4185.751644 = -687785.870811 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (13869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5762.340000 sec): 2 clusters Score: Raw -2169533.937001 + Penalty 2365.278030 = -2167168.658971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5762.410000 sec): 3 clusters Score: Raw -2161801.047854 + Penalty 4730.556061 = -2157070.491793 nChanged 5911 SP:Iteration 1F (5762.470000 sec): 3 clusters Score: Raw -2164872.634656 + Penalty 4730.556061 = -2160142.078595 nChanged 798 SP:Iteration 2F (5762.540000 sec): 3 clusters Score: Raw -2165205.368660 + Penalty 4730.556061 = -2160474.812600 nChanged 701 SP:Iteration 3F (5762.610000 sec): 3 clusters Score: Raw -2165522.540466 + Penalty 4730.556061 = -2160791.984406 nChanged 669 SP:Iteration 4Q (5762.680000 sec): 3 clusters Score: Raw -2165813.190397 + Penalty 4730.556061 = -2161082.634336 nChanged 628 SP:Iteration 5Q (5762.750000 sec): 3 clusters Score: Raw -2166093.578735 + Penalty 4730.556061 = -2161363.022674 nChanged 616 SP:Iteration 6Q (5762.820000 sec): 3 clusters Score: Raw -2166402.760530 + Penalty 4730.556061 = -2161672.204470 nChanged 647 SP:Iteration 7Q (5762.890000 sec): 3 clusters Score: Raw -2166736.510565 + Penalty 4730.556061 = -2162005.954504 nChanged 646 SP:Iteration 8Q (5762.960000 sec): 3 clusters Score: Raw -2167099.644266 + Penalty 4730.556061 = -2162369.088205 nChanged 625 SP:Iteration 9Q (5763.030000 sec): 3 clusters Score: Raw -2167474.747122 + Penalty 4730.556061 = -2162744.191062 nChanged 608 SP:Iteration 10Q (5763.100000 sec): 3 clusters Score: Raw -2167848.161470 + Penalty 4730.556061 = -2163117.605410 nChanged 548 SP:Iteration 11Q (5763.170000 sec): 3 clusters Score: Raw -2168193.361533 + Penalty 4730.556061 = -2163462.805472 nChanged 485 SP:Iteration 12Q (5763.230000 sec): 3 clusters Score: Raw -2168507.257437 + Penalty 4730.556061 = -2163776.701377 nChanged 414 SP:Iteration 13Q (5763.310000 sec): 3 clusters Score: Raw -2168798.412366 + Penalty 4730.556061 = -2164067.856305 nChanged 339 SP:Iteration 14Q (5763.370000 sec): 3 clusters Score: Raw -2169045.605244 + Penalty 4730.556061 = -2164315.049183 nChanged 291 SP:Iteration 15Q (5763.440000 sec): 3 clusters Score: Raw -2169258.821684 + Penalty 4730.556061 = -2164528.265624 nChanged 204 SP:Iteration 16Q (5763.510000 sec): 3 clusters Score: Raw -2169405.934693 + Penalty 4730.556061 = -2164675.378632 nChanged 152 SP:Iteration 17Q (5763.570000 sec): 3 clusters Score: Raw -2169519.829140 + Penalty 4730.556061 = -2164789.273079 nChanged 118 SP:Iteration 18Q (5763.640000 sec): 3 clusters Score: Raw -2169611.490234 + Penalty 4730.556061 = -2164880.934173 nChanged 85 SP:Iteration 19Q (5763.700000 sec): 3 clusters Score: Raw -2169673.727698 + Penalty 4730.556061 = -2164943.171637 nChanged 55 SP:Iteration 20F (5763.770000 sec): 3 clusters Score: Raw -2169716.242045 + Penalty 4730.556061 = -2164985.685985 nChanged 36 SP:Iteration 21Q (5763.830000 sec): 3 clusters Score: Raw -2169745.919459 + Penalty 4730.556061 = -2165015.363399 nChanged 29 SP:Iteration 22Q (5763.890000 sec): 3 clusters Score: Raw -2169767.521938 + Penalty 4730.556061 = -2165036.965877 nChanged 29 SP:Iteration 23Q (5763.950000 sec): 3 clusters Score: Raw -2169785.278444 + Penalty 4730.556061 = -2165054.722384 nChanged 18 SP:Iteration 24Q (5764.010000 sec): 3 clusters Score: Raw -2169800.726876 + Penalty 4730.556061 = -2165070.170816 nChanged 21 SP:Iteration 25Q (5764.070000 sec): 3 clusters Score: Raw -2169816.789915 + Penalty 4730.556061 = -2165086.233855 nChanged 11 SP:Iteration 26Q (5764.130000 sec): 3 clusters Score: Raw -2169824.651319 + Penalty 4730.556061 = -2165094.095258 nChanged 14 SP:Iteration 27Q (5764.190000 sec): 3 clusters Score: Raw -2169834.079825 + Penalty 4730.556061 = -2165103.523764 nChanged 7 SP:Iteration 28Q (5764.250000 sec): 3 clusters Score: Raw -2169839.271503 + Penalty 4730.556061 = -2165108.715442 nChanged 6 SP:Iteration 29Q (5764.310000 sec): 3 clusters Score: Raw -2169844.202159 + Penalty 4730.556061 = -2165113.646098 nChanged 7 SP:Iteration 30Q (5764.360000 sec): 3 clusters Score: Raw -2169850.531719 + Penalty 4730.556061 = -2165119.975659 nChanged 8 SP:Iteration 31Q (5764.420000 sec): 3 clusters Score: Raw -2169856.441382 + Penalty 4730.556061 = -2165125.885322 nChanged 5 SP:Iteration 32Q (5764.480000 sec): 3 clusters Score: Raw -2169860.508335 + Penalty 4730.556061 = -2165129.952275 nChanged 2 SP:Iteration 33Q (5764.530000 sec): 3 clusters Score: Raw -2169862.202291 + Penalty 4730.556061 = -2165131.646231 nChanged 2 SP:Iteration 34Q (5764.590000 sec): 3 clusters Score: Raw -2169864.062442 + Penalty 4730.556061 = -2165133.506382 nChanged 4 SP:Iteration 35Q (5764.650000 sec): 3 clusters Score: Raw -2169867.440565 + Penalty 4730.556061 = -2165136.884504 nChanged 2 SP:Iteration 36Q (5764.700000 sec): 3 clusters Score: Raw -2169868.640185 + Penalty 4730.556061 = -2165138.084124 nChanged 3 SP:Iteration 37Q (5764.760000 sec): 3 clusters Score: Raw -2169871.838874 + Penalty 4730.556061 = -2165141.282814 nChanged 4 SP:Iteration 38Q (5764.820000 sec): 3 clusters Score: Raw -2169874.987232 + Penalty 4730.556061 = -2165144.431171 nChanged 2 SP:Iteration 39Q (5764.870000 sec): 3 clusters Score: Raw -2169876.715276 + Penalty 4730.556061 = -2165146.159215 nChanged 0 SP:Iteration 40F (5764.940000 sec): 3 clusters Score: Raw -2169876.715276 + Penalty 4730.556061 = -2165146.159215 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (245067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.070000 sec): 2 clusters Score: Raw -38157477.453046 + Penalty 3077.503157 = -38154399.949889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.360000 sec): 3 clusters Score: Raw -37996013.660019 + Penalty 6155.006313 = -37989858.653705 nChanged 118193 SP:Iteration 1F (5768.630000 sec): 3 clusters Score: Raw -38065240.210592 + Penalty 6155.006313 = -38059085.204279 nChanged 6079 SP:Iteration 2Q (5769.960000 sec): 3 clusters Score: Raw -38066344.615144 + Penalty 6155.006313 = -38060189.608831 nChanged 6402 SP:Iteration 3Q (5771.270000 sec): 3 clusters Score: Raw -38067635.939687 + Penalty 6155.006313 = -38061480.933374 nChanged 6867 SP:Iteration 4Q (5772.590000 sec): 3 clusters Score: Raw -38069200.507297 + Penalty 6155.006313 = -38063045.500984 nChanged 7495 SP:Iteration 5Q (5773.900000 sec): 3 clusters Score: Raw -38071199.028624 + Penalty 6155.006313 = -38065044.022311 nChanged 8320 SP:Iteration 6Q (5775.220000 sec): 3 clusters Score: Raw -38073776.968787 + Penalty 6155.006313 = -38067621.962474 nChanged 9259 SP:Iteration 7Q (5776.540000 sec): 3 clusters Score: Raw -38077176.190811 + Penalty 6155.006313 = -38071021.184497 nChanged 10227 SP:Iteration 8Q (5777.860000 sec): 3 clusters Score: Raw -38081515.155892 + Penalty 6155.006313 = -38075360.149579 nChanged 11069 SP:Iteration 9Q (5779.180000 sec): 3 clusters Score: Raw -38086810.138103 + Penalty 6155.006313 = -38080655.131790 nChanged 11915 SP:Iteration 10Q (5780.490000 sec): 3 clusters Score: Raw -38093138.945272 + Penalty 6155.006313 = -38086983.938959 nChanged 12684 SP:Iteration 11F (5781.760000 sec): 3 clusters Score: Raw -38100530.701727 + Penalty 6155.006313 = -38094375.695414 nChanged 13298 SP:Iteration 12F (5783.040000 sec): 3 clusters Score: Raw -38109235.497740 + Penalty 6155.006313 = -38103080.491427 nChanged 14096 SP:Iteration 13F (5784.310000 sec): 3 clusters Score: Raw -38119270.963574 + Penalty 6155.006313 = -38113115.957261 nChanged 13804 SP:Iteration 14F (5785.580000 sec): 3 clusters Score: Raw -38129640.148277 + Penalty 6155.006313 = -38123485.141964 nChanged 12223 SP:Iteration 15Q (5786.770000 sec): 3 clusters Score: Raw -38138878.475315 + Penalty 6155.006313 = -38132723.469002 nChanged 9684 SP:Iteration 16Q (5787.920000 sec): 3 clusters Score: Raw -38146053.615477 + Penalty 6155.006313 = -38139898.609164 nChanged 7148 SP:Iteration 17Q (5789.020000 sec): 3 clusters Score: Raw -38151076.044753 + Penalty 6155.006313 = -38144921.038440 nChanged 4953 SP:Iteration 18Q (5790.070000 sec): 3 clusters Score: Raw -38154363.647885 + Penalty 6155.006313 = -38148208.641571 nChanged 3336 SP:Iteration 19Q (5791.090000 sec): 3 clusters Score: Raw -38156401.775094 + Penalty 6155.006313 = -38150246.768781 nChanged 2168 SP:Iteration 20F (5792.350000 sec): 3 clusters Score: Raw -38157563.389298 + Penalty 6155.006313 = -38151408.382985 nChanged 1534 SP:Iteration 21Q (5793.320000 sec): 3 clusters Score: Raw -38158260.366329 + Penalty 6155.006313 = -38152105.360016 nChanged 1095 SP:Iteration 22Q (5794.270000 sec): 3 clusters Score: Raw -38158686.521057 + Penalty 6155.006313 = -38152531.514744 nChanged 774 SP:Iteration 23Q (5795.210000 sec): 3 clusters Score: Raw -38158953.417958 + Penalty 6155.006313 = -38152798.411645 nChanged 603 SP:Iteration 24Q (5796.150000 sec): 3 clusters Score: Raw -38159132.934482 + Penalty 6155.006313 = -38152977.928169 nChanged 424 SP:Iteration 25Q (5797.080000 sec): 3 clusters Score: Raw -38159247.522058 + Penalty 6155.006313 = -38153092.515745 nChanged 337 SP:Iteration 26Q (5798.010000 sec): 3 clusters Score: Raw -38159333.264790 + Penalty 6155.006313 = -38153178.258477 nChanged 277 SP:Iteration 27Q (5798.940000 sec): 3 clusters Score: Raw -38159405.084182 + Penalty 6155.006313 = -38153250.077869 nChanged 243 SP:Iteration 28Q (5799.870000 sec): 3 clusters Score: Raw -38159459.596500 + Penalty 6155.006313 = -38153304.590187 nChanged 194 SP:Iteration 29Q (5800.790000 sec): 3 clusters Score: Raw -38159502.372279 + Penalty 6155.006313 = -38153347.365966 nChanged 166 SP:Iteration 30Q (5801.710000 sec): 3 clusters Score: Raw -38159531.889532 + Penalty 6155.006313 = -38153376.883219 nChanged 131 SP:Iteration 31Q (5802.630000 sec): 3 clusters Score: Raw -38159555.005361 + Penalty 6155.006313 = -38153399.999048 nChanged 108 SP:Iteration 32Q (5803.550000 sec): 3 clusters Score: Raw -38159571.568271 + Penalty 6155.006313 = -38153416.561958 nChanged 93 SP:Iteration 33Q (5804.470000 sec): 3 clusters Score: Raw -38159583.755525 + Penalty 6155.006313 = -38153428.749212 nChanged 61 SP:Iteration 34Q (5805.390000 sec): 3 clusters Score: Raw -38159592.303086 + Penalty 6155.006313 = -38153437.296773 nChanged 48 SP:Iteration 35Q (5806.310000 sec): 3 clusters Score: Raw -38159598.323196 + Penalty 6155.006313 = -38153443.316883 nChanged 37 SP:Iteration 36Q (5807.230000 sec): 3 clusters Score: Raw -38159602.221887 + Penalty 6155.006313 = -38153447.215574 nChanged 28 SP:Iteration 37Q (5808.140000 sec): 3 clusters Score: Raw -38159604.938178 + Penalty 6155.006313 = -38153449.931865 nChanged 27 SP:Iteration 38Q (5809.060000 sec): 3 clusters Score: Raw -38159607.948222 + Penalty 6155.006313 = -38153452.941909 nChanged 25 SP:Iteration 39Q (5809.980000 sec): 3 clusters Score: Raw -38159610.650960 + Penalty 6155.006313 = -38153455.644647 nChanged 16 SP:Iteration 40F (5811.230000 sec): 3 clusters Score: Raw -38159612.117019 + Penalty 6155.006313 = -38153457.110706 nChanged 14 SP:Iteration 41Q (5812.150000 sec): 3 clusters Score: Raw -38159613.780809 + Penalty 6155.006313 = -38153458.774496 nChanged 21 SP:Iteration 42Q (5813.070000 sec): 3 clusters Score: Raw -38159615.698693 + Penalty 6155.006313 = -38153460.692380 nChanged 15 SP:Iteration 43Q (5813.990000 sec): 3 clusters Score: Raw -38159617.149477 + Penalty 6155.006313 = -38153462.143164 nChanged 12 SP:Iteration 44Q (5814.910000 sec): 3 clusters Score: Raw -38159618.136130 + Penalty 6155.006313 = -38153463.129817 nChanged 8 SP:Iteration 45Q (5815.820000 sec): 3 clusters Score: Raw -38159618.802905 + Penalty 6155.006313 = -38153463.796592 nChanged 5 SP:Iteration 46Q (5816.740000 sec): 3 clusters Score: Raw -38159619.323288 + Penalty 6155.006313 = -38153464.316975 nChanged 5 SP:Iteration 47Q (5817.660000 sec): 3 clusters Score: Raw -38159619.895490 + Penalty 6155.006313 = -38153464.889177 nChanged 7 SP:Iteration 48Q (5818.580000 sec): 3 clusters Score: Raw -38159620.529739 + Penalty 6155.006313 = -38153465.523426 nChanged 10 SP:Iteration 49Q (5819.500000 sec): 3 clusters Score: Raw -38159621.528649 + Penalty 6155.006313 = -38153466.522336 nChanged 5 SP:Iteration 50Q (5820.410000 sec): 3 clusters Score: Raw -38159622.218420 + Penalty 6155.006313 = -38153467.212107 nChanged 8 SP:Iteration 51Q (5821.330000 sec): 3 clusters Score: Raw -38159623.095970 + Penalty 6155.006313 = -38153468.089657 nChanged 6 SP:Iteration 52Q (5822.250000 sec): 3 clusters Score: Raw -38159623.751303 + Penalty 6155.006313 = -38153468.744990 nChanged 4 SP:Iteration 53Q (5823.170000 sec): 3 clusters Score: Raw -38159624.122706 + Penalty 6155.006313 = -38153469.116393 nChanged 2 SP:Iteration 54Q (5824.090000 sec): 3 clusters Score: Raw -38159624.305589 + Penalty 6155.006313 = -38153469.299276 nChanged 2 SP:Iteration 55Q (5825.000000 sec): 3 clusters Score: Raw -38159624.441246 + Penalty 6155.006313 = -38153469.434933 nChanged 1 SP:Iteration 56Q (5825.910000 sec): 3 clusters Score: Raw -38159624.524342 + Penalty 6155.006313 = -38153469.518029 nChanged 2 SP:Iteration 57Q (5826.830000 sec): 3 clusters Score: Raw -38159624.679057 + Penalty 6155.006313 = -38153469.672744 nChanged 4 SP:Iteration 58Q (5827.750000 sec): 3 clusters Score: Raw -38159624.951743 + Penalty 6155.006313 = -38153469.945430 nChanged 3 SP:Iteration 59Q (5828.670000 sec): 3 clusters Score: Raw -38159625.170434 + Penalty 6155.006313 = -38153470.164121 nChanged 3 SP:Iteration 60F (5829.920000 sec): 3 clusters Score: Raw -38159625.498415 + Penalty 6155.006313 = -38153470.492101 nChanged 8 SP:Iteration 61Q (5830.840000 sec): 3 clusters Score: Raw -38159626.191034 + Penalty 6155.006313 = -38153471.184721 nChanged 7 SP:Iteration 62Q (5831.770000 sec): 3 clusters Score: Raw -38159626.718804 + Penalty 6155.006313 = -38153471.712491 nChanged 6 SP:Iteration 63Q (5832.690000 sec): 3 clusters Score: Raw -38159627.279858 + Penalty 6155.006313 = -38153472.273545 nChanged 3 SP:Iteration 64Q (5833.610000 sec): 3 clusters Score: Raw -38159627.485958 + Penalty 6155.006313 = -38153472.479645 nChanged 2 SP:Iteration 65Q (5834.530000 sec): 3 clusters Score: Raw -38159627.673811 + Penalty 6155.006313 = -38153472.667498 nChanged 4 SP:Iteration 66Q (5835.450000 sec): 3 clusters Score: Raw -38159627.974413 + Penalty 6155.006313 = -38153472.968100 nChanged 2 SP:Iteration 67Q (5836.370000 sec): 3 clusters Score: Raw -38159628.153721 + Penalty 6155.006313 = -38153473.147408 nChanged 2 SP:Iteration 68Q (5837.290000 sec): 3 clusters Score: Raw -38159628.386005 + Penalty 6155.006313 = -38153473.379692 nChanged 3 SP:Iteration 69Q (5838.210000 sec): 3 clusters Score: Raw -38159628.695203 + Penalty 6155.006313 = -38153473.688890 nChanged 1 SP:Iteration 70Q (5839.130000 sec): 3 clusters Score: Raw -38159628.792706 + Penalty 6155.006313 = -38153473.786393 nChanged 1 SP:Iteration 71Q (5840.060000 sec): 3 clusters Score: Raw -38159628.934071 + Penalty 6155.006313 = -38153473.927758 nChanged 0 SP:Iteration 72F (5841.310000 sec): 3 clusters Score: Raw -38159628.934071 + Penalty 6155.006313 = -38153473.927758 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5841.500000 sec): 2 clusters Score: Raw -2331585.713624 + Penalty 2384.951118 = -2329200.762506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5841.580000 sec): 3 clusters Score: Raw -2323065.959646 + Penalty 4769.902236 = -2318296.057410 nChanged 6463 SP:Iteration 1F (5841.660000 sec): 3 clusters Score: Raw -2326576.155694 + Penalty 4769.902236 = -2321806.253459 nChanged 951 SP:Iteration 2F (5841.730000 sec): 3 clusters Score: Raw -2327094.058072 + Penalty 4769.902236 = -2322324.155837 nChanged 865 SP:Iteration 3F (5841.800000 sec): 3 clusters Score: Raw -2327543.999444 + Penalty 4769.902236 = -2322774.097208 nChanged 818 SP:Iteration 4F (5841.880000 sec): 3 clusters Score: Raw -2327936.920710 + Penalty 4769.902236 = -2323167.018475 nChanged 744 SP:Iteration 5Q (5841.960000 sec): 3 clusters Score: Raw -2328299.704299 + Penalty 4769.902236 = -2323529.802063 nChanged 693 SP:Iteration 6Q (5842.030000 sec): 3 clusters Score: Raw -2328644.875667 + Penalty 4769.902236 = -2323874.973431 nChanged 671 SP:Iteration 7Q (5842.100000 sec): 3 clusters Score: Raw -2328997.559137 + Penalty 4769.902236 = -2324227.656902 nChanged 683 SP:Iteration 8Q (5842.180000 sec): 3 clusters Score: Raw -2329356.686982 + Penalty 4769.902236 = -2324586.784747 nChanged 607 SP:Iteration 9Q (5842.260000 sec): 3 clusters Score: Raw -2329695.295878 + Penalty 4769.902236 = -2324925.393642 nChanged 583 SP:Iteration 10Q (5842.330000 sec): 3 clusters Score: Raw -2330064.789335 + Penalty 4769.902236 = -2325294.887099 nChanged 596 SP:Iteration 11Q (5842.400000 sec): 3 clusters Score: Raw -2330454.234780 + Penalty 4769.902236 = -2325684.332545 nChanged 492 SP:Iteration 12Q (5842.480000 sec): 3 clusters Score: Raw -2330794.247094 + Penalty 4769.902236 = -2326024.344858 nChanged 440 SP:Iteration 13Q (5842.550000 sec): 3 clusters Score: Raw -2331113.111939 + Penalty 4769.902236 = -2326343.209704 nChanged 389 SP:Iteration 14Q (5842.620000 sec): 3 clusters Score: Raw -2331403.060450 + Penalty 4769.902236 = -2326633.158214 nChanged 337 SP:Iteration 15Q (5842.700000 sec): 3 clusters Score: Raw -2331629.492148 + Penalty 4769.902236 = -2326859.589912 nChanged 269 SP:Iteration 16Q (5842.760000 sec): 3 clusters Score: Raw -2331794.907401 + Penalty 4769.902236 = -2327025.005165 nChanged 197 SP:Iteration 17Q (5842.830000 sec): 3 clusters Score: Raw -2331915.030367 + Penalty 4769.902236 = -2327145.128132 nChanged 169 SP:Iteration 18Q (5842.900000 sec): 3 clusters Score: Raw -2332027.488785 + Penalty 4769.902236 = -2327257.586550 nChanged 131 SP:Iteration 19Q (5842.960000 sec): 3 clusters Score: Raw -2332105.745434 + Penalty 4769.902236 = -2327335.843198 nChanged 102 SP:Iteration 20F (5843.030000 sec): 3 clusters Score: Raw -2332166.138643 + Penalty 4769.902236 = -2327396.236407 nChanged 88 SP:Iteration 21Q (5843.100000 sec): 3 clusters Score: Raw -2332221.777381 + Penalty 4769.902236 = -2327451.875146 nChanged 73 SP:Iteration 22Q (5843.160000 sec): 3 clusters Score: Raw -2332266.571664 + Penalty 4769.902236 = -2327496.669428 nChanged 65 SP:Iteration 23Q (5843.220000 sec): 3 clusters Score: Raw -2332308.469623 + Penalty 4769.902236 = -2327538.567387 nChanged 53 SP:Iteration 24Q (5843.280000 sec): 3 clusters Score: Raw -2332346.718012 + Penalty 4769.902236 = -2327576.815776 nChanged 56 SP:Iteration 25Q (5843.340000 sec): 3 clusters Score: Raw -2332390.577034 + Penalty 4769.902236 = -2327620.674799 nChanged 56 SP:Iteration 26Q (5843.390000 sec): 3 clusters Score: Raw -2332447.623619 + Penalty 4769.902236 = -2327677.721383 nChanged 43 SP:Iteration 27Q (5843.450000 sec): 3 clusters Score: Raw -2332486.242244 + Penalty 4769.902236 = -2327716.340008 nChanged 35 SP:Iteration 28Q (5843.510000 sec): 3 clusters Score: Raw -2332512.968909 + Penalty 4769.902236 = -2327743.066673 nChanged 31 SP:Iteration 29Q (5843.560000 sec): 3 clusters Score: Raw -2332542.300271 + Penalty 4769.902236 = -2327772.398035 nChanged 28 SP:Iteration 30Q (5843.620000 sec): 3 clusters Score: Raw -2332576.871577 + Penalty 4769.902236 = -2327806.969341 nChanged 40 SP:Iteration 31Q (5843.680000 sec): 3 clusters Score: Raw -2332618.195993 + Penalty 4769.902236 = -2327848.293758 nChanged 26 SP:Iteration 32Q (5843.730000 sec): 3 clusters Score: Raw -2332651.116797 + Penalty 4769.902236 = -2327881.214561 nChanged 33 SP:Iteration 33Q (5843.790000 sec): 3 clusters Score: Raw -2332695.052208 + Penalty 4769.902236 = -2327925.149973 nChanged 25 SP:Iteration 34Q (5843.840000 sec): 3 clusters Score: Raw -2332731.348317 + Penalty 4769.902236 = -2327961.446081 nChanged 20 SP:Iteration 35Q (5843.900000 sec): 3 clusters Score: Raw -2332750.630697 + Penalty 4769.902236 = -2327980.728462 nChanged 14 SP:Iteration 36Q (5843.950000 sec): 3 clusters Score: Raw -2332762.165960 + Penalty 4769.902236 = -2327992.263724 nChanged 7 SP:Iteration 37Q (5844.000000 sec): 3 clusters Score: Raw -2332765.544813 + Penalty 4769.902236 = -2327995.642578 nChanged 2 SP:Iteration 38Q (5844.060000 sec): 3 clusters Score: Raw -2332766.955831 + Penalty 4769.902236 = -2327997.053596 nChanged 2 SP:Iteration 39Q (5844.110000 sec): 3 clusters Score: Raw -2332769.201140 + Penalty 4769.902236 = -2327999.298904 nChanged 2 SP:Iteration 40F (5844.180000 sec): 3 clusters Score: Raw -2332770.359350 + Penalty 4769.902236 = -2328000.457115 nChanged 2 SP:Iteration 41Q (5844.240000 sec): 3 clusters Score: Raw -2332771.914959 + Penalty 4769.902236 = -2328002.012723 nChanged 2 SP:Iteration 42Q (5844.290000 sec): 3 clusters Score: Raw -2332772.512248 + Penalty 4769.902236 = -2328002.610012 nChanged 1 SP:Iteration 43Q (5844.350000 sec): 3 clusters Score: Raw -2332773.731565 + Penalty 4769.902236 = -2328003.829329 nChanged 1 SP:Iteration 44Q (5844.400000 sec): 3 clusters Score: Raw -2332774.194289 + Penalty 4769.902236 = -2328004.292054 nChanged 0 SP:Iteration 45F (5844.480000 sec): 3 clusters Score: Raw -2332774.194289 + Penalty 4769.902236 = -2328004.292054 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (7064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5844.510000 sec): 2 clusters Score: Raw -1099918.076577 + Penalty 2197.966152 = -1097720.110425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5844.540000 sec): 3 clusters Score: Raw -1096297.032139 + Penalty 4395.932304 = -1091901.099835 nChanged 2841 SP:Iteration 1F (5844.580000 sec): 3 clusters Score: Raw -1097859.529788 + Penalty 4395.932304 = -1093463.597484 nChanged 501 SP:Iteration 2F (5844.620000 sec): 3 clusters Score: Raw -1098126.225645 + Penalty 4395.932304 = -1093730.293341 nChanged 349 SP:Iteration 3Q (5844.650000 sec): 3 clusters Score: Raw -1098288.211844 + Penalty 4395.932304 = -1093892.279540 nChanged 265 SP:Iteration 4Q (5844.680000 sec): 3 clusters Score: Raw -1098409.066965 + Penalty 4395.932304 = -1094013.134661 nChanged 225 SP:Iteration 5Q (5844.720000 sec): 3 clusters Score: Raw -1098510.469713 + Penalty 4395.932304 = -1094114.537409 nChanged 217 SP:Iteration 6Q (5844.760000 sec): 3 clusters Score: Raw -1098608.807894 + Penalty 4395.932304 = -1094212.875590 nChanged 183 SP:Iteration 7Q (5844.790000 sec): 3 clusters Score: Raw -1098688.404740 + Penalty 4395.932304 = -1094292.472436 nChanged 168 SP:Iteration 8Q (5844.820000 sec): 3 clusters Score: Raw -1098758.726349 + Penalty 4395.932304 = -1094362.794045 nChanged 151 SP:Iteration 9Q (5844.860000 sec): 3 clusters Score: Raw -1098817.992716 + Penalty 4395.932304 = -1094422.060412 nChanged 152 SP:Iteration 10Q (5844.900000 sec): 3 clusters Score: Raw -1098877.751915 + Penalty 4395.932304 = -1094481.819611 nChanged 146 SP:Iteration 11Q (5844.930000 sec): 3 clusters Score: Raw -1098932.133493 + Penalty 4395.932304 = -1094536.201189 nChanged 134 SP:Iteration 12Q (5844.960000 sec): 3 clusters Score: Raw -1098991.953841 + Penalty 4395.932304 = -1094596.021537 nChanged 148 SP:Iteration 13Q (5845.000000 sec): 3 clusters Score: Raw -1099056.743044 + Penalty 4395.932304 = -1094660.810740 nChanged 157 SP:Iteration 14Q (5845.030000 sec): 3 clusters Score: Raw -1099123.134356 + Penalty 4395.932304 = -1094727.202052 nChanged 154 SP:Iteration 15Q (5845.070000 sec): 3 clusters Score: Raw -1099195.099656 + Penalty 4395.932304 = -1094799.167352 nChanged 187 SP:Iteration 16Q (5845.100000 sec): 3 clusters Score: Raw -1099276.451964 + Penalty 4395.932304 = -1094880.519660 nChanged 175 SP:Iteration 17Q (5845.140000 sec): 3 clusters Score: Raw -1099360.384954 + Penalty 4395.932304 = -1094964.452650 nChanged 198 SP:Iteration 18Q (5845.170000 sec): 3 clusters Score: Raw -1099458.790278 + Penalty 4395.932304 = -1095062.857974 nChanged 213 SP:Iteration 19Q (5845.210000 sec): 3 clusters Score: Raw -1099577.710797 + Penalty 4395.932304 = -1095181.778493 nChanged 233 SP:Iteration 20F (5845.240000 sec): 3 clusters Score: Raw -1099703.367100 + Penalty 4395.932304 = -1095307.434796 nChanged 211 SP:Iteration 21Q (5845.280000 sec): 3 clusters Score: Raw -1099820.782645 + Penalty 4395.932304 = -1095424.850341 nChanged 186 SP:Iteration 22Q (5845.310000 sec): 3 clusters Score: Raw -1099923.656369 + Penalty 4395.932304 = -1095527.724065 nChanged 159 SP:Iteration 23Q (5845.340000 sec): 3 clusters Score: Raw -1100007.740671 + Penalty 4395.932304 = -1095611.808367 nChanged 139 SP:Iteration 24Q (5845.380000 sec): 3 clusters Score: Raw -1100077.477275 + Penalty 4395.932304 = -1095681.544971 nChanged 116 SP:Iteration 25Q (5845.420000 sec): 3 clusters Score: Raw -1100139.433387 + Penalty 4395.932304 = -1095743.501082 nChanged 112 SP:Iteration 26Q (5845.450000 sec): 3 clusters Score: Raw -1100199.247076 + Penalty 4395.932304 = -1095803.314772 nChanged 91 SP:Iteration 27Q (5845.480000 sec): 3 clusters Score: Raw -1100246.591017 + Penalty 4395.932304 = -1095850.658712 nChanged 75 SP:Iteration 28Q (5845.520000 sec): 3 clusters Score: Raw -1100281.596861 + Penalty 4395.932304 = -1095885.664557 nChanged 63 SP:Iteration 29Q (5845.550000 sec): 3 clusters Score: Raw -1100316.458579 + Penalty 4395.932304 = -1095920.526275 nChanged 59 SP:Iteration 30Q (5845.580000 sec): 3 clusters Score: Raw -1100345.290659 + Penalty 4395.932304 = -1095949.358354 nChanged 49 SP:Iteration 31Q (5845.620000 sec): 3 clusters Score: Raw -1100371.284463 + Penalty 4395.932304 = -1095975.352158 nChanged 48 SP:Iteration 32Q (5845.650000 sec): 3 clusters Score: Raw -1100395.409570 + Penalty 4395.932304 = -1095999.477265 nChanged 32 SP:Iteration 33Q (5845.690000 sec): 3 clusters Score: Raw -1100410.905053 + Penalty 4395.932304 = -1096014.972748 nChanged 25 SP:Iteration 34Q (5845.720000 sec): 3 clusters Score: Raw -1100423.275063 + Penalty 4395.932304 = -1096027.342759 nChanged 24 SP:Iteration 35Q (5845.750000 sec): 3 clusters Score: Raw -1100435.605432 + Penalty 4395.932304 = -1096039.673127 nChanged 22 SP:Iteration 36Q (5845.790000 sec): 3 clusters Score: Raw -1100447.390117 + Penalty 4395.932304 = -1096051.457813 nChanged 21 SP:Iteration 37Q (5845.820000 sec): 3 clusters Score: Raw -1100458.008173 + Penalty 4395.932304 = -1096062.075869 nChanged 11 SP:Iteration 38Q (5845.850000 sec): 3 clusters Score: Raw -1100462.221662 + Penalty 4395.932304 = -1096066.289358 nChanged 9 SP:Iteration 39Q (5845.890000 sec): 3 clusters Score: Raw -1100465.608386 + Penalty 4395.932304 = -1096069.676082 nChanged 5 SP:Iteration 40F (5845.920000 sec): 3 clusters Score: Raw -1100468.603509 + Penalty 4395.932304 = -1096072.671205 nChanged 5 SP:Iteration 41Q (5845.960000 sec): 3 clusters Score: Raw -1100471.999532 + Penalty 4395.932304 = -1096076.067228 nChanged 5 SP:Iteration 42Q (5845.990000 sec): 3 clusters Score: Raw -1100477.522557 + Penalty 4395.932304 = -1096081.590253 nChanged 9 SP:Iteration 43Q (5846.020000 sec): 3 clusters Score: Raw -1100482.941148 + Penalty 4395.932304 = -1096087.008844 nChanged 6 SP:Iteration 44Q (5846.060000 sec): 3 clusters Score: Raw -1100488.856231 + Penalty 4395.932304 = -1096092.923927 nChanged 9 SP:Iteration 45Q (5846.090000 sec): 3 clusters Score: Raw -1100494.610645 + Penalty 4395.932304 = -1096098.678341 nChanged 5 SP:Iteration 46Q (5846.120000 sec): 3 clusters Score: Raw -1100497.454805 + Penalty 4395.932304 = -1096101.522501 nChanged 6 SP:Iteration 47Q (5846.150000 sec): 3 clusters Score: Raw -1100500.282495 + Penalty 4395.932304 = -1096104.350191 nChanged 6 SP:Iteration 48Q (5846.190000 sec): 3 clusters Score: Raw -1100504.173963 + Penalty 4395.932304 = -1096108.241659 nChanged 6 SP:Iteration 49Q (5846.220000 sec): 3 clusters Score: Raw -1100505.812052 + Penalty 4395.932304 = -1096109.879748 nChanged 1 SP:Iteration 50Q (5846.250000 sec): 3 clusters Score: Raw -1100506.422892 + Penalty 4395.932304 = -1096110.490588 nChanged 4 SP:Iteration 51Q (5846.280000 sec): 3 clusters Score: Raw -1100507.993322 + Penalty 4395.932304 = -1096112.061018 nChanged 1 SP:Iteration 52Q (5846.320000 sec): 3 clusters Score: Raw -1100508.472445 + Penalty 4395.932304 = -1096112.540141 nChanged 1 SP:Iteration 53Q (5846.350000 sec): 3 clusters Score: Raw -1100508.912115 + Penalty 4395.932304 = -1096112.979811 nChanged 1 SP:Iteration 54Q (5846.380000 sec): 3 clusters Score: Raw -1100509.178091 + Penalty 4395.932304 = -1096113.245786 nChanged 0 SP:Iteration 55F (5846.420000 sec): 3 clusters Score: Raw -1100509.178091 + Penalty 4395.932304 = -1096113.245786 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5846.430000 sec): 2 clusters Score: Raw -72909.622416 + Penalty 1551.901562 = -71357.720855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5846.430000 sec): 3 clusters Score: Raw -72929.354894 + Penalty 3103.803124 = -69825.551771 nChanged 93 SP:Iteration 1F (5846.430000 sec): 3 clusters Score: Raw -73109.791511 + Penalty 3103.803124 = -70005.988387 nChanged 25 SP:Iteration 2Q (5846.440000 sec): 3 clusters Score: Raw -73162.436838 + Penalty 3103.803124 = -70058.633714 nChanged 18 SP:Iteration 3Q (5846.440000 sec): 3 clusters Score: Raw -73202.699866 + Penalty 3103.803124 = -70098.896742 nChanged 11 SP:Iteration 4Q (5846.440000 sec): 3 clusters Score: Raw -73228.520208 + Penalty 3103.803124 = -70124.717085 nChanged 4 SP:Iteration 5Q (5846.440000 sec): 3 clusters Score: Raw -73239.563113 + Penalty 3103.803124 = -70135.759989 nChanged 3 SP:Iteration 6Q (5846.440000 sec): 3 clusters Score: Raw -73243.552179 + Penalty 3103.803124 = -70139.749055 nChanged 0 SP:Iteration 7F (5846.450000 sec): 3 clusters Score: Raw -73243.552179 + Penalty 3103.803124 = -70139.749055 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5846.450000 sec): 2 clusters Score: Raw -45471.614666 + Penalty 1441.904372 = -44029.710294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5846.450000 sec): 3 clusters Score: Raw -45711.416420 + Penalty 2883.808744 = -42827.607676 nChanged 64 SP:Iteration 1F (5846.460000 sec): 3 clusters Score: Raw -45927.909053 + Penalty 2883.808744 = -43044.100309 nChanged 29 SP:Iteration 2F (5846.460000 sec): 3 clusters Score: Raw -46044.344424 + Penalty 2883.808744 = -43160.535680 nChanged 11 SP:Iteration 3Q (5846.460000 sec): 3 clusters Score: Raw -46098.936961 + Penalty 2883.808744 = -43215.128217 nChanged 3 SP:Iteration 4Q (5846.460000 sec): 3 clusters Score: Raw -46108.557608 + Penalty 2883.808744 = -43224.748864 nChanged 1 SP:Iteration 5Q (5846.460000 sec): 3 clusters Score: Raw -46110.124019 + Penalty 2883.808744 = -43226.315275 nChanged 1 SP:Iteration 6Q (5846.460000 sec): 3 clusters Score: Raw -46111.609082 + Penalty 2883.808744 = -43227.800339 nChanged 0 SP:Iteration 7F (5846.460000 sec): 3 clusters Score: Raw -46111.609082 + Penalty 2883.808744 = -43227.800339 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5846.470000 sec): 2 clusters Score: Raw -109638.022341 + Penalty 1631.654301 = -108006.368041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5846.480000 sec): 3 clusters Score: Raw -109552.859037 + Penalty 3263.308601 = -106289.550436 nChanged 141 SP:Iteration 1F (5846.480000 sec): 3 clusters Score: Raw -109767.692500 + Penalty 3263.308601 = -106504.383899 nChanged 43 SP:Iteration 2F (5846.480000 sec): 3 clusters Score: Raw -109869.089769 + Penalty 3263.308601 = -106605.781167 nChanged 26 SP:Iteration 3Q (5846.480000 sec): 3 clusters Score: Raw -109961.758512 + Penalty 3263.308601 = -106698.449910 nChanged 33 SP:Iteration 4Q (5846.490000 sec): 3 clusters Score: Raw -110037.546001 + Penalty 3263.308601 = -106774.237400 nChanged 22 SP:Iteration 5Q (5846.490000 sec): 3 clusters Score: Raw -110099.626531 + Penalty 3263.308601 = -106836.317930 nChanged 17 SP:Iteration 6Q (5846.500000 sec): 3 clusters Score: Raw -110131.592352 + Penalty 3263.308601 = -106868.283751 nChanged 19 SP:Iteration 7Q (5846.500000 sec): 3 clusters Score: Raw -110176.480720 + Penalty 3263.308601 = -106913.172119 nChanged 16 SP:Iteration 8Q (5846.500000 sec): 3 clusters Score: Raw -110215.949869 + Penalty 3263.308601 = -106952.641268 nChanged 19 SP:Iteration 9Q (5846.500000 sec): 3 clusters Score: Raw -110259.762538 + Penalty 3263.308601 = -106996.453937 nChanged 18 SP:Iteration 10Q (5846.510000 sec): 3 clusters Score: Raw -110331.608381 + Penalty 3263.308601 = -107068.299779 nChanged 22 SP:Iteration 11Q (5846.510000 sec): 3 clusters Score: Raw -110436.338110 + Penalty 3263.308601 = -107173.029508 nChanged 30 SP:Iteration 12Q (5846.520000 sec): 3 clusters Score: Raw -110811.184709 + Penalty 3263.308601 = -107547.876108 nChanged 30 SP:Iteration 13Q (5846.520000 sec): 3 clusters Score: Raw -111408.700543 + Penalty 3263.308601 = -108145.391942 nChanged 27 SP:Iteration 14Q (5846.520000 sec): 3 clusters Score: Raw -111490.282394 + Penalty 3263.308601 = -108226.973792 nChanged 13 SP:Iteration 15Q (5846.520000 sec): 3 clusters Score: Raw -111545.484672 + Penalty 3263.308601 = -108282.176071 nChanged 8 SP:Iteration 16Q (5846.520000 sec): 3 clusters Score: Raw -111582.592380 + Penalty 3263.308601 = -108319.283779 nChanged 6 SP:Iteration 17Q (5846.530000 sec): 3 clusters Score: Raw -111609.369927 + Penalty 3263.308601 = -108346.061326 nChanged 2 SP:Iteration 18Q (5846.530000 sec): 3 clusters Score: Raw -111617.902718 + Penalty 3263.308601 = -108354.594117 nChanged 1 SP:Iteration 19Q (5846.530000 sec): 3 clusters Score: Raw -111624.410973 + Penalty 3263.308601 = -108361.102372 nChanged 2 SP:Iteration 20F (5846.540000 sec): 3 clusters Score: Raw -111640.034632 + Penalty 3263.308601 = -108376.726031 nChanged 4 SP:Iteration 21Q (5846.540000 sec): 3 clusters Score: Raw -111692.691433 + Penalty 3263.308601 = -108429.382832 nChanged 4 SP:Iteration 22Q (5846.540000 sec): 3 clusters Score: Raw -111825.670304 + Penalty 3263.308601 = -108562.361703 nChanged 1 SP:Iteration 23Q (5846.540000 sec): 3 clusters Score: Raw -111922.279521 + Penalty 3263.308601 = -108658.970920 nChanged 0 SP:Iteration 24F (5846.550000 sec): 3 clusters Score: Raw -111922.279521 + Penalty 3263.308601 = -108658.970920 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5846.680000 sec): 2 clusters Score: Raw -4057856.313962 + Penalty 2522.927499 = -4055333.386463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5846.820000 sec): 3 clusters Score: Raw -4042208.312204 + Penalty 5045.854998 = -4037162.457206 nChanged 11821 SP:Iteration 1F (5846.950000 sec): 3 clusters Score: Raw -4048648.009130 + Penalty 5045.854998 = -4043602.154132 nChanged 1369 SP:Iteration 2F (5847.080000 sec): 3 clusters Score: Raw -4049139.466156 + Penalty 5045.854998 = -4044093.611158 nChanged 1242 SP:Iteration 3Q (5847.220000 sec): 3 clusters Score: Raw -4049633.373012 + Penalty 5045.854998 = -4044587.518014 nChanged 1325 SP:Iteration 4F (5847.360000 sec): 3 clusters Score: Raw -4050190.887487 + Penalty 5045.854998 = -4045145.032489 nChanged 1354 SP:Iteration 5F (5847.490000 sec): 3 clusters Score: Raw -4050800.200143 + Penalty 5045.854998 = -4045754.345145 nChanged 1387 SP:Iteration 6F (5847.630000 sec): 3 clusters Score: Raw -4051522.459663 + Penalty 5045.854998 = -4046476.604665 nChanged 1421 SP:Iteration 7F (5847.760000 sec): 3 clusters Score: Raw -4052344.173399 + Penalty 5045.854998 = -4047298.318401 nChanged 1483 SP:Iteration 8F (5847.900000 sec): 3 clusters Score: Raw -4053295.467573 + Penalty 5045.854998 = -4048249.612575 nChanged 1459 SP:Iteration 9F (5848.030000 sec): 3 clusters Score: Raw -4054359.845509 + Penalty 5045.854998 = -4049313.990511 nChanged 1345 SP:Iteration 10F (5848.160000 sec): 3 clusters Score: Raw -4055406.016409 + Penalty 5045.854998 = -4050360.161411 nChanged 1104 SP:Iteration 11Q (5848.300000 sec): 3 clusters Score: Raw -4056315.556931 + Penalty 5045.854998 = -4051269.701933 nChanged 849 SP:Iteration 12Q (5848.430000 sec): 3 clusters Score: Raw -4057040.982042 + Penalty 5045.854998 = -4051995.127043 nChanged 535 SP:Iteration 13Q (5848.560000 sec): 3 clusters Score: Raw -4057490.324170 + Penalty 5045.854998 = -4052444.469172 nChanged 320 SP:Iteration 14Q (5848.680000 sec): 3 clusters Score: Raw -4057752.165474 + Penalty 5045.854998 = -4052706.310476 nChanged 208 SP:Iteration 15Q (5848.790000 sec): 3 clusters Score: Raw -4057959.268759 + Penalty 5045.854998 = -4052913.413761 nChanged 117 SP:Iteration 16Q (5848.900000 sec): 3 clusters Score: Raw -4058071.179117 + Penalty 5045.854998 = -4053025.324119 nChanged 59 SP:Iteration 17Q (5849.000000 sec): 3 clusters Score: Raw -4058125.770898 + Penalty 5045.854998 = -4053079.915899 nChanged 36 SP:Iteration 18Q (5849.110000 sec): 3 clusters Score: Raw -4058152.271513 + Penalty 5045.854998 = -4053106.416515 nChanged 20 SP:Iteration 19Q (5849.210000 sec): 3 clusters Score: Raw -4058169.875898 + Penalty 5045.854998 = -4053124.020900 nChanged 8 SP:Iteration 20F (5849.340000 sec): 3 clusters Score: Raw -4058176.810592 + Penalty 5045.854998 = -4053130.955594 nChanged 6 SP:Iteration 21Q (5849.440000 sec): 3 clusters Score: Raw -4058183.006502 + Penalty 5045.854998 = -4053137.151504 nChanged 4 SP:Iteration 22Q (5849.540000 sec): 3 clusters Score: Raw -4058187.034401 + Penalty 5045.854998 = -4053141.179403 nChanged 6 SP:Iteration 23Q (5849.640000 sec): 3 clusters Score: Raw -4058193.685535 + Penalty 5045.854998 = -4053147.830537 nChanged 4 SP:Iteration 24Q (5849.740000 sec): 3 clusters Score: Raw -4058196.743012 + Penalty 5045.854998 = -4053150.888014 nChanged 3 SP:Iteration 25Q (5849.840000 sec): 3 clusters Score: Raw -4058199.104236 + Penalty 5045.854998 = -4053153.249238 nChanged 2 SP:Iteration 26Q (5849.940000 sec): 3 clusters Score: Raw -4058200.204509 + Penalty 5045.854998 = -4053154.349511 nChanged 0 SP:Iteration 27F (5850.060000 sec): 3 clusters Score: Raw -4058200.204509 + Penalty 5045.854998 = -4053154.349511 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5850.100000 sec): 2 clusters Score: Raw -891083.499839 + Penalty 2144.889413 = -888938.610426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5850.130000 sec): 3 clusters Score: Raw -888292.880690 + Penalty 4289.778825 = -884003.101865 nChanged 2258 SP:Iteration 1F (5850.160000 sec): 3 clusters Score: Raw -889481.257857 + Penalty 4289.778825 = -885191.479032 nChanged 426 SP:Iteration 2F (5850.190000 sec): 3 clusters Score: Raw -889747.951155 + Penalty 4289.778825 = -885458.172330 nChanged 312 SP:Iteration 3F (5850.220000 sec): 3 clusters Score: Raw -889931.536902 + Penalty 4289.778825 = -885641.758077 nChanged 237 SP:Iteration 4Q (5850.240000 sec): 3 clusters Score: Raw -890054.347096 + Penalty 4289.778825 = -885764.568271 nChanged 207 SP:Iteration 5Q (5850.270000 sec): 3 clusters Score: Raw -890166.694994 + Penalty 4289.778825 = -885876.916169 nChanged 169 SP:Iteration 6Q (5850.300000 sec): 3 clusters Score: Raw -890242.693058 + Penalty 4289.778825 = -885952.914233 nChanged 142 SP:Iteration 7Q (5850.330000 sec): 3 clusters Score: Raw -890311.132479 + Penalty 4289.778825 = -886021.353654 nChanged 137 SP:Iteration 8Q (5850.360000 sec): 3 clusters Score: Raw -890368.621614 + Penalty 4289.778825 = -886078.842789 nChanged 127 SP:Iteration 9Q (5850.380000 sec): 3 clusters Score: Raw -890422.921423 + Penalty 4289.778825 = -886133.142597 nChanged 113 SP:Iteration 10Q (5850.410000 sec): 3 clusters Score: Raw -890478.314291 + Penalty 4289.778825 = -886188.535466 nChanged 110 SP:Iteration 11Q (5850.440000 sec): 3 clusters Score: Raw -890518.165839 + Penalty 4289.778825 = -886228.387014 nChanged 90 SP:Iteration 12Q (5850.460000 sec): 3 clusters Score: Raw -890552.947047 + Penalty 4289.778825 = -886263.168222 nChanged 83 SP:Iteration 13Q (5850.490000 sec): 3 clusters Score: Raw -890589.315992 + Penalty 4289.778825 = -886299.537167 nChanged 82 SP:Iteration 14Q (5850.520000 sec): 3 clusters Score: Raw -890622.058674 + Penalty 4289.778825 = -886332.279849 nChanged 86 SP:Iteration 15Q (5850.550000 sec): 3 clusters Score: Raw -890659.720580 + Penalty 4289.778825 = -886369.941755 nChanged 80 SP:Iteration 16Q (5850.580000 sec): 3 clusters Score: Raw -890692.876771 + Penalty 4289.778825 = -886403.097946 nChanged 73 SP:Iteration 17Q (5850.600000 sec): 3 clusters Score: Raw -890721.293537 + Penalty 4289.778825 = -886431.514712 nChanged 80 SP:Iteration 18Q (5850.630000 sec): 3 clusters Score: Raw -890753.958764 + Penalty 4289.778825 = -886464.179939 nChanged 65 SP:Iteration 19Q (5850.660000 sec): 3 clusters Score: Raw -890778.374614 + Penalty 4289.778825 = -886488.595788 nChanged 51 SP:Iteration 20F (5850.690000 sec): 3 clusters Score: Raw -890794.896864 + Penalty 4289.778825 = -886505.118039 nChanged 39 SP:Iteration 21Q (5850.720000 sec): 3 clusters Score: Raw -890804.787807 + Penalty 4289.778825 = -886515.008982 nChanged 23 SP:Iteration 22Q (5850.740000 sec): 3 clusters Score: Raw -890810.268786 + Penalty 4289.778825 = -886520.489961 nChanged 22 SP:Iteration 23Q (5850.770000 sec): 3 clusters Score: Raw -890816.959799 + Penalty 4289.778825 = -886527.180974 nChanged 23 SP:Iteration 24Q (5850.800000 sec): 3 clusters Score: Raw -890825.072823 + Penalty 4289.778825 = -886535.293998 nChanged 23 SP:Iteration 25Q (5850.820000 sec): 3 clusters Score: Raw -890831.651014 + Penalty 4289.778825 = -886541.872189 nChanged 21 SP:Iteration 26Q (5850.850000 sec): 3 clusters Score: Raw -890836.500232 + Penalty 4289.778825 = -886546.721407 nChanged 15 SP:Iteration 27Q (5850.880000 sec): 3 clusters Score: Raw -890839.964550 + Penalty 4289.778825 = -886550.185725 nChanged 13 SP:Iteration 28Q (5850.910000 sec): 3 clusters Score: Raw -890842.692393 + Penalty 4289.778825 = -886552.913568 nChanged 10 SP:Iteration 29Q (5850.930000 sec): 3 clusters Score: Raw -890845.719738 + Penalty 4289.778825 = -886555.940913 nChanged 13 SP:Iteration 30Q (5850.960000 sec): 3 clusters Score: Raw -890850.125595 + Penalty 4289.778825 = -886560.346770 nChanged 20 SP:Iteration 31Q (5850.990000 sec): 3 clusters Score: Raw -890856.680570 + Penalty 4289.778825 = -886566.901745 nChanged 18 SP:Iteration 32Q (5851.020000 sec): 3 clusters Score: Raw -890861.204558 + Penalty 4289.778825 = -886571.425733 nChanged 14 SP:Iteration 33Q (5851.040000 sec): 3 clusters Score: Raw -890864.358996 + Penalty 4289.778825 = -886574.580171 nChanged 9 SP:Iteration 34Q (5851.070000 sec): 3 clusters Score: Raw -890866.803857 + Penalty 4289.778825 = -886577.025032 nChanged 14 SP:Iteration 35Q (5851.100000 sec): 3 clusters Score: Raw -890869.474714 + Penalty 4289.778825 = -886579.695888 nChanged 12 SP:Iteration 36Q (5851.130000 sec): 3 clusters Score: Raw -890872.361779 + Penalty 4289.778825 = -886582.582953 nChanged 11 SP:Iteration 37Q (5851.150000 sec): 3 clusters Score: Raw -890875.601987 + Penalty 4289.778825 = -886585.823162 nChanged 11 SP:Iteration 38Q (5851.180000 sec): 3 clusters Score: Raw -890877.898195 + Penalty 4289.778825 = -886588.119370 nChanged 11 SP:Iteration 39Q (5851.210000 sec): 3 clusters Score: Raw -890880.570287 + Penalty 4289.778825 = -886590.791462 nChanged 10 SP:Iteration 40F (5851.240000 sec): 3 clusters Score: Raw -890882.663680 + Penalty 4289.778825 = -886592.884855 nChanged 2 SP:Iteration 41Q (5851.260000 sec): 3 clusters Score: Raw -890882.896347 + Penalty 4289.778825 = -886593.117522 nChanged 3 SP:Iteration 42Q (5851.290000 sec): 3 clusters Score: Raw -890883.894389 + Penalty 4289.778825 = -886594.115564 nChanged 2 SP:Iteration 43Q (5851.320000 sec): 3 clusters Score: Raw -890884.467340 + Penalty 4289.778825 = -886594.688515 nChanged 5 SP:Iteration 44Q (5851.350000 sec): 3 clusters Score: Raw -890886.023931 + Penalty 4289.778825 = -886596.245106 nChanged 4 SP:Iteration 45Q (5851.380000 sec): 3 clusters Score: Raw -890886.839929 + Penalty 4289.778825 = -886597.061104 nChanged 4 SP:Iteration 46Q (5851.410000 sec): 3 clusters Score: Raw -890888.344901 + Penalty 4289.778825 = -886598.566076 nChanged 4 SP:Iteration 47Q (5851.430000 sec): 3 clusters Score: Raw -890889.084310 + Penalty 4289.778825 = -886599.305485 nChanged 4 SP:Iteration 48Q (5851.460000 sec): 3 clusters Score: Raw -890890.372250 + Penalty 4289.778825 = -886600.593425 nChanged 3 SP:Iteration 49Q (5851.490000 sec): 3 clusters Score: Raw -890890.952349 + Penalty 4289.778825 = -886601.173524 nChanged 4 SP:Iteration 50Q (5851.520000 sec): 3 clusters Score: Raw -890891.722755 + Penalty 4289.778825 = -886601.943930 nChanged 2 SP:Iteration 51Q (5851.540000 sec): 3 clusters Score: Raw -890892.027945 + Penalty 4289.778825 = -886602.249120 nChanged 1 SP:Iteration 52Q (5851.570000 sec): 3 clusters Score: Raw -890892.435596 + Penalty 4289.778825 = -886602.656771 nChanged 2 SP:Iteration 53Q (5851.600000 sec): 3 clusters Score: Raw -890892.944827 + Penalty 4289.778825 = -886603.166002 nChanged 4 SP:Iteration 54Q (5851.630000 sec): 3 clusters Score: Raw -890893.984873 + Penalty 4289.778825 = -886604.206048 nChanged 3 SP:Iteration 55Q (5851.650000 sec): 3 clusters Score: Raw -890894.386195 + Penalty 4289.778825 = -886604.607369 nChanged 1 SP:Iteration 56Q (5851.680000 sec): 3 clusters Score: Raw -890894.567031 + Penalty 4289.778825 = -886604.788206 nChanged 1 SP:Iteration 57Q (5851.710000 sec): 3 clusters Score: Raw -890894.751221 + Penalty 4289.778825 = -886604.972396 nChanged 0 SP:Iteration 58F (5851.730000 sec): 3 clusters Score: Raw -890894.751221 + Penalty 4289.778825 = -886604.972396 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.760000 sec): 2 clusters Score: Raw -621730.020605 + Penalty 2072.192519 = -619657.828086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.780000 sec): 3 clusters Score: Raw -619755.258819 + Penalty 4144.385038 = -615610.873781 nChanged 1626 SP:Iteration 1F (5851.800000 sec): 3 clusters Score: Raw -620885.270985 + Penalty 4144.385038 = -616740.885947 nChanged 407 SP:Iteration 2F (5851.820000 sec): 3 clusters Score: Raw -621332.593212 + Penalty 4144.385038 = -617188.208174 nChanged 280 SP:Iteration 3F (5851.840000 sec): 3 clusters Score: Raw -621681.394311 + Penalty 4144.385038 = -617537.009273 nChanged 213 SP:Iteration 4F (5851.860000 sec): 3 clusters Score: Raw -621904.243807 + Penalty 4144.385038 = -617759.858769 nChanged 171 SP:Iteration 5Q (5851.880000 sec): 3 clusters Score: Raw -622053.453440 + Penalty 4144.385038 = -617909.068403 nChanged 149 SP:Iteration 6Q (5851.900000 sec): 3 clusters Score: Raw -622159.214459 + Penalty 4144.385038 = -618014.829421 nChanged 123 SP:Iteration 7Q (5851.920000 sec): 3 clusters Score: Raw -622253.546551 + Penalty 4144.385038 = -618109.161514 nChanged 108 SP:Iteration 8Q (5851.940000 sec): 3 clusters Score: Raw -622339.928793 + Penalty 4144.385038 = -618195.543755 nChanged 107 SP:Iteration 9Q (5851.960000 sec): 3 clusters Score: Raw -622418.592796 + Penalty 4144.385038 = -618274.207758 nChanged 97 SP:Iteration 10Q (5851.980000 sec): 3 clusters Score: Raw -622503.399020 + Penalty 4144.385038 = -618359.013982 nChanged 104 SP:Iteration 11Q (5852.000000 sec): 3 clusters Score: Raw -622591.215754 + Penalty 4144.385038 = -618446.830716 nChanged 95 SP:Iteration 12Q (5852.020000 sec): 3 clusters Score: Raw -622657.133465 + Penalty 4144.385038 = -618512.748428 nChanged 88 SP:Iteration 13Q (5852.040000 sec): 3 clusters Score: Raw -622720.532226 + Penalty 4144.385038 = -618576.147188 nChanged 101 SP:Iteration 14Q (5852.060000 sec): 3 clusters Score: Raw -622807.199854 + Penalty 4144.385038 = -618662.814816 nChanged 123 SP:Iteration 15Q (5852.080000 sec): 3 clusters Score: Raw -622911.161611 + Penalty 4144.385038 = -618766.776573 nChanged 103 SP:Iteration 16Q (5852.100000 sec): 3 clusters Score: Raw -622995.302496 + Penalty 4144.385038 = -618850.917458 nChanged 85 SP:Iteration 17Q (5852.120000 sec): 3 clusters Score: Raw -623054.008341 + Penalty 4144.385038 = -618909.623303 nChanged 76 SP:Iteration 18Q (5852.130000 sec): 3 clusters Score: Raw -623111.563256 + Penalty 4144.385038 = -618967.178218 nChanged 79 SP:Iteration 19Q (5852.150000 sec): 3 clusters Score: Raw -623163.814339 + Penalty 4144.385038 = -619019.429301 nChanged 57 SP:Iteration 20F (5852.170000 sec): 3 clusters Score: Raw -623195.800899 + Penalty 4144.385038 = -619051.415861 nChanged 44 SP:Iteration 21Q (5852.190000 sec): 3 clusters Score: Raw -623221.367736 + Penalty 4144.385038 = -619076.982698 nChanged 35 SP:Iteration 22Q (5852.210000 sec): 3 clusters Score: Raw -623244.192339 + Penalty 4144.385038 = -619099.807301 nChanged 27 SP:Iteration 23Q (5852.230000 sec): 3 clusters Score: Raw -623260.843599 + Penalty 4144.385038 = -619116.458562 nChanged 23 SP:Iteration 24Q (5852.250000 sec): 3 clusters Score: Raw -623273.532411 + Penalty 4144.385038 = -619129.147373 nChanged 19 SP:Iteration 25Q (5852.270000 sec): 3 clusters Score: Raw -623286.752620 + Penalty 4144.385038 = -619142.367582 nChanged 21 SP:Iteration 26Q (5852.290000 sec): 3 clusters Score: Raw -623300.647009 + Penalty 4144.385038 = -619156.261971 nChanged 18 SP:Iteration 27Q (5852.300000 sec): 3 clusters Score: Raw -623310.080950 + Penalty 4144.385038 = -619165.695912 nChanged 17 SP:Iteration 28Q (5852.320000 sec): 3 clusters Score: Raw -623320.436428 + Penalty 4144.385038 = -619176.051390 nChanged 14 SP:Iteration 29Q (5852.340000 sec): 3 clusters Score: Raw -623327.818315 + Penalty 4144.385038 = -619183.433277 nChanged 12 SP:Iteration 30Q (5852.360000 sec): 3 clusters Score: Raw -623334.210638 + Penalty 4144.385038 = -619189.825600 nChanged 8 SP:Iteration 31Q (5852.370000 sec): 3 clusters Score: Raw -623338.480448 + Penalty 4144.385038 = -619194.095410 nChanged 5 SP:Iteration 32Q (5852.390000 sec): 3 clusters Score: Raw -623340.432977 + Penalty 4144.385038 = -619196.047939 nChanged 6 SP:Iteration 33Q (5852.410000 sec): 3 clusters Score: Raw -623342.368753 + Penalty 4144.385038 = -619197.983715 nChanged 4 SP:Iteration 34Q (5852.430000 sec): 3 clusters Score: Raw -623344.025409 + Penalty 4144.385038 = -619199.640371 nChanged 4 SP:Iteration 35Q (5852.450000 sec): 3 clusters Score: Raw -623345.592099 + Penalty 4144.385038 = -619201.207062 nChanged 3 SP:Iteration 36Q (5852.460000 sec): 3 clusters Score: Raw -623347.222302 + Penalty 4144.385038 = -619202.837264 nChanged 2 SP:Iteration 37Q (5852.480000 sec): 3 clusters Score: Raw -623347.766101 + Penalty 4144.385038 = -619203.381063 nChanged 0 SP:Iteration 38F (5852.500000 sec): 3 clusters Score: Raw -623347.766101 + Penalty 4144.385038 = -619203.381063 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (6430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5852.530000 sec): 2 clusters Score: Raw -963986.887009 + Penalty 2174.644995 = -961812.242014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5852.560000 sec): 3 clusters Score: Raw -960767.657828 + Penalty 4349.289989 = -956418.367838 nChanged 2545 SP:Iteration 1F (5852.590000 sec): 3 clusters Score: Raw -962118.163365 + Penalty 4349.289989 = -957768.873375 nChanged 473 SP:Iteration 2F (5852.630000 sec): 3 clusters Score: Raw -962358.951524 + Penalty 4349.289989 = -958009.661535 nChanged 308 SP:Iteration 3Q (5852.660000 sec): 3 clusters Score: Raw -962508.962935 + Penalty 4349.289989 = -958159.672946 nChanged 244 SP:Iteration 4Q (5852.690000 sec): 3 clusters Score: Raw -962620.899562 + Penalty 4349.289989 = -958271.609573 nChanged 206 SP:Iteration 5Q (5852.720000 sec): 3 clusters Score: Raw -962716.252923 + Penalty 4349.289989 = -958366.962934 nChanged 193 SP:Iteration 6Q (5852.750000 sec): 3 clusters Score: Raw -962806.377215 + Penalty 4349.289989 = -958457.087226 nChanged 185 SP:Iteration 7Q (5852.790000 sec): 3 clusters Score: Raw -962893.088879 + Penalty 4349.289989 = -958543.798890 nChanged 191 SP:Iteration 8Q (5852.810000 sec): 3 clusters Score: Raw -962985.634159 + Penalty 4349.289989 = -958636.344170 nChanged 184 SP:Iteration 9Q (5852.850000 sec): 3 clusters Score: Raw -963075.633520 + Penalty 4349.289989 = -958726.343530 nChanged 188 SP:Iteration 10Q (5852.880000 sec): 3 clusters Score: Raw -963179.053521 + Penalty 4349.289989 = -958829.763532 nChanged 202 SP:Iteration 11Q (5852.910000 sec): 3 clusters Score: Raw -963301.413088 + Penalty 4349.289989 = -958952.123098 nChanged 203 SP:Iteration 12Q (5852.940000 sec): 3 clusters Score: Raw -963425.065389 + Penalty 4349.289989 = -959075.775400 nChanged 186 SP:Iteration 13Q (5852.970000 sec): 3 clusters Score: Raw -963533.700896 + Penalty 4349.289989 = -959184.410906 nChanged 167 SP:Iteration 14Q (5853.010000 sec): 3 clusters Score: Raw -963640.915185 + Penalty 4349.289989 = -959291.625195 nChanged 159 SP:Iteration 15Q (5853.040000 sec): 3 clusters Score: Raw -963748.645356 + Penalty 4349.289989 = -959399.355367 nChanged 129 SP:Iteration 16Q (5853.070000 sec): 3 clusters Score: Raw -963829.988170 + Penalty 4349.289989 = -959480.698180 nChanged 109 SP:Iteration 17Q (5853.100000 sec): 3 clusters Score: Raw -963903.750313 + Penalty 4349.289989 = -959554.460324 nChanged 96 SP:Iteration 18Q (5853.130000 sec): 3 clusters Score: Raw -963969.339866 + Penalty 4349.289989 = -959620.049877 nChanged 80 SP:Iteration 19Q (5853.160000 sec): 3 clusters Score: Raw -964025.676184 + Penalty 4349.289989 = -959676.386195 nChanged 66 SP:Iteration 20F (5853.190000 sec): 3 clusters Score: Raw -964068.777546 + Penalty 4349.289989 = -959719.487557 nChanged 39 SP:Iteration 21Q (5853.220000 sec): 3 clusters Score: Raw -964096.978579 + Penalty 4349.289989 = -959747.688589 nChanged 29 SP:Iteration 22Q (5853.250000 sec): 3 clusters Score: Raw -964114.370924 + Penalty 4349.289989 = -959765.080934 nChanged 22 SP:Iteration 23Q (5853.280000 sec): 3 clusters Score: Raw -964131.545270 + Penalty 4349.289989 = -959782.255281 nChanged 23 SP:Iteration 24Q (5853.310000 sec): 3 clusters Score: Raw -964145.835428 + Penalty 4349.289989 = -959796.545438 nChanged 11 SP:Iteration 25Q (5853.340000 sec): 3 clusters Score: Raw -964151.562739 + Penalty 4349.289989 = -959802.272750 nChanged 9 SP:Iteration 26Q (5853.370000 sec): 3 clusters Score: Raw -964157.058774 + Penalty 4349.289989 = -959807.768785 nChanged 4 SP:Iteration 27Q (5853.400000 sec): 3 clusters Score: Raw -964159.709895 + Penalty 4349.289989 = -959810.419906 nChanged 2 SP:Iteration 28Q (5853.430000 sec): 3 clusters Score: Raw -964160.481048 + Penalty 4349.289989 = -959811.191059 nChanged 0 SP:Iteration 29F (5853.460000 sec): 3 clusters Score: Raw -964160.481048 + Penalty 4349.289989 = -959811.191059 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5853.570000 sec): 2 clusters Score: Raw -3753904.867185 + Penalty 2504.769339 = -3751400.097846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5853.700000 sec): 3 clusters Score: Raw -3739601.487816 + Penalty 5009.538678 = -3734591.949138 nChanged 10744 SP:Iteration 1F (5853.820000 sec): 3 clusters Score: Raw -3745213.382426 + Penalty 5009.538678 = -3740203.843749 nChanged 1215 SP:Iteration 2Q (5853.950000 sec): 3 clusters Score: Raw -3745621.327793 + Penalty 5009.538678 = -3740611.789115 nChanged 1036 SP:Iteration 3Q (5854.070000 sec): 3 clusters Score: Raw -3745940.061766 + Penalty 5009.538678 = -3740930.523088 nChanged 888 SP:Iteration 4Q (5854.200000 sec): 3 clusters Score: Raw -3746227.266846 + Penalty 5009.538678 = -3741217.728168 nChanged 913 SP:Iteration 5Q (5854.330000 sec): 3 clusters Score: Raw -3746552.695978 + Penalty 5009.538678 = -3741543.157300 nChanged 980 SP:Iteration 6Q (5854.450000 sec): 3 clusters Score: Raw -3746957.968659 + Penalty 5009.538678 = -3741948.429981 nChanged 1114 SP:Iteration 7Q (5854.570000 sec): 3 clusters Score: Raw -3747517.590302 + Penalty 5009.538678 = -3742508.051624 nChanged 1257 SP:Iteration 8F (5854.700000 sec): 3 clusters Score: Raw -3748256.156370 + Penalty 5009.538678 = -3743246.617692 nChanged 1454 SP:Iteration 9F (5854.820000 sec): 3 clusters Score: Raw -3749255.889403 + Penalty 5009.538678 = -3744246.350725 nChanged 1511 SP:Iteration 10F (5854.950000 sec): 3 clusters Score: Raw -3750451.350884 + Penalty 5009.538678 = -3745441.812206 nChanged 1364 SP:Iteration 11F (5855.070000 sec): 3 clusters Score: Raw -3751632.558787 + Penalty 5009.538678 = -3746623.020109 nChanged 1158 SP:Iteration 12Q (5855.190000 sec): 3 clusters Score: Raw -3752676.903986 + Penalty 5009.538678 = -3747667.365309 nChanged 717 SP:Iteration 13Q (5855.300000 sec): 3 clusters Score: Raw -3753322.437934 + Penalty 5009.538678 = -3748312.899256 nChanged 394 SP:Iteration 14Q (5855.410000 sec): 3 clusters Score: Raw -3753657.047454 + Penalty 5009.538678 = -3748647.508776 nChanged 242 SP:Iteration 15Q (5855.510000 sec): 3 clusters Score: Raw -3753869.517971 + Penalty 5009.538678 = -3748859.979293 nChanged 141 SP:Iteration 16Q (5855.600000 sec): 3 clusters Score: Raw -3753991.346333 + Penalty 5009.538678 = -3748981.807655 nChanged 79 SP:Iteration 17Q (5855.690000 sec): 3 clusters Score: Raw -3754061.600073 + Penalty 5009.538678 = -3749052.061395 nChanged 52 SP:Iteration 18Q (5855.780000 sec): 3 clusters Score: Raw -3754112.345076 + Penalty 5009.538678 = -3749102.806398 nChanged 36 SP:Iteration 19Q (5855.870000 sec): 3 clusters Score: Raw -3754144.908670 + Penalty 5009.538678 = -3749135.369993 nChanged 19 SP:Iteration 20F (5855.990000 sec): 3 clusters Score: Raw -3754162.228117 + Penalty 5009.538678 = -3749152.689440 nChanged 25 SP:Iteration 21Q (5856.080000 sec): 3 clusters Score: Raw -3754183.515955 + Penalty 5009.538678 = -3749173.977277 nChanged 12 SP:Iteration 22Q (5856.170000 sec): 3 clusters Score: Raw -3754197.668305 + Penalty 5009.538678 = -3749188.129627 nChanged 11 SP:Iteration 23Q (5856.250000 sec): 3 clusters Score: Raw -3754209.546839 + Penalty 5009.538678 = -3749200.008161 nChanged 15 SP:Iteration 24Q (5856.340000 sec): 3 clusters Score: Raw -3754226.625318 + Penalty 5009.538678 = -3749217.086640 nChanged 6 SP:Iteration 25Q (5856.430000 sec): 3 clusters Score: Raw -3754230.774685 + Penalty 5009.538678 = -3749221.236007 nChanged 1 SP:Iteration 26Q (5856.520000 sec): 3 clusters Score: Raw -3754232.677851 + Penalty 5009.538678 = -3749223.139173 nChanged 2 SP:Iteration 27Q (5856.610000 sec): 3 clusters Score: Raw -3754234.077419 + Penalty 5009.538678 = -3749224.538742 nChanged 3 SP:Iteration 28Q (5856.690000 sec): 3 clusters Score: Raw -3754237.075997 + Penalty 5009.538678 = -3749227.537320 nChanged 2 SP:Iteration 29Q (5856.780000 sec): 3 clusters Score: Raw -3754241.145091 + Penalty 5009.538678 = -3749231.606414 nChanged 2 SP:Iteration 30Q (5856.870000 sec): 3 clusters Score: Raw -3754243.548618 + Penalty 5009.538678 = -3749234.009941 nChanged 3 SP:Iteration 31Q (5856.960000 sec): 3 clusters Score: Raw -3754247.668375 + Penalty 5009.538678 = -3749238.129698 nChanged 2 SP:Iteration 32Q (5857.050000 sec): 3 clusters Score: Raw -3754248.586344 + Penalty 5009.538678 = -3749239.047666 nChanged 0 SP:Iteration 33F (5857.170000 sec): 3 clusters Score: Raw -3754248.586344 + Penalty 5009.538678 = -3749239.047666 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5857.220000 sec): 2 clusters Score: Raw -1643371.405355 + Penalty 2299.758875 = -1641071.646480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5857.270000 sec): 3 clusters Score: Raw -1637568.715333 + Penalty 4599.517750 = -1632969.197583 nChanged 4474 SP:Iteration 1F (5857.330000 sec): 3 clusters Score: Raw -1640125.704960 + Penalty 4599.517750 = -1635526.187210 nChanged 790 SP:Iteration 2F (5857.390000 sec): 3 clusters Score: Raw -1640549.256696 + Penalty 4599.517750 = -1635949.738946 nChanged 609 SP:Iteration 3F (5857.440000 sec): 3 clusters Score: Raw -1640859.726805 + Penalty 4599.517750 = -1636260.209055 nChanged 495 SP:Iteration 4Q (5857.490000 sec): 3 clusters Score: Raw -1641105.630575 + Penalty 4599.517750 = -1636506.112825 nChanged 450 SP:Iteration 5Q (5857.540000 sec): 3 clusters Score: Raw -1641317.699127 + Penalty 4599.517750 = -1636718.181377 nChanged 429 SP:Iteration 6Q (5857.600000 sec): 3 clusters Score: Raw -1641527.964721 + Penalty 4599.517750 = -1636928.446971 nChanged 414 SP:Iteration 7Q (5857.650000 sec): 3 clusters Score: Raw -1641740.569864 + Penalty 4599.517750 = -1637141.052114 nChanged 412 SP:Iteration 8Q (5857.700000 sec): 3 clusters Score: Raw -1641991.860572 + Penalty 4599.517750 = -1637392.342822 nChanged 439 SP:Iteration 9Q (5857.760000 sec): 3 clusters Score: Raw -1642269.006007 + Penalty 4599.517750 = -1637669.488257 nChanged 426 SP:Iteration 10Q (5857.810000 sec): 3 clusters Score: Raw -1642576.662699 + Penalty 4599.517750 = -1637977.144949 nChanged 407 SP:Iteration 11Q (5857.860000 sec): 3 clusters Score: Raw -1642885.949345 + Penalty 4599.517750 = -1638286.431595 nChanged 350 SP:Iteration 12Q (5857.910000 sec): 3 clusters Score: Raw -1643217.364338 + Penalty 4599.517750 = -1638617.846588 nChanged 325 SP:Iteration 13Q (5857.960000 sec): 3 clusters Score: Raw -1643510.218189 + Penalty 4599.517750 = -1638910.700439 nChanged 265 SP:Iteration 14Q (5858.010000 sec): 3 clusters Score: Raw -1643714.341482 + Penalty 4599.517750 = -1639114.823732 nChanged 202 SP:Iteration 15Q (5858.060000 sec): 3 clusters Score: Raw -1643852.541695 + Penalty 4599.517750 = -1639253.023945 nChanged 184 SP:Iteration 16Q (5858.110000 sec): 3 clusters Score: Raw -1643975.352202 + Penalty 4599.517750 = -1639375.834452 nChanged 162 SP:Iteration 17Q (5858.160000 sec): 3 clusters Score: Raw -1644062.836537 + Penalty 4599.517750 = -1639463.318787 nChanged 127 SP:Iteration 18Q (5858.200000 sec): 3 clusters Score: Raw -1644119.963468 + Penalty 4599.517750 = -1639520.445718 nChanged 98 SP:Iteration 19Q (5858.250000 sec): 3 clusters Score: Raw -1644157.549761 + Penalty 4599.517750 = -1639558.032011 nChanged 75 SP:Iteration 20F (5858.300000 sec): 3 clusters Score: Raw -1644185.170252 + Penalty 4599.517750 = -1639585.652503 nChanged 62 SP:Iteration 21Q (5858.350000 sec): 3 clusters Score: Raw -1644201.400003 + Penalty 4599.517750 = -1639601.882253 nChanged 47 SP:Iteration 22Q (5858.400000 sec): 3 clusters Score: Raw -1644214.768226 + Penalty 4599.517750 = -1639615.250476 nChanged 42 SP:Iteration 23Q (5858.440000 sec): 3 clusters Score: Raw -1644227.944276 + Penalty 4599.517750 = -1639628.426526 nChanged 44 SP:Iteration 24Q (5858.490000 sec): 3 clusters Score: Raw -1644239.186390 + Penalty 4599.517750 = -1639639.668640 nChanged 30 SP:Iteration 25Q (5858.540000 sec): 3 clusters Score: Raw -1644245.825370 + Penalty 4599.517750 = -1639646.307620 nChanged 26 SP:Iteration 26Q (5858.580000 sec): 3 clusters Score: Raw -1644252.075771 + Penalty 4599.517750 = -1639652.558021 nChanged 30 SP:Iteration 27Q (5858.630000 sec): 3 clusters Score: Raw -1644260.120923 + Penalty 4599.517750 = -1639660.603174 nChanged 40 SP:Iteration 28Q (5858.670000 sec): 3 clusters Score: Raw -1644271.013884 + Penalty 4599.517750 = -1639671.496134 nChanged 43 SP:Iteration 29Q (5858.720000 sec): 3 clusters Score: Raw -1644283.729811 + Penalty 4599.517750 = -1639684.212061 nChanged 44 SP:Iteration 30Q (5858.760000 sec): 3 clusters Score: Raw -1644298.073395 + Penalty 4599.517750 = -1639698.555645 nChanged 50 SP:Iteration 31Q (5858.810000 sec): 3 clusters Score: Raw -1644313.350177 + Penalty 4599.517750 = -1639713.832427 nChanged 55 SP:Iteration 32Q (5858.860000 sec): 3 clusters Score: Raw -1644333.669854 + Penalty 4599.517750 = -1639734.152104 nChanged 73 SP:Iteration 33Q (5858.900000 sec): 3 clusters Score: Raw -1644359.832952 + Penalty 4599.517750 = -1639760.315202 nChanged 80 SP:Iteration 34Q (5858.950000 sec): 3 clusters Score: Raw -1644392.951820 + Penalty 4599.517750 = -1639793.434070 nChanged 81 SP:Iteration 35Q (5858.990000 sec): 3 clusters Score: Raw -1644424.301596 + Penalty 4599.517750 = -1639824.783847 nChanged 84 SP:Iteration 36Q (5859.040000 sec): 3 clusters Score: Raw -1644459.034342 + Penalty 4599.517750 = -1639859.516592 nChanged 106 SP:Iteration 37Q (5859.080000 sec): 3 clusters Score: Raw -1644514.352702 + Penalty 4599.517750 = -1639914.834952 nChanged 112 SP:Iteration 38Q (5859.130000 sec): 3 clusters Score: Raw -1644571.367850 + Penalty 4599.517750 = -1639971.850101 nChanged 93 SP:Iteration 39Q (5859.180000 sec): 3 clusters Score: Raw -1644615.766938 + Penalty 4599.517750 = -1640016.249188 nChanged 102 SP:Iteration 40F (5859.230000 sec): 3 clusters Score: Raw -1644658.920463 + Penalty 4599.517750 = -1640059.402713 nChanged 86 SP:Iteration 41Q (5859.270000 sec): 3 clusters Score: Raw -1644689.007844 + Penalty 4599.517750 = -1640089.490094 nChanged 75 SP:Iteration 42Q (5859.320000 sec): 3 clusters Score: Raw -1644712.465414 + Penalty 4599.517750 = -1640112.947664 nChanged 70 SP:Iteration 43Q (5859.360000 sec): 3 clusters Score: Raw -1644736.838588 + Penalty 4599.517750 = -1640137.320838 nChanged 69 SP:Iteration 44Q (5859.410000 sec): 3 clusters Score: Raw -1644758.342748 + Penalty 4599.517750 = -1640158.824998 nChanged 60 SP:Iteration 45Q (5859.450000 sec): 3 clusters Score: Raw -1644774.953701 + Penalty 4599.517750 = -1640175.435952 nChanged 54 SP:Iteration 46Q (5859.490000 sec): 3 clusters Score: Raw -1644789.448007 + Penalty 4599.517750 = -1640189.930257 nChanged 54 SP:Iteration 47Q (5859.530000 sec): 3 clusters Score: Raw -1644804.051380 + Penalty 4599.517750 = -1640204.533630 nChanged 44 SP:Iteration 48Q (5859.570000 sec): 3 clusters Score: Raw -1644814.371684 + Penalty 4599.517750 = -1640214.853934 nChanged 29 SP:Iteration 49Q (5859.620000 sec): 3 clusters Score: Raw -1644821.796438 + Penalty 4599.517750 = -1640222.278688 nChanged 25 SP:Iteration 50Q (5859.660000 sec): 3 clusters Score: Raw -1644827.055192 + Penalty 4599.517750 = -1640227.537442 nChanged 26 SP:Iteration 51Q (5859.700000 sec): 3 clusters Score: Raw -1644831.634436 + Penalty 4599.517750 = -1640232.116686 nChanged 16 SP:Iteration 52Q (5859.750000 sec): 3 clusters Score: Raw -1644834.776000 + Penalty 4599.517750 = -1640235.258250 nChanged 13 SP:Iteration 53Q (5859.800000 sec): 3 clusters Score: Raw -1644836.700734 + Penalty 4599.517750 = -1640237.182984 nChanged 9 SP:Iteration 54Q (5859.840000 sec): 3 clusters Score: Raw -1644838.533170 + Penalty 4599.517750 = -1640239.015420 nChanged 9 SP:Iteration 55Q (5859.890000 sec): 3 clusters Score: Raw -1644840.683785 + Penalty 4599.517750 = -1640241.166035 nChanged 10 SP:Iteration 56Q (5859.930000 sec): 3 clusters Score: Raw -1644841.919227 + Penalty 4599.517750 = -1640242.401477 nChanged 10 SP:Iteration 57Q (5859.980000 sec): 3 clusters Score: Raw -1644843.685754 + Penalty 4599.517750 = -1640244.168004 nChanged 13 SP:Iteration 58Q (5860.020000 sec): 3 clusters Score: Raw -1644845.860303 + Penalty 4599.517750 = -1640246.342553 nChanged 17 SP:Iteration 59Q (5860.070000 sec): 3 clusters Score: Raw -1644849.081990 + Penalty 4599.517750 = -1640249.564240 nChanged 21 SP:Iteration 60F (5860.120000 sec): 3 clusters Score: Raw -1644853.453724 + Penalty 4599.517750 = -1640253.935974 nChanged 28 SP:Iteration 61Q (5860.170000 sec): 3 clusters Score: Raw -1644858.802858 + Penalty 4599.517750 = -1640259.285108 nChanged 18 SP:Iteration 62Q (5860.210000 sec): 3 clusters Score: Raw -1644861.880670 + Penalty 4599.517750 = -1640262.362920 nChanged 20 SP:Iteration 63Q (5860.260000 sec): 3 clusters Score: Raw -1644865.587613 + Penalty 4599.517750 = -1640266.069863 nChanged 14 SP:Iteration 64Q (5860.300000 sec): 3 clusters Score: Raw -1644868.207177 + Penalty 4599.517750 = -1640268.689427 nChanged 18 SP:Iteration 65Q (5860.350000 sec): 3 clusters Score: Raw -1644871.209834 + Penalty 4599.517750 = -1640271.692084 nChanged 15 SP:Iteration 66Q (5860.400000 sec): 3 clusters Score: Raw -1644874.443901 + Penalty 4599.517750 = -1640274.926151 nChanged 17 SP:Iteration 67Q (5860.440000 sec): 3 clusters Score: Raw -1644878.527911 + Penalty 4599.517750 = -1640279.010161 nChanged 26 SP:Iteration 68Q (5860.490000 sec): 3 clusters Score: Raw -1644885.504886 + Penalty 4599.517750 = -1640285.987136 nChanged 40 SP:Iteration 69Q (5860.530000 sec): 3 clusters Score: Raw -1644895.977223 + Penalty 4599.517750 = -1640296.459473 nChanged 47 SP:Iteration 70Q (5860.580000 sec): 3 clusters Score: Raw -1644910.917360 + Penalty 4599.517750 = -1640311.399610 nChanged 60 SP:Iteration 71Q (5860.620000 sec): 3 clusters Score: Raw -1644932.520269 + Penalty 4599.517750 = -1640333.002519 nChanged 62 SP:Iteration 72Q (5860.670000 sec): 3 clusters Score: Raw -1644952.549659 + Penalty 4599.517750 = -1640353.031909 nChanged 81 SP:Iteration 73Q (5860.720000 sec): 3 clusters Score: Raw -1644991.287027 + Penalty 4599.517750 = -1640391.769277 nChanged 98 SP:Iteration 74Q (5860.760000 sec): 3 clusters Score: Raw -1645039.717774 + Penalty 4599.517750 = -1640440.200024 nChanged 99 SP:Iteration 75Q (5860.800000 sec): 3 clusters Score: Raw -1645087.103485 + Penalty 4599.517750 = -1640487.585735 nChanged 104 SP:Iteration 76Q (5860.850000 sec): 3 clusters Score: Raw -1645134.540428 + Penalty 4599.517750 = -1640535.022678 nChanged 93 SP:Iteration 77Q (5860.900000 sec): 3 clusters Score: Raw -1645173.683448 + Penalty 4599.517750 = -1640574.165698 nChanged 92 SP:Iteration 78Q (5860.940000 sec): 3 clusters Score: Raw -1645213.626830 + Penalty 4599.517750 = -1640614.109080 nChanged 87 SP:Iteration 79Q (5860.980000 sec): 3 clusters Score: Raw -1645253.406259 + Penalty 4599.517750 = -1640653.888509 nChanged 84 SP:Iteration 80F (5861.040000 sec): 3 clusters Score: Raw -1645292.198722 + Penalty 4599.517750 = -1640692.680972 nChanged 75 SP:Iteration 81Q (5861.080000 sec): 3 clusters Score: Raw -1645320.562438 + Penalty 4599.517750 = -1640721.044688 nChanged 59 SP:Iteration 82Q (5861.130000 sec): 3 clusters Score: Raw -1645340.090291 + Penalty 4599.517750 = -1640740.572541 nChanged 43 SP:Iteration 83Q (5861.170000 sec): 3 clusters Score: Raw -1645352.967498 + Penalty 4599.517750 = -1640753.449748 nChanged 39 SP:Iteration 84Q (5861.220000 sec): 3 clusters Score: Raw -1645365.079453 + Penalty 4599.517750 = -1640765.561703 nChanged 38 SP:Iteration 85Q (5861.260000 sec): 3 clusters Score: Raw -1645376.618124 + Penalty 4599.517750 = -1640777.100374 nChanged 40 SP:Iteration 86Q (5861.300000 sec): 3 clusters Score: Raw -1645387.928955 + Penalty 4599.517750 = -1640788.411205 nChanged 35 SP:Iteration 87Q (5861.350000 sec): 3 clusters Score: Raw -1645397.587409 + Penalty 4599.517750 = -1640798.069659 nChanged 32 SP:Iteration 88Q (5861.390000 sec): 3 clusters Score: Raw -1645406.773269 + Penalty 4599.517750 = -1640807.255519 nChanged 25 SP:Iteration 89Q (5861.440000 sec): 3 clusters Score: Raw -1645413.266057 + Penalty 4599.517750 = -1640813.748307 nChanged 22 SP:Iteration 90Q (5861.480000 sec): 3 clusters Score: Raw -1645418.904154 + Penalty 4599.517750 = -1640819.386404 nChanged 29 SP:Iteration 91Q (5861.520000 sec): 3 clusters Score: Raw -1645426.787163 + Penalty 4599.517750 = -1640827.269413 nChanged 23 SP:Iteration 92Q (5861.570000 sec): 3 clusters Score: Raw -1645433.047709 + Penalty 4599.517750 = -1640833.529959 nChanged 24 SP:Iteration 93Q (5861.610000 sec): 3 clusters Score: Raw -1645438.859594 + Penalty 4599.517750 = -1640839.341844 nChanged 21 SP:Iteration 94Q (5861.650000 sec): 3 clusters Score: Raw -1645445.399970 + Penalty 4599.517750 = -1640845.882220 nChanged 31 SP:Iteration 95Q (5861.700000 sec): 3 clusters Score: Raw -1645455.024756 + Penalty 4599.517750 = -1640855.507006 nChanged 31 SP:Iteration 96Q (5861.740000 sec): 3 clusters Score: Raw -1645462.829542 + Penalty 4599.517750 = -1640863.311792 nChanged 20 SP:Iteration 97Q (5861.780000 sec): 3 clusters Score: Raw -1645466.913863 + Penalty 4599.517750 = -1640867.396113 nChanged 16 SP:Iteration 98Q (5861.830000 sec): 3 clusters Score: Raw -1645470.998581 + Penalty 4599.517750 = -1640871.480831 nChanged 19 SP:Iteration 99Q (5861.870000 sec): 3 clusters Score: Raw -1645475.978255 + Penalty 4599.517750 = -1640876.460505 nChanged 27 SP:Iteration 100F (5861.920000 sec): 3 clusters Score: Raw -1645483.387777 + Penalty 4599.517750 = -1640883.870027 nChanged 30 SP:Iteration 101Q (5861.970000 sec): 3 clusters Score: Raw -1645492.664025 + Penalty 4599.517750 = -1640893.146276 nChanged 20 SP:Iteration 102Q (5862.010000 sec): 3 clusters Score: Raw -1645497.405523 + Penalty 4599.517750 = -1640897.887773 nChanged 17 SP:Iteration 103Q (5862.060000 sec): 3 clusters Score: Raw -1645501.281431 + Penalty 4599.517750 = -1640901.763681 nChanged 15 SP:Iteration 104Q (5862.100000 sec): 3 clusters Score: Raw -1645503.841337 + Penalty 4599.517750 = -1640904.323587 nChanged 8 SP:Iteration 105Q (5862.140000 sec): 3 clusters Score: Raw -1645504.858889 + Penalty 4599.517750 = -1640905.341139 nChanged 5 SP:Iteration 106Q (5862.180000 sec): 3 clusters Score: Raw -1645505.558910 + Penalty 4599.517750 = -1640906.041160 nChanged 5 SP:Iteration 107Q (5862.230000 sec): 3 clusters Score: Raw -1645506.117545 + Penalty 4599.517750 = -1640906.599796 nChanged 5 SP:Iteration 108Q (5862.270000 sec): 3 clusters Score: Raw -1645506.947353 + Penalty 4599.517750 = -1640907.429603 nChanged 9 SP:Iteration 109Q (5862.320000 sec): 3 clusters Score: Raw -1645508.324917 + Penalty 4599.517750 = -1640908.807167 nChanged 6 SP:Iteration 110Q (5862.360000 sec): 3 clusters Score: Raw -1645509.129454 + Penalty 4599.517750 = -1640909.611705 nChanged 5 SP:Iteration 111Q (5862.410000 sec): 3 clusters Score: Raw -1645509.982623 + Penalty 4599.517750 = -1640910.464873 nChanged 5 SP:Iteration 112Q (5862.450000 sec): 3 clusters Score: Raw -1645510.784445 + Penalty 4599.517750 = -1640911.266695 nChanged 3 SP:Iteration 113Q (5862.490000 sec): 3 clusters Score: Raw -1645511.283734 + Penalty 4599.517750 = -1640911.765984 nChanged 5 SP:Iteration 114Q (5862.530000 sec): 3 clusters Score: Raw -1645512.011934 + Penalty 4599.517750 = -1640912.494184 nChanged 0 SP:Iteration 115F (5862.590000 sec): 3 clusters Score: Raw -1645512.011934 + Penalty 4599.517750 = -1640912.494184 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.600000 sec): 2 clusters Score: Raw -94117.992482 + Penalty 1610.075479 = -92507.917003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.600000 sec): 3 clusters Score: Raw -94084.210883 + Penalty 3220.150958 = -90864.059924 nChanged 161 SP:Iteration 1F (5862.610000 sec): 3 clusters Score: Raw -94471.186788 + Penalty 3220.150958 = -91251.035830 nChanged 62 SP:Iteration 2F (5862.610000 sec): 3 clusters Score: Raw -94721.328820 + Penalty 3220.150958 = -91501.177861 nChanged 58 SP:Iteration 3F (5862.610000 sec): 3 clusters Score: Raw -94994.005749 + Penalty 3220.150958 = -91773.854790 nChanged 52 SP:Iteration 4F (5862.610000 sec): 3 clusters Score: Raw -95303.533582 + Penalty 3220.150958 = -92083.382624 nChanged 30 SP:Iteration 5Q (5862.620000 sec): 3 clusters Score: Raw -95417.540413 + Penalty 3220.150958 = -92197.389455 nChanged 12 SP:Iteration 6Q (5862.620000 sec): 3 clusters Score: Raw -95446.226074 + Penalty 3220.150958 = -92226.075116 nChanged 5 SP:Iteration 7Q (5862.620000 sec): 3 clusters Score: Raw -95468.199061 + Penalty 3220.150958 = -92248.048103 nChanged 4 SP:Iteration 8Q (5862.630000 sec): 3 clusters Score: Raw -95493.389213 + Penalty 3220.150958 = -92273.238255 nChanged 4 SP:Iteration 9Q (5862.630000 sec): 3 clusters Score: Raw -95506.789487 + Penalty 3220.150958 = -92286.638529 nChanged 3 SP:Iteration 10Q (5862.630000 sec): 3 clusters Score: Raw -95512.466672 + Penalty 3220.150958 = -92292.315713 nChanged 0 SP:Iteration 11F (5862.630000 sec): 3 clusters Score: Raw -95512.466672 + Penalty 3220.150958 = -92292.315713 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.640000 sec): 2 clusters Score: Raw -51870.378792 + Penalty 1467.218112 = -50403.160680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.640000 sec): 3 clusters Score: Raw -52014.179509 + Penalty 2934.436223 = -49079.743286 nChanged 61 SP:Iteration 1F (5862.640000 sec): 3 clusters Score: Raw -52173.809101 + Penalty 2934.436223 = -49239.372878 nChanged 8 SP:Iteration 2Q (5862.640000 sec): 3 clusters Score: Raw -52197.456625 + Penalty 2934.436223 = -49263.020402 nChanged 3 SP:Iteration 3Q (5862.650000 sec): 3 clusters Score: Raw -52201.778696 + Penalty 2934.436223 = -49267.342473 nChanged 2 SP:Iteration 4Q (5862.650000 sec): 3 clusters Score: Raw -52218.570385 + Penalty 2934.436223 = -49284.134162 nChanged 2 SP:Iteration 5Q (5862.650000 sec): 3 clusters Score: Raw -52224.532372 + Penalty 2934.436223 = -49290.096149 nChanged 2 SP:Iteration 6Q (5862.650000 sec): 3 clusters Score: Raw -52228.219273 + Penalty 2934.436223 = -49293.783050 nChanged 1 SP:Iteration 7Q (5862.650000 sec): 3 clusters Score: Raw -52230.587259 + Penalty 2934.436223 = -49296.151036 nChanged 0 SP:Iteration 8F (5862.650000 sec): 3 clusters Score: Raw -52230.587259 + Penalty 2934.436223 = -49296.151036 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 27 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.660000 sec): 2 clusters Score: Raw -97196.076169 + Penalty 1638.784155 = -95557.292014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.660000 sec): 3 clusters Score: Raw -97168.441582 + Penalty 3277.568310 = -93890.873272 nChanged 180 SP:Iteration 1F (5862.670000 sec): 3 clusters Score: Raw -97658.334275 + Penalty 3277.568310 = -94380.765964 nChanged 73 SP:Iteration 2F (5862.670000 sec): 3 clusters Score: Raw -98058.972869 + Penalty 3277.568310 = -94781.404558 nChanged 55 SP:Iteration 3F (5862.670000 sec): 3 clusters Score: Raw -98535.685010 + Penalty 3277.568310 = -95258.116700 nChanged 48 SP:Iteration 4F (5862.680000 sec): 3 clusters Score: Raw -99309.185221 + Penalty 3277.568310 = -96031.616911 nChanged 53 SP:Iteration 5F (5862.680000 sec): 3 clusters Score: Raw -99816.135911 + Penalty 3277.568310 = -96538.567601 nChanged 36 SP:Iteration 6Q (5862.690000 sec): 3 clusters Score: Raw -100109.155782 + Penalty 3277.568310 = -96831.587472 nChanged 18 SP:Iteration 7Q (5862.690000 sec): 3 clusters Score: Raw -100309.565274 + Penalty 3277.568310 = -97031.996964 nChanged 6 SP:Iteration 8Q (5862.690000 sec): 3 clusters Score: Raw -100384.282892 + Penalty 3277.568310 = -97106.714582 nChanged 2 SP:Iteration 9Q (5862.690000 sec): 3 clusters Score: Raw -100390.323585 + Penalty 3277.568310 = -97112.755275 nChanged 1 SP:Iteration 10Q (5862.690000 sec): 3 clusters Score: Raw -100392.844366 + Penalty 3277.568310 = -97115.276056 nChanged 2 SP:Iteration 11Q (5862.700000 sec): 3 clusters Score: Raw -100399.780785 + Penalty 3277.568310 = -97122.212475 nChanged 3 SP:Iteration 12Q (5862.700000 sec): 3 clusters Score: Raw -100410.056711 + Penalty 3277.568310 = -97132.488401 nChanged 0 SP:Iteration 13F (5862.710000 sec): 3 clusters Score: Raw -100410.056711 + Penalty 3277.568310 = -97132.488401 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 28 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.710000 sec): 2 clusters Score: Raw -131634.794490 + Penalty 1678.015545 = -129956.778945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.720000 sec): 3 clusters Score: Raw -131468.896599 + Penalty 3356.031090 = -128112.865509 nChanged 224 SP:Iteration 1F (5862.730000 sec): 3 clusters Score: Raw -131759.106885 + Penalty 3356.031090 = -128403.075794 nChanged 49 SP:Iteration 2F (5862.730000 sec): 3 clusters Score: Raw -131830.380738 + Penalty 3356.031090 = -128474.349647 nChanged 17 SP:Iteration 3Q (5862.730000 sec): 3 clusters Score: Raw -131856.180258 + Penalty 3356.031090 = -128500.149168 nChanged 10 SP:Iteration 4Q (5862.740000 sec): 3 clusters Score: Raw -131867.770489 + Penalty 3356.031090 = -128511.739398 nChanged 6 SP:Iteration 5Q (5862.740000 sec): 3 clusters Score: Raw -131876.577008 + Penalty 3356.031090 = -128520.545918 nChanged 5 SP:Iteration 6Q (5862.750000 sec): 3 clusters Score: Raw -131886.275970 + Penalty 3356.031090 = -128530.244879 nChanged 1 SP:Iteration 7Q (5862.750000 sec): 3 clusters Score: Raw -131887.477301 + Penalty 3356.031090 = -128531.446211 nChanged 0 SP:Iteration 8F (5862.750000 sec): 3 clusters Score: Raw -131887.477301 + Penalty 3356.031090 = -128531.446211 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 29 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.760000 sec): 2 clusters Score: Raw -89569.777165 + Penalty 1617.479014 = -87952.298151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.760000 sec): 3 clusters Score: Raw -89571.995686 + Penalty 3234.958028 = -86337.037658 nChanged 157 SP:Iteration 1F (5862.770000 sec): 3 clusters Score: Raw -89938.610455 + Penalty 3234.958028 = -86703.652427 nChanged 52 SP:Iteration 2F (5862.770000 sec): 3 clusters Score: Raw -90058.103799 + Penalty 3234.958028 = -86823.145771 nChanged 38 SP:Iteration 3F (5862.770000 sec): 3 clusters Score: Raw -90137.024250 + Penalty 3234.958028 = -86902.066222 nChanged 24 SP:Iteration 4Q (5862.780000 sec): 3 clusters Score: Raw -90190.752285 + Penalty 3234.958028 = -86955.794257 nChanged 20 SP:Iteration 5Q (5862.780000 sec): 3 clusters Score: Raw -90241.988809 + Penalty 3234.958028 = -87007.030781 nChanged 13 SP:Iteration 6Q (5862.780000 sec): 3 clusters Score: Raw -90320.780983 + Penalty 3234.958028 = -87085.822955 nChanged 21 SP:Iteration 7Q (5862.790000 sec): 3 clusters Score: Raw -90467.670240 + Penalty 3234.958028 = -87232.712212 nChanged 25 SP:Iteration 8Q (5862.790000 sec): 3 clusters Score: Raw -90561.460666 + Penalty 3234.958028 = -87326.502638 nChanged 36 SP:Iteration 9F (5862.790000 sec): 3 clusters Score: Raw -90704.116332 + Penalty 3234.958028 = -87469.158304 nChanged 38 SP:Iteration 10F (5862.800000 sec): 3 clusters Score: Raw -90876.446618 + Penalty 3234.958028 = -87641.488590 nChanged 45 SP:Iteration 11F (5862.800000 sec): 3 clusters Score: Raw -91118.644215 + Penalty 3234.958028 = -87883.686187 nChanged 35 SP:Iteration 12F (5862.800000 sec): 3 clusters Score: Raw -91337.243130 + Penalty 3234.958028 = -88102.285102 nChanged 32 SP:Iteration 13Q (5862.810000 sec): 3 clusters Score: Raw -91756.807817 + Penalty 3234.958028 = -88521.849789 nChanged 20 SP:Iteration 14Q (5862.810000 sec): 3 clusters Score: Raw -92305.883492 + Penalty 3234.958028 = -89070.925464 nChanged 12 SP:Iteration 15Q (5862.810000 sec): 3 clusters Score: Raw -92862.151524 + Penalty 3234.958028 = -89627.193496 nChanged 3 SP:Iteration 16Q (5862.810000 sec): 3 clusters Score: Raw -92961.527176 + Penalty 3234.958028 = -89726.569148 nChanged 0 SP:Iteration 17F (5862.820000 sec): 3 clusters Score: Raw -92961.527176 + Penalty 3234.958028 = -89726.569148 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 30 (13732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.890000 sec): 2 clusters Score: Raw -2108867.556169 + Penalty 2362.816070 = -2106504.740099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.960000 sec): 3 clusters Score: Raw -2101180.952383 + Penalty 4725.632141 = -2096455.320242 nChanged 5853 SP:Iteration 1F (5863.030000 sec): 3 clusters Score: Raw -2104416.324727 + Penalty 4725.632141 = -2099690.692587 nChanged 851 SP:Iteration 2F (5863.090000 sec): 3 clusters Score: Raw -2104802.117973 + Penalty 4725.632141 = -2100076.485832 nChanged 741 SP:Iteration 3F (5863.160000 sec): 3 clusters Score: Raw -2105170.021848 + Penalty 4725.632141 = -2100444.389707 nChanged 680 SP:Iteration 4Q (5863.230000 sec): 3 clusters Score: Raw -2105544.239854 + Penalty 4725.632141 = -2100818.607713 nChanged 685 SP:Iteration 5Q (5863.300000 sec): 3 clusters Score: Raw -2105944.587155 + Penalty 4725.632141 = -2101218.955014 nChanged 670 SP:Iteration 6Q (5863.370000 sec): 3 clusters Score: Raw -2106338.587018 + Penalty 4725.632141 = -2101612.954878 nChanged 651 SP:Iteration 7Q (5863.430000 sec): 3 clusters Score: Raw -2106745.147772 + Penalty 4725.632141 = -2102019.515631 nChanged 621 SP:Iteration 8Q (5863.500000 sec): 3 clusters Score: Raw -2107128.277826 + Penalty 4725.632141 = -2102402.645686 nChanged 612 SP:Iteration 9Q (5863.570000 sec): 3 clusters Score: Raw -2107530.190746 + Penalty 4725.632141 = -2102804.558605 nChanged 588 SP:Iteration 10Q (5863.630000 sec): 3 clusters Score: Raw -2107946.039878 + Penalty 4725.632141 = -2103220.407738 nChanged 575 SP:Iteration 11Q (5863.700000 sec): 3 clusters Score: Raw -2108422.666201 + Penalty 4725.632141 = -2103697.034060 nChanged 553 SP:Iteration 12Q (5863.770000 sec): 3 clusters Score: Raw -2108911.993539 + Penalty 4725.632141 = -2104186.361398 nChanged 536 SP:Iteration 13Q (5863.830000 sec): 3 clusters Score: Raw -2109384.719505 + Penalty 4725.632141 = -2104659.087364 nChanged 442 SP:Iteration 14Q (5863.900000 sec): 3 clusters Score: Raw -2109747.062886 + Penalty 4725.632141 = -2105021.430745 nChanged 366 SP:Iteration 15Q (5863.960000 sec): 3 clusters Score: Raw -2109983.246303 + Penalty 4725.632141 = -2105257.614163 nChanged 258 SP:Iteration 16Q (5864.020000 sec): 3 clusters Score: Raw -2110127.720389 + Penalty 4725.632141 = -2105402.088248 nChanged 197 SP:Iteration 17Q (5864.080000 sec): 3 clusters Score: Raw -2110226.177397 + Penalty 4725.632141 = -2105500.545257 nChanged 149 SP:Iteration 18Q (5864.130000 sec): 3 clusters Score: Raw -2110306.993597 + Penalty 4725.632141 = -2105581.361456 nChanged 113 SP:Iteration 19Q (5864.190000 sec): 3 clusters Score: Raw -2110358.530039 + Penalty 4725.632141 = -2105632.897898 nChanged 93 SP:Iteration 20F (5864.260000 sec): 3 clusters Score: Raw -2110394.964060 + Penalty 4725.632141 = -2105669.331920 nChanged 78 SP:Iteration 21Q (5864.320000 sec): 3 clusters Score: Raw -2110420.050199 + Penalty 4725.632141 = -2105694.418059 nChanged 56 SP:Iteration 22Q (5864.370000 sec): 3 clusters Score: Raw -2110433.886960 + Penalty 4725.632141 = -2105708.254819 nChanged 40 SP:Iteration 23Q (5864.430000 sec): 3 clusters Score: Raw -2110444.219944 + Penalty 4725.632141 = -2105718.587804 nChanged 26 SP:Iteration 24Q (5864.490000 sec): 3 clusters Score: Raw -2110450.403656 + Penalty 4725.632141 = -2105724.771515 nChanged 20 SP:Iteration 25Q (5864.550000 sec): 3 clusters Score: Raw -2110454.611884 + Penalty 4725.632141 = -2105728.979743 nChanged 22 SP:Iteration 26Q (5864.600000 sec): 3 clusters Score: Raw -2110459.039187 + Penalty 4725.632141 = -2105733.407047 nChanged 14 SP:Iteration 27Q (5864.660000 sec): 3 clusters Score: Raw -2110461.420527 + Penalty 4725.632141 = -2105735.788386 nChanged 13 SP:Iteration 28Q (5864.710000 sec): 3 clusters Score: Raw -2110464.154116 + Penalty 4725.632141 = -2105738.521975 nChanged 10 SP:Iteration 29Q (5864.770000 sec): 3 clusters Score: Raw -2110466.052473 + Penalty 4725.632141 = -2105740.420332 nChanged 8 SP:Iteration 30Q (5864.830000 sec): 3 clusters Score: Raw -2110467.192476 + Penalty 4725.632141 = -2105741.560336 nChanged 3 SP:Iteration 31Q (5864.890000 sec): 3 clusters Score: Raw -2110467.756660 + Penalty 4725.632141 = -2105742.124519 nChanged 3 SP:Iteration 32Q (5864.940000 sec): 3 clusters Score: Raw -2110468.312799 + Penalty 4725.632141 = -2105742.680658 nChanged 4 SP:Iteration 33Q (5865.000000 sec): 3 clusters Score: Raw -2110468.901933 + Penalty 4725.632141 = -2105743.269792 nChanged 2 SP:Iteration 34Q (5865.050000 sec): 3 clusters Score: Raw -2110469.264430 + Penalty 4725.632141 = -2105743.632289 nChanged 1 SP:Iteration 35Q (5865.110000 sec): 3 clusters Score: Raw -2110469.398708 + Penalty 4725.632141 = -2105743.766567 nChanged 1 SP:Iteration 36Q (5865.170000 sec): 3 clusters Score: Raw -2110469.539835 + Penalty 4725.632141 = -2105743.907695 nChanged 2 SP:Iteration 37Q (5865.220000 sec): 3 clusters Score: Raw -2110469.716998 + Penalty 4725.632141 = -2105744.084857 nChanged 0 SP:Iteration 38F (5865.290000 sec): 3 clusters Score: Raw -2110469.716998 + Penalty 4725.632141 = -2105744.084857 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 31 (16821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5865.370000 sec): 2 clusters Score: Raw -2615932.346666 + Penalty 2413.135079 = -2613519.211586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5865.450000 sec): 3 clusters Score: Raw -2606343.278751 + Penalty 4826.270159 = -2601517.008592 nChanged 7269 SP:Iteration 1F (5865.530000 sec): 3 clusters Score: Raw -2610274.161722 + Penalty 4826.270159 = -2605447.891563 nChanged 975 SP:Iteration 2F (5865.620000 sec): 3 clusters Score: Raw -2610652.209877 + Penalty 4826.270159 = -2605825.939718 nChanged 803 SP:Iteration 3Q (5865.700000 sec): 3 clusters Score: Raw -2610958.233323 + Penalty 4826.270159 = -2606131.963164 nChanged 713 SP:Iteration 4Q (5865.790000 sec): 3 clusters Score: Raw -2611262.528802 + Penalty 4826.270159 = -2606436.258643 nChanged 776 SP:Iteration 5Q (5865.870000 sec): 3 clusters Score: Raw -2611644.286738 + Penalty 4826.270159 = -2606818.016579 nChanged 891 SP:Iteration 6F (5865.950000 sec): 3 clusters Score: Raw -2612142.215652 + Penalty 4826.270159 = -2607315.945493 nChanged 903 SP:Iteration 7F (5866.040000 sec): 3 clusters Score: Raw -2612697.346936 + Penalty 4826.270159 = -2607871.076777 nChanged 966 SP:Iteration 8F (5866.120000 sec): 3 clusters Score: Raw -2613368.754998 + Penalty 4826.270159 = -2608542.484839 nChanged 923 SP:Iteration 9F (5866.210000 sec): 3 clusters Score: Raw -2614070.572007 + Penalty 4826.270159 = -2609244.301848 nChanged 792 SP:Iteration 10Q (5866.290000 sec): 3 clusters Score: Raw -2614698.771413 + Penalty 4826.270159 = -2609872.501254 nChanged 653 SP:Iteration 11Q (5866.370000 sec): 3 clusters Score: Raw -2615259.971339 + Penalty 4826.270159 = -2610433.701180 nChanged 495 SP:Iteration 12Q (5866.450000 sec): 3 clusters Score: Raw -2615697.555769 + Penalty 4826.270159 = -2610871.285610 nChanged 333 SP:Iteration 13Q (5866.530000 sec): 3 clusters Score: Raw -2615976.259827 + Penalty 4826.270159 = -2611149.989669 nChanged 222 SP:Iteration 14Q (5866.610000 sec): 3 clusters Score: Raw -2616159.411080 + Penalty 4826.270159 = -2611333.140921 nChanged 146 SP:Iteration 15Q (5866.680000 sec): 3 clusters Score: Raw -2616276.173280 + Penalty 4826.270159 = -2611449.903121 nChanged 94 SP:Iteration 16Q (5866.750000 sec): 3 clusters Score: Raw -2616333.408353 + Penalty 4826.270159 = -2611507.138194 nChanged 59 SP:Iteration 17Q (5866.820000 sec): 3 clusters Score: Raw -2616369.282771 + Penalty 4826.270159 = -2611543.012613 nChanged 52 SP:Iteration 18Q (5866.880000 sec): 3 clusters Score: Raw -2616404.296261 + Penalty 4826.270159 = -2611578.026102 nChanged 40 SP:Iteration 19Q (5866.950000 sec): 3 clusters Score: Raw -2616425.474988 + Penalty 4826.270159 = -2611599.204830 nChanged 25 SP:Iteration 20F (5867.030000 sec): 3 clusters Score: Raw -2616438.597904 + Penalty 4826.270159 = -2611612.327746 nChanged 19 SP:Iteration 21Q (5867.100000 sec): 3 clusters Score: Raw -2616451.773168 + Penalty 4826.270159 = -2611625.503009 nChanged 17 SP:Iteration 22Q (5867.160000 sec): 3 clusters Score: Raw -2616462.370577 + Penalty 4826.270159 = -2611636.100419 nChanged 20 SP:Iteration 23Q (5867.230000 sec): 3 clusters Score: Raw -2616473.476675 + Penalty 4826.270159 = -2611647.206516 nChanged 21 SP:Iteration 24Q (5867.290000 sec): 3 clusters Score: Raw -2616482.862168 + Penalty 4826.270159 = -2611656.592010 nChanged 12 SP:Iteration 25Q (5867.360000 sec): 3 clusters Score: Raw -2616487.454167 + Penalty 4826.270159 = -2611661.184008 nChanged 3 SP:Iteration 26Q (5867.420000 sec): 3 clusters Score: Raw -2616489.876976 + Penalty 4826.270159 = -2611663.606817 nChanged 7 SP:Iteration 27Q (5867.490000 sec): 3 clusters Score: Raw -2616493.397774 + Penalty 4826.270159 = -2611667.127615 nChanged 4 SP:Iteration 28Q (5867.550000 sec): 3 clusters Score: Raw -2616496.829066 + Penalty 4826.270159 = -2611670.558907 nChanged 6 SP:Iteration 29Q (5867.620000 sec): 3 clusters Score: Raw -2616499.279261 + Penalty 4826.270159 = -2611673.009102 nChanged 4 SP:Iteration 30Q (5867.680000 sec): 3 clusters Score: Raw -2616501.119833 + Penalty 4826.270159 = -2611674.849675 nChanged 3 SP:Iteration 31Q (5867.750000 sec): 3 clusters Score: Raw -2616502.635811 + Penalty 4826.270159 = -2611676.365652 nChanged 2 SP:Iteration 32Q (5867.810000 sec): 3 clusters Score: Raw -2616504.109526 + Penalty 4826.270159 = -2611677.839367 nChanged 1 SP:Iteration 33Q (5867.870000 sec): 3 clusters Score: Raw -2616504.479493 + Penalty 4826.270159 = -2611678.209334 nChanged 2 SP:Iteration 34Q (5867.940000 sec): 3 clusters Score: Raw -2616504.917664 + Penalty 4826.270159 = -2611678.647506 nChanged 0 SP:Iteration 35F (5868.020000 sec): 3 clusters Score: Raw -2616504.917664 + Penalty 4826.270159 = -2611678.647506 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 32 (3496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.050000 sec): 2 clusters Score: Raw -482251.414437 + Penalty 2023.524935 = -480227.889502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.060000 sec): 3 clusters Score: Raw -480682.949395 + Penalty 4047.049869 = -476635.899526 nChanged 1301 SP:Iteration 1F (5868.080000 sec): 3 clusters Score: Raw -481533.153243 + Penalty 4047.049869 = -477486.103374 nChanged 266 SP:Iteration 2F (5868.100000 sec): 3 clusters Score: Raw -481726.331183 + Penalty 4047.049869 = -477679.281313 nChanged 186 SP:Iteration 3F (5868.120000 sec): 3 clusters Score: Raw -481882.147429 + Penalty 4047.049869 = -477835.097559 nChanged 158 SP:Iteration 4Q (5868.130000 sec): 3 clusters Score: Raw -481997.581610 + Penalty 4047.049869 = -477950.531741 nChanged 114 SP:Iteration 5Q (5868.150000 sec): 3 clusters Score: Raw -482084.746432 + Penalty 4047.049869 = -478037.696562 nChanged 120 SP:Iteration 6Q (5868.170000 sec): 3 clusters Score: Raw -482209.585711 + Penalty 4047.049869 = -478162.535842 nChanged 138 SP:Iteration 7Q (5868.190000 sec): 3 clusters Score: Raw -482328.535751 + Penalty 4047.049869 = -478281.485881 nChanged 135 SP:Iteration 8Q (5868.200000 sec): 3 clusters Score: Raw -482441.151674 + Penalty 4047.049869 = -478394.101804 nChanged 117 SP:Iteration 9Q (5868.220000 sec): 3 clusters Score: Raw -482540.927553 + Penalty 4047.049869 = -478493.877683 nChanged 116 SP:Iteration 10Q (5868.240000 sec): 3 clusters Score: Raw -482635.638570 + Penalty 4047.049869 = -478588.588701 nChanged 102 SP:Iteration 11Q (5868.250000 sec): 3 clusters Score: Raw -482714.861559 + Penalty 4047.049869 = -478667.811689 nChanged 90 SP:Iteration 12Q (5868.270000 sec): 3 clusters Score: Raw -482773.962695 + Penalty 4047.049869 = -478726.912825 nChanged 57 SP:Iteration 13Q (5868.290000 sec): 3 clusters Score: Raw -482811.080074 + Penalty 4047.049869 = -478764.030205 nChanged 45 SP:Iteration 14Q (5868.310000 sec): 3 clusters Score: Raw -482844.293014 + Penalty 4047.049869 = -478797.243145 nChanged 46 SP:Iteration 15Q (5868.320000 sec): 3 clusters Score: Raw -482877.901716 + Penalty 4047.049869 = -478830.851846 nChanged 30 SP:Iteration 16Q (5868.340000 sec): 3 clusters Score: Raw -482895.238324 + Penalty 4047.049869 = -478848.188455 nChanged 15 SP:Iteration 17Q (5868.350000 sec): 3 clusters Score: Raw -482900.959454 + Penalty 4047.049869 = -478853.909585 nChanged 8 SP:Iteration 18Q (5868.370000 sec): 3 clusters Score: Raw -482903.788599 + Penalty 4047.049869 = -478856.738729 nChanged 6 SP:Iteration 19Q (5868.390000 sec): 3 clusters Score: Raw -482905.382353 + Penalty 4047.049869 = -478858.332484 nChanged 2 SP:Iteration 20F (5868.410000 sec): 3 clusters Score: Raw -482905.735606 + Penalty 4047.049869 = -478858.685737 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 33 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.410000 sec): 2 clusters Score: Raw -85918.586068 + Penalty 1591.349606 = -84327.236462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.410000 sec): 3 clusters Score: Raw -85952.609942 + Penalty 3182.699212 = -82769.910730 nChanged 151 SP:Iteration 1F (5868.420000 sec): 3 clusters Score: Raw -86523.358371 + Penalty 3182.699212 = -83340.659159 nChanged 68 SP:Iteration 2F (5868.420000 sec): 3 clusters Score: Raw -87288.448531 + Penalty 3182.699212 = -84105.749319 nChanged 83 SP:Iteration 3F (5868.430000 sec): 3 clusters Score: Raw -87706.875323 + Penalty 3182.699212 = -84524.176111 nChanged 32 SP:Iteration 4F (5868.430000 sec): 3 clusters Score: Raw -87845.512522 + Penalty 3182.699212 = -84662.813310 nChanged 22 SP:Iteration 5Q (5868.430000 sec): 3 clusters Score: Raw -87979.368361 + Penalty 3182.699212 = -84796.669149 nChanged 7 SP:Iteration 6Q (5868.430000 sec): 3 clusters Score: Raw -88020.221714 + Penalty 3182.699212 = -84837.522502 nChanged 1 SP:Iteration 7Q (5868.430000 sec): 3 clusters Score: Raw -88026.429172 + Penalty 3182.699212 = -84843.729960 nChanged 1 SP:Iteration 8Q (5868.440000 sec): 3 clusters Score: Raw -88039.069477 + Penalty 3182.699212 = -84856.370265 nChanged 0 SP:Iteration 9F (5868.440000 sec): 3 clusters Score: Raw -88039.069477 + Penalty 3182.699212 = -84856.370265 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 34 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.450000 sec): 2 clusters Score: Raw -22293.506171 + Penalty 1272.214881 = -21021.291290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.450000 sec): 3 clusters Score: Raw -22568.812502 + Penalty 2544.429763 = -20024.382739 nChanged 11 SP:Iteration 1F (5868.450000 sec): 3 clusters Score: Raw -22641.244356 + Penalty 2544.429763 = -20096.814593 nChanged 2 SP:Iteration 2Q (5868.450000 sec): 3 clusters Score: Raw -22661.505450 + Penalty 2544.429763 = -20117.075687 nChanged 3 SP:Iteration 3Q (5868.450000 sec): 3 clusters Score: Raw -22692.449727 + Penalty 2544.429763 = -20148.019964 nChanged 0 SP:Iteration 4F (5868.450000 sec): 3 clusters Score: Raw -22692.449727 + Penalty 2544.429763 = -20148.019964 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 35 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.460000 sec): 2 clusters Score: Raw -100359.428008 + Penalty 1631.998506 = -98727.429502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.460000 sec): 3 clusters Score: Raw -100356.565316 + Penalty 3263.997012 = -97092.568304 nChanged 173 SP:Iteration 1F (5868.470000 sec): 3 clusters Score: Raw -100676.880627 + Penalty 3263.997012 = -97412.883615 nChanged 55 SP:Iteration 2F (5868.470000 sec): 3 clusters Score: Raw -100871.841732 + Penalty 3263.997012 = -97607.844719 nChanged 45 SP:Iteration 3F (5868.470000 sec): 3 clusters Score: Raw -101064.749593 + Penalty 3263.997012 = -97800.752581 nChanged 36 SP:Iteration 4Q (5868.480000 sec): 3 clusters Score: Raw -101177.454657 + Penalty 3263.997012 = -97913.457645 nChanged 29 SP:Iteration 5Q (5868.480000 sec): 3 clusters Score: Raw -101331.729425 + Penalty 3263.997012 = -98067.732412 nChanged 30 SP:Iteration 6Q (5868.480000 sec): 3 clusters Score: Raw -101433.657211 + Penalty 3263.997012 = -98169.660199 nChanged 22 SP:Iteration 7Q (5868.490000 sec): 3 clusters Score: Raw -101527.061000 + Penalty 3263.997012 = -98263.063987 nChanged 16 SP:Iteration 8Q (5868.490000 sec): 3 clusters Score: Raw -101609.039113 + Penalty 3263.997012 = -98345.042101 nChanged 13 SP:Iteration 9Q (5868.490000 sec): 3 clusters Score: Raw -101678.528928 + Penalty 3263.997012 = -98414.531916 nChanged 7 SP:Iteration 10Q (5868.490000 sec): 3 clusters Score: Raw -101736.729371 + Penalty 3263.997012 = -98472.732359 nChanged 5 SP:Iteration 11Q (5868.500000 sec): 3 clusters Score: Raw -101777.837617 + Penalty 3263.997012 = -98513.840605 nChanged 3 SP:Iteration 12Q (5868.500000 sec): 3 clusters Score: Raw -101796.880541 + Penalty 3263.997012 = -98532.883529 nChanged 4 SP:Iteration 13Q (5868.500000 sec): 3 clusters Score: Raw -101835.002812 + Penalty 3263.997012 = -98571.005800 nChanged 7 SP:Iteration 14Q (5868.510000 sec): 3 clusters Score: Raw -101888.908576 + Penalty 3263.997012 = -98624.911564 nChanged 6 SP:Iteration 15Q (5868.510000 sec): 3 clusters Score: Raw -101955.294511 + Penalty 3263.997012 = -98691.297498 nChanged 10 SP:Iteration 16Q (5868.510000 sec): 3 clusters Score: Raw -102131.726674 + Penalty 3263.997012 = -98867.729662 nChanged 9 SP:Iteration 17Q (5868.510000 sec): 3 clusters Score: Raw -102210.777386 + Penalty 3263.997012 = -98946.780374 nChanged 2 SP:Iteration 18Q (5868.520000 sec): 3 clusters Score: Raw -102219.312574 + Penalty 3263.997012 = -98955.315562 nChanged 2 SP:Iteration 19Q (5868.520000 sec): 3 clusters Score: Raw -102224.576519 + Penalty 3263.997012 = -98960.579507 nChanged 2 SP:Iteration 20F (5868.520000 sec): 3 clusters Score: Raw -102235.987066 + Penalty 3263.997012 = -98971.990054 nChanged 1 SP:Iteration 21Q (5868.530000 sec): 3 clusters Score: Raw -102237.204673 + Penalty 3263.997012 = -98973.207661 nChanged 0 SP:Iteration 22F (5868.530000 sec): 3 clusters Score: Raw -102237.204673 + Penalty 3263.997012 = -98973.207661 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 36 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.540000 sec): 2 clusters Score: Raw -62783.254869 + Penalty 1495.013073 = -61288.241796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.540000 sec): 3 clusters Score: Raw -62846.238368 + Penalty 2990.026146 = -59856.212222 nChanged 64 SP:Iteration 1F (5868.540000 sec): 3 clusters Score: Raw -62984.439754 + Penalty 2990.026146 = -59994.413608 nChanged 11 SP:Iteration 2Q (5868.550000 sec): 3 clusters Score: Raw -63054.290970 + Penalty 2990.026146 = -60064.264824 nChanged 11 SP:Iteration 3Q (5868.550000 sec): 3 clusters Score: Raw -63182.173040 + Penalty 2990.026146 = -60192.146894 nChanged 11 SP:Iteration 4Q (5868.550000 sec): 3 clusters Score: Raw -63226.914427 + Penalty 2990.026146 = -60236.888281 nChanged 9 SP:Iteration 5Q (5868.550000 sec): 3 clusters Score: Raw -63259.464854 + Penalty 2990.026146 = -60269.438708 nChanged 13 SP:Iteration 6Q (5868.550000 sec): 3 clusters Score: Raw -63297.154552 + Penalty 2990.026146 = -60307.128406 nChanged 3 SP:Iteration 7Q (5868.550000 sec): 3 clusters Score: Raw -63308.835523 + Penalty 2990.026146 = -60318.809377 nChanged 5 SP:Iteration 8Q (5868.560000 sec): 3 clusters Score: Raw -63326.392777 + Penalty 2990.026146 = -60336.366631 nChanged 1 SP:Iteration 9Q (5868.560000 sec): 3 clusters Score: Raw -63329.267966 + Penalty 2990.026146 = -60339.241820 nChanged 2 SP:Iteration 10Q (5868.560000 sec): 3 clusters Score: Raw -63332.380708 + Penalty 2990.026146 = -60342.354562 nChanged 0 SP:Iteration 11F (5868.560000 sec): 3 clusters Score: Raw -63332.380708 + Penalty 2990.026146 = -60342.354562 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 37 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.570000 sec): 2 clusters Score: Raw -105593.689057 + Penalty 1662.086171 = -103931.602886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.570000 sec): 3 clusters Score: Raw -105502.559634 + Penalty 3324.172342 = -102178.387292 nChanged 207 SP:Iteration 1F (5868.580000 sec): 3 clusters Score: Raw -105836.667835 + Penalty 3324.172342 = -102512.495493 nChanged 68 SP:Iteration 2F (5868.580000 sec): 3 clusters Score: Raw -105962.441739 + Penalty 3324.172342 = -102638.269397 nChanged 33 SP:Iteration 3Q (5868.590000 sec): 3 clusters Score: Raw -106042.751075 + Penalty 3324.172342 = -102718.578733 nChanged 23 SP:Iteration 4Q (5868.590000 sec): 3 clusters Score: Raw -106113.786769 + Penalty 3324.172342 = -102789.614427 nChanged 35 SP:Iteration 5Q (5868.590000 sec): 3 clusters Score: Raw -106243.981220 + Penalty 3324.172342 = -102919.808878 nChanged 49 SP:Iteration 6F (5868.600000 sec): 3 clusters Score: Raw -106457.991759 + Penalty 3324.172342 = -103133.819417 nChanged 55 SP:Iteration 7F (5868.600000 sec): 3 clusters Score: Raw -106840.927859 + Penalty 3324.172342 = -103516.755518 nChanged 59 SP:Iteration 8F (5868.610000 sec): 3 clusters Score: Raw -107720.334965 + Penalty 3324.172342 = -104396.162624 nChanged 60 SP:Iteration 9F (5868.610000 sec): 3 clusters Score: Raw -108707.131585 + Penalty 3324.172342 = -105382.959244 nChanged 34 SP:Iteration 10Q (5868.610000 sec): 3 clusters Score: Raw -109790.027442 + Penalty 3324.172342 = -106465.855100 nChanged 13 SP:Iteration 11Q (5868.610000 sec): 3 clusters Score: Raw -110068.601136 + Penalty 3324.172342 = -106744.428795 nChanged 5 SP:Iteration 12Q (5868.620000 sec): 3 clusters Score: Raw -110091.690127 + Penalty 3324.172342 = -106767.517785 nChanged 4 SP:Iteration 13Q (5868.620000 sec): 3 clusters Score: Raw -110116.005310 + Penalty 3324.172342 = -106791.832968 nChanged 2 SP:Iteration 14Q (5868.620000 sec): 3 clusters Score: Raw -110129.359999 + Penalty 3324.172342 = -106805.187658 nChanged 1 SP:Iteration 15Q (5868.630000 sec): 3 clusters Score: Raw -110135.289207 + Penalty 3324.172342 = -106811.116865 nChanged 1 SP:Iteration 16Q (5868.630000 sec): 3 clusters Score: Raw -110138.586330 + Penalty 3324.172342 = -106814.413989 nChanged 0 SP:Iteration 17F (5868.630000 sec): 3 clusters Score: Raw -110138.586330 + Penalty 3324.172342 = -106814.413989 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 38 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.650000 sec): 2 clusters Score: Raw -72476.965515 + Penalty 1587.263846 = -70889.701669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.650000 sec): 3 clusters Score: Raw -72657.347798 + Penalty 3174.527693 = -69482.820105 nChanged 152 SP:Iteration 1F (5868.650000 sec): 3 clusters Score: Raw -73210.918031 + Penalty 3174.527693 = -70036.390338 nChanged 58 SP:Iteration 2F (5868.650000 sec): 3 clusters Score: Raw -73468.295283 + Penalty 3174.527693 = -70293.767590 nChanged 41 SP:Iteration 3F (5868.660000 sec): 3 clusters Score: Raw -73683.443895 + Penalty 3174.527693 = -70508.916202 nChanged 26 SP:Iteration 4Q (5868.660000 sec): 3 clusters Score: Raw -73735.340133 + Penalty 3174.527693 = -70560.812440 nChanged 8 SP:Iteration 5Q (5868.660000 sec): 3 clusters Score: Raw -73772.098029 + Penalty 3174.527693 = -70597.570336 nChanged 4 SP:Iteration 6Q (5868.670000 sec): 3 clusters Score: Raw -73790.932298 + Penalty 3174.527693 = -70616.404605 nChanged 4 SP:Iteration 7Q (5868.670000 sec): 3 clusters Score: Raw -73798.472400 + Penalty 3174.527693 = -70623.944707 nChanged 5 SP:Iteration 8Q (5868.670000 sec): 3 clusters Score: Raw -73818.405100 + Penalty 3174.527693 = -70643.877407 nChanged 5 SP:Iteration 9Q (5868.670000 sec): 3 clusters Score: Raw -73864.086173 + Penalty 3174.527693 = -70689.558480 nChanged 5 SP:Iteration 10Q (5868.670000 sec): 3 clusters Score: Raw -73976.475417 + Penalty 3174.527693 = -70801.947724 nChanged 3 SP:Iteration 11Q (5868.680000 sec): 3 clusters Score: Raw -73980.691849 + Penalty 3174.527693 = -70806.164156 nChanged 3 SP:Iteration 12Q (5868.680000 sec): 3 clusters Score: Raw -73989.349585 + Penalty 3174.527693 = -70814.821892 nChanged 1 SP:Iteration 13Q (5868.680000 sec): 3 clusters Score: Raw -73990.352829 + Penalty 3174.527693 = -70815.825136 nChanged 1 SP:Iteration 14Q (5868.690000 sec): 3 clusters Score: Raw -73992.094760 + Penalty 3174.527693 = -70817.567067 nChanged 2 SP:Iteration 15Q (5868.690000 sec): 3 clusters Score: Raw -74003.441407 + Penalty 3174.527693 = -70828.913714 nChanged 3 SP:Iteration 16Q (5868.690000 sec): 3 clusters Score: Raw -74008.526468 + Penalty 3174.527693 = -70833.998775 nChanged 2 SP:Iteration 17Q (5868.690000 sec): 3 clusters Score: Raw -74010.601267 + Penalty 3174.527693 = -70836.073574 nChanged 1 SP:Iteration 18Q (5868.690000 sec): 3 clusters Score: Raw -74011.124351 + Penalty 3174.527693 = -70836.596659 nChanged 0 SP:Iteration 19F (5868.700000 sec): 3 clusters Score: Raw -74017.709591 + Penalty 3174.527693 = -70843.181898 nChanged 2 SP:Iteration 20F (5868.700000 sec): 3 clusters Score: Raw -74160.498741 + Penalty 3174.527693 = -70985.971048 nChanged 8 SP:Iteration 21Q (5868.700000 sec): 3 clusters Score: Raw -74200.252198 + Penalty 3174.527693 = -71025.724505 nChanged 9 SP:Iteration 22Q (5868.710000 sec): 3 clusters Score: Raw -74225.018237 + Penalty 3174.527693 = -71050.490544 nChanged 4 SP:Iteration 23Q (5868.710000 sec): 3 clusters Score: Raw -74234.417227 + Penalty 3174.527693 = -71059.889535 nChanged 2 SP:Iteration 24Q (5868.710000 sec): 3 clusters Score: Raw -74238.286957 + Penalty 3174.527693 = -71063.759265 nChanged 3 SP:Iteration 25Q (5868.710000 sec): 3 clusters Score: Raw -74242.151174 + Penalty 3174.527693 = -71067.623481 nChanged 2 SP:Iteration 26Q (5868.720000 sec): 3 clusters Score: Raw -74246.801651 + Penalty 3174.527693 = -71072.273959 nChanged 0 SP:Iteration 27F (5868.720000 sec): 3 clusters Score: Raw -74246.801651 + Penalty 3174.527693 = -71072.273959 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 39 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.730000 sec): 2 clusters Score: Raw -14719.003507 + Penalty 1137.071935 = -13581.931572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.730000 sec): 3 clusters Score: Raw -15094.548997 + Penalty 2274.143869 = -12820.405128 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 40 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.730000 sec): 2 clusters Score: Raw -51186.611452 + Penalty 1492.006976 = -49694.604476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.730000 sec): 3 clusters Score: Raw -51332.604120 + Penalty 2984.013951 = -48348.590168 nChanged 86 SP:Iteration 1F (5868.740000 sec): 3 clusters Score: Raw -51563.906115 + Penalty 2984.013951 = -48579.892164 nChanged 36 SP:Iteration 2F (5868.740000 sec): 3 clusters Score: Raw -51849.660170 + Penalty 2984.013951 = -48865.646218 nChanged 35 SP:Iteration 3F (5868.740000 sec): 3 clusters Score: Raw -52122.220217 + Penalty 2984.013951 = -49138.206266 nChanged 26 SP:Iteration 4F (5868.740000 sec): 3 clusters Score: Raw -52309.177779 + Penalty 2984.013951 = -49325.163828 nChanged 32 SP:Iteration 5F (5868.750000 sec): 3 clusters Score: Raw -52631.011907 + Penalty 2984.013951 = -49646.997956 nChanged 17 SP:Iteration 6Q (5868.750000 sec): 3 clusters Score: Raw -52983.136071 + Penalty 2984.013951 = -49999.122119 nChanged 18 SP:Iteration 7Q (5868.750000 sec): 3 clusters Score: Raw -53544.818691 + Penalty 2984.013951 = -50560.804740 nChanged 12 SP:Iteration 8Q (5868.750000 sec): 3 clusters Score: Raw -53761.977488 + Penalty 2984.013951 = -50777.963537 nChanged 6 SP:Iteration 9Q (5868.750000 sec): 3 clusters Score: Raw -54497.452938 + Penalty 2984.013951 = -51513.438987 nChanged 2 SP:Iteration 10Q (5868.750000 sec): 3 clusters Score: Raw -54514.281114 + Penalty 2984.013951 = -51530.267163 nChanged 3 SP:Iteration 11Q (5868.750000 sec): 3 clusters Score: Raw -54557.075075 + Penalty 2984.013951 = -51573.061124 nChanged 4 SP:Iteration 12Q (5868.760000 sec): 3 clusters Score: Raw -54669.569291 + Penalty 2984.013951 = -51685.555340 nChanged 1 SP:Iteration 13Q (5868.760000 sec): 3 clusters Score: Raw -54703.691532 + Penalty 2984.013951 = -51719.677581 nChanged 0 SP:Iteration 14F (5868.760000 sec): 3 clusters Score: Raw -54703.691532 + Penalty 2984.013951 = -51719.677581 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 41 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.770000 sec): 2 clusters Score: Raw -93403.779204 + Penalty 1625.375484 = -91778.403720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.770000 sec): 3 clusters Score: Raw -93332.106468 + Penalty 3250.750968 = -90081.355500 nChanged 172 SP:Iteration 1F (5868.780000 sec): 3 clusters Score: Raw -93724.719343 + Penalty 3250.750968 = -90473.968375 nChanged 57 SP:Iteration 2F (5868.780000 sec): 3 clusters Score: Raw -93984.993276 + Penalty 3250.750968 = -90734.242308 nChanged 43 SP:Iteration 3F (5868.780000 sec): 3 clusters Score: Raw -94171.453557 + Penalty 3250.750968 = -90920.702589 nChanged 34 SP:Iteration 4Q (5868.790000 sec): 3 clusters Score: Raw -94351.171370 + Penalty 3250.750968 = -91100.420401 nChanged 31 SP:Iteration 5Q (5868.790000 sec): 3 clusters Score: Raw -94472.850314 + Penalty 3250.750968 = -91222.099346 nChanged 21 SP:Iteration 6Q (5868.790000 sec): 3 clusters Score: Raw -94548.139430 + Penalty 3250.750968 = -91297.388461 nChanged 25 SP:Iteration 7Q (5868.790000 sec): 3 clusters Score: Raw -94646.836895 + Penalty 3250.750968 = -91396.085926 nChanged 21 SP:Iteration 8Q (5868.800000 sec): 3 clusters Score: Raw -94793.054929 + Penalty 3250.750968 = -91542.303961 nChanged 20 SP:Iteration 9Q (5868.800000 sec): 3 clusters Score: Raw -95087.902508 + Penalty 3250.750968 = -91837.151540 nChanged 23 SP:Iteration 10Q (5868.800000 sec): 3 clusters Score: Raw -95364.720479 + Penalty 3250.750968 = -92113.969511 nChanged 22 SP:Iteration 11Q (5868.810000 sec): 3 clusters Score: Raw -95469.948538 + Penalty 3250.750968 = -92219.197570 nChanged 14 SP:Iteration 12Q (5868.810000 sec): 3 clusters Score: Raw -95598.423327 + Penalty 3250.750968 = -92347.672359 nChanged 10 SP:Iteration 13Q (5868.810000 sec): 3 clusters Score: Raw -95702.667077 + Penalty 3250.750968 = -92451.916108 nChanged 8 SP:Iteration 14Q (5868.810000 sec): 3 clusters Score: Raw -95767.548953 + Penalty 3250.750968 = -92516.797984 nChanged 9 SP:Iteration 15Q (5868.820000 sec): 3 clusters Score: Raw -95852.760711 + Penalty 3250.750968 = -92602.009742 nChanged 9 SP:Iteration 16Q (5868.820000 sec): 3 clusters Score: Raw -95913.899936 + Penalty 3250.750968 = -92663.148968 nChanged 8 SP:Iteration 17Q (5868.820000 sec): 3 clusters Score: Raw -95947.626011 + Penalty 3250.750968 = -92696.875042 nChanged 3 SP:Iteration 18Q (5868.830000 sec): 3 clusters Score: Raw -95953.697150 + Penalty 3250.750968 = -92702.946182 nChanged 2 SP:Iteration 19Q (5868.830000 sec): 3 clusters Score: Raw -95961.574261 + Penalty 3250.750968 = -92710.823292 nChanged 4 SP:Iteration 20F (5868.830000 sec): 3 clusters Score: Raw -95971.494488 + Penalty 3250.750968 = -92720.743519 nChanged 3 SP:Iteration 21Q (5868.830000 sec): 3 clusters Score: Raw -95988.499512 + Penalty 3250.750968 = -92737.748544 nChanged 4 SP:Iteration 22Q (5868.830000 sec): 3 clusters Score: Raw -95999.816268 + Penalty 3250.750968 = -92749.065299 nChanged 0 SP:Iteration 23F (5868.840000 sec): 3 clusters Score: Raw -95999.816268 + Penalty 3250.750968 = -92749.065299 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 42 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5868.850000 sec): 2 clusters Score: Raw -208323.584390 + Penalty 1810.517258 = -206513.067132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5868.860000 sec): 3 clusters Score: Raw -207877.223343 + Penalty 3621.034516 = -204256.188827 nChanged 456 SP:Iteration 1F (5868.870000 sec): 3 clusters Score: Raw -208294.154230 + Penalty 3621.034516 = -204673.119714 nChanged 111 SP:Iteration 2F (5868.870000 sec): 3 clusters Score: Raw -208428.103060 + Penalty 3621.034516 = -204807.068545 nChanged 64 SP:Iteration 3Q (5868.880000 sec): 3 clusters Score: Raw -208502.647866 + Penalty 3621.034516 = -204881.613350 nChanged 45 SP:Iteration 4Q (5868.890000 sec): 3 clusters Score: Raw -208554.945811 + Penalty 3621.034516 = -204933.911295 nChanged 43 SP:Iteration 5Q (5868.890000 sec): 3 clusters Score: Raw -208639.949977 + Penalty 3621.034516 = -205018.915461 nChanged 45 SP:Iteration 6Q (5868.900000 sec): 3 clusters Score: Raw -208721.635607 + Penalty 3621.034516 = -205100.601091 nChanged 43 SP:Iteration 7Q (5868.910000 sec): 3 clusters Score: Raw -208786.260400 + Penalty 3621.034516 = -205165.225884 nChanged 43 SP:Iteration 8Q (5868.910000 sec): 3 clusters Score: Raw -208837.682840 + Penalty 3621.034516 = -205216.648325 nChanged 48 SP:Iteration 9Q (5868.920000 sec): 3 clusters Score: Raw -208901.560708 + Penalty 3621.034516 = -205280.526192 nChanged 40 SP:Iteration 10Q (5868.930000 sec): 3 clusters Score: Raw -208948.435364 + Penalty 3621.034516 = -205327.400848 nChanged 39 SP:Iteration 11Q (5868.940000 sec): 3 clusters Score: Raw -209007.246425 + Penalty 3621.034516 = -205386.211909 nChanged 35 SP:Iteration 12Q (5868.940000 sec): 3 clusters Score: Raw -209057.392336 + Penalty 3621.034516 = -205436.357821 nChanged 29 SP:Iteration 13Q (5868.950000 sec): 3 clusters Score: Raw -209098.382517 + Penalty 3621.034516 = -205477.348001 nChanged 15 SP:Iteration 14Q (5868.960000 sec): 3 clusters Score: Raw -209116.192916 + Penalty 3621.034516 = -205495.158400 nChanged 17 SP:Iteration 15Q (5868.960000 sec): 3 clusters Score: Raw -209135.449372 + Penalty 3621.034516 = -205514.414857 nChanged 12 SP:Iteration 16Q (5868.970000 sec): 3 clusters Score: Raw -209149.236683 + Penalty 3621.034516 = -205528.202167 nChanged 11 SP:Iteration 17Q (5868.980000 sec): 3 clusters Score: Raw -209164.229385 + Penalty 3621.034516 = -205543.194869 nChanged 10 SP:Iteration 18Q (5868.980000 sec): 3 clusters Score: Raw -209184.542099 + Penalty 3621.034516 = -205563.507583 nChanged 15 SP:Iteration 19Q (5868.990000 sec): 3 clusters Score: Raw -209208.676247 + Penalty 3621.034516 = -205587.641731 nChanged 13 SP:Iteration 20F (5869.000000 sec): 3 clusters Score: Raw -209233.573703 + Penalty 3621.034516 = -205612.539187 nChanged 9 SP:Iteration 21Q (5869.000000 sec): 3 clusters Score: Raw -209249.641835 + Penalty 3621.034516 = -205628.607319 nChanged 6 SP:Iteration 22Q (5869.010000 sec): 3 clusters Score: Raw -209255.878794 + Penalty 3621.034516 = -205634.844278 nChanged 4 SP:Iteration 23Q (5869.020000 sec): 3 clusters Score: Raw -209262.921519 + Penalty 3621.034516 = -205641.887003 nChanged 3 SP:Iteration 24Q (5869.020000 sec): 3 clusters Score: Raw -209265.926919 + Penalty 3621.034516 = -205644.892403 nChanged 2 SP:Iteration 25Q (5869.030000 sec): 3 clusters Score: Raw -209271.709471 + Penalty 3621.034516 = -205650.674955 nChanged 4 SP:Iteration 26Q (5869.030000 sec): 3 clusters Score: Raw -209280.766412 + Penalty 3621.034516 = -205659.731896 nChanged 4 SP:Iteration 27Q (5869.040000 sec): 3 clusters Score: Raw -209285.751096 + Penalty 3621.034516 = -205664.716580 nChanged 3 SP:Iteration 28Q (5869.050000 sec): 3 clusters Score: Raw -209288.913905 + Penalty 3621.034516 = -205667.879389 nChanged 2 SP:Iteration 29Q (5869.050000 sec): 3 clusters Score: Raw -209291.030717 + Penalty 3621.034516 = -205669.996201 nChanged 1 SP:Iteration 30Q (5869.060000 sec): 3 clusters Score: Raw -209292.601800 + Penalty 3621.034516 = -205671.567284 nChanged 4 SP:Iteration 31Q (5869.070000 sec): 3 clusters Score: Raw -209300.919272 + Penalty 3621.034516 = -205679.884756 nChanged 3 SP:Iteration 32Q (5869.070000 sec): 3 clusters Score: Raw -209304.129433 + Penalty 3621.034516 = -205683.094917 nChanged 3 SP:Iteration 33Q (5869.080000 sec): 3 clusters Score: Raw -209309.808929 + Penalty 3621.034516 = -205688.774413 nChanged 2 SP:Iteration 34Q (5869.090000 sec): 3 clusters Score: Raw -209313.493306 + Penalty 3621.034516 = -205692.458791 nChanged 0 SP:Iteration 35F (5869.090000 sec): 3 clusters Score: Raw -209313.493306 + Penalty 3621.034516 = -205692.458791 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 43 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5869.100000 sec): 2 clusters Score: Raw -52111.758750 + Penalty 1456.982821 = -50654.775929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5869.100000 sec): 3 clusters Score: Raw -52226.481242 + Penalty 2913.965643 = -49312.515599 nChanged 40 SP:Iteration 1F (5869.100000 sec): 3 clusters Score: Raw -52374.497700 + Penalty 2913.965643 = -49460.532057 nChanged 17 SP:Iteration 2Q (5869.100000 sec): 3 clusters Score: Raw -52434.362945 + Penalty 2913.965643 = -49520.397303 nChanged 6 SP:Iteration 3Q (5869.110000 sec): 3 clusters Score: Raw -52485.894358 + Penalty 2913.965643 = -49571.928715 nChanged 7 SP:Iteration 4Q (5869.110000 sec): 3 clusters Score: Raw -52535.914966 + Penalty 2913.965643 = -49621.949324 nChanged 4 SP:Iteration 5Q (5869.110000 sec): 3 clusters Score: Raw -52569.214006 + Penalty 2913.965643 = -49655.248364 nChanged 4 SP:Iteration 6Q (5869.110000 sec): 3 clusters Score: Raw -52618.613799 + Penalty 2913.965643 = -49704.648157 nChanged 4 SP:Iteration 7Q (5869.110000 sec): 3 clusters Score: Raw -52646.717558 + Penalty 2913.965643 = -49732.751916 nChanged 2 SP:Iteration 8Q (5869.110000 sec): 3 clusters Score: Raw -52674.431251 + Penalty 2913.965643 = -49760.465609 nChanged 4 SP:Iteration 9Q (5869.110000 sec): 3 clusters Score: Raw -52707.470877 + Penalty 2913.965643 = -49793.505235 nChanged 6 SP:Iteration 10Q (5869.120000 sec): 3 clusters Score: Raw -52749.147114 + Penalty 2913.965643 = -49835.181471 nChanged 4 SP:Iteration 11Q (5869.120000 sec): 3 clusters Score: Raw -52798.575865 + Penalty 2913.965643 = -49884.610222 nChanged 2 SP:Iteration 12Q (5869.120000 sec): 3 clusters Score: Raw -52804.539393 + Penalty 2913.965643 = -49890.573751 nChanged 3 SP:Iteration 13Q (5869.120000 sec): 3 clusters Score: Raw -52815.976129 + Penalty 2913.965643 = -49902.010487 nChanged 2 SP:Iteration 14Q (5869.120000 sec): 3 clusters Score: Raw -52821.005623 + Penalty 2913.965643 = -49907.039981 nChanged 3 SP:Iteration 15Q (5869.130000 sec): 3 clusters Score: Raw -52826.838347 + Penalty 2913.965643 = -49912.872705 nChanged 1 SP:Iteration 16Q (5869.130000 sec): 3 clusters Score: Raw -52829.583952 + Penalty 2913.965643 = -49915.618310 nChanged 0 SP:Iteration 17F (5869.130000 sec): 3 clusters Score: Raw -52829.583952 + Penalty 2913.965643 = -49915.618310 nChanged 0 Deleting Class 44 (140 points): Lose 2755.232511 but Gain 3309.445538 Iteration 139Q (5879.730000 sec): 54 clusters Score: Raw -95004655.439714 + Penalty 175400.613517 = -94829254.826197 nChanged 729 Iteration 140F (5928.200000 sec): 54 clusters Score: Raw -95007683.223303 + Penalty 175400.613517 = -94832282.609786 nChanged 582 Iteration 141Q (5936.640000 sec): 54 clusters Score: Raw -95008729.587744 + Penalty 175400.613517 = -94833328.974227 nChanged 403 Iteration 142Q (5945.040000 sec): 54 clusters Score: Raw -95008915.039380 + Penalty 175400.613517 = -94833514.425863 nChanged 300 Iteration 143Q (5953.800000 sec): 54 clusters Score: Raw -95009040.617503 + Penalty 175400.613517 = -94833640.003986 nChanged 237 Iteration 144Q (5962.510000 sec): 54 clusters Score: Raw -95009114.002518 + Penalty 175400.613517 = -94833713.389001 nChanged 189 Iteration 145Q (5971.260000 sec): 54 clusters Score: Raw -95009138.973236 + Penalty 175400.613517 = -94833738.359719 nChanged 131 Iteration 146Q (5980.750000 sec): 54 clusters Score: Raw -95009155.862972 + Penalty 175400.613517 = -94833755.249455 nChanged 92 Iteration 147Q (5990.580000 sec): 54 clusters Score: Raw -95009165.384426 + Penalty 175400.613517 = -94833764.770909 nChanged 83 Iteration 148Q (6000.400000 sec): 54 clusters Score: Raw -95009173.277737 + Penalty 175400.613517 = -94833772.664220 nChanged 68 Iteration 149Q (6010.230000 sec): 54 clusters Score: Raw -95009181.261917 + Penalty 175400.613517 = -94833780.648400 nChanged 69 Iteration 150Q (6020.060000 sec): 54 clusters Score: Raw -95009191.010680 + Penalty 175400.613517 = -94833790.397163 nChanged 60 Iteration 151Q (6029.890000 sec): 54 clusters Score: Raw -95009196.825983 + Penalty 175400.613517 = -94833796.212466 nChanged 35 Iteration 152Q (6039.700000 sec): 54 clusters Score: Raw -95009200.034990 + Penalty 175400.613517 = -94833799.421473 nChanged 22 Iteration 153Q (6049.530000 sec): 54 clusters Score: Raw -95009201.717646 + Penalty 175400.613517 = -94833801.104129 nChanged 22 Iteration 154Q (6059.320000 sec): 54 clusters Score: Raw -95009203.085403 + Penalty 175400.613517 = -94833802.471886 nChanged 10 Iteration 155Q (6069.100000 sec): 54 clusters Score: Raw -95009203.827030 + Penalty 175400.613517 = -94833803.213513 nChanged 10 Iteration 156Q (6077.670000 sec): 54 clusters Score: Raw -95009204.429051 + Penalty 175400.613517 = -94833803.815534 nChanged 7 Iteration 157Q (6086.220000 sec): 54 clusters Score: Raw -95009205.124608 + Penalty 175400.613517 = -94833804.511091 nChanged 7 Iteration 158Q (6094.810000 sec): 54 clusters Score: Raw -95009205.496413 + Penalty 175400.613517 = -94833804.882896 nChanged 9 Iteration 159Q (6103.360000 sec): 54 clusters Score: Raw -95009205.873967 + Penalty 175400.613517 = -94833805.260450 nChanged 3 Iteration 160F (6152.640000 sec): 54 clusters Score: Raw -95010060.551083 + Penalty 175400.613517 = -94834659.937566 nChanged 18 Iteration 161Q (6161.310000 sec): 54 clusters Score: Raw -95010702.597709 + Penalty 175400.613517 = -94835301.984193 nChanged 9 Iteration 162Q (6169.880000 sec): 54 clusters Score: Raw -95010728.038482 + Penalty 175400.613517 = -94835327.424965 nChanged 6 Iteration 163Q (6178.450000 sec): 54 clusters Score: Raw -95010748.078150 + Penalty 175400.613517 = -94835347.464633 nChanged 8 Iteration 164Q (6187.020000 sec): 54 clusters Score: Raw -95010772.534551 + Penalty 175400.613517 = -94835371.921034 nChanged 6 Iteration 165Q (6195.620000 sec): 54 clusters Score: Raw -95010795.459214 + Penalty 175400.613517 = -94835394.845697 nChanged 8 Iteration 166Q (6204.150000 sec): 54 clusters Score: Raw -95010820.496293 + Penalty 175400.613517 = -94835419.882776 nChanged 3 Iteration 167Q (6212.750000 sec): 54 clusters Score: Raw -95010822.384750 + Penalty 175400.613517 = -94835421.771233 nChanged 4 Iteration 168Q (6221.330000 sec): 54 clusters Score: Raw -95010824.941050 + Penalty 175400.613517 = -94835424.327533 nChanged 3 Iteration 169Q (6230.030000 sec): 54 clusters Score: Raw -95010824.952734 + Penalty 175400.613517 = -94835424.339217 nChanged 0 Iteration 170F (6280.600000 sec): 54 clusters Score: Raw -95010824.952734 + Penalty 175400.613517 = -94835424.339217 nChanged 0 Compute initial score before splitting: Score: Raw -95010824.952734 + Penalty 175400.613517 = -94835424.339217 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6280.620000 sec): 2 clusters Score: Raw -74605.119429 + Penalty 1552.376203 = -73052.743226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6280.620000 sec): 3 clusters Score: Raw -74634.486602 + Penalty 3104.752406 = -71529.734195 nChanged 95 SP:Iteration 1F (6280.630000 sec): 3 clusters Score: Raw -74830.837168 + Penalty 3104.752406 = -71726.084762 nChanged 25 SP:Iteration 2Q (6280.630000 sec): 3 clusters Score: Raw -74910.309690 + Penalty 3104.752406 = -71805.557284 nChanged 19 SP:Iteration 3Q (6280.630000 sec): 3 clusters Score: Raw -74965.622578 + Penalty 3104.752406 = -71860.870172 nChanged 10 SP:Iteration 4Q (6280.630000 sec): 3 clusters Score: Raw -74989.079806 + Penalty 3104.752406 = -71884.327399 nChanged 5 SP:Iteration 5Q (6280.630000 sec): 3 clusters Score: Raw -74997.665516 + Penalty 3104.752406 = -71892.913110 nChanged 4 SP:Iteration 6Q (6280.630000 sec): 3 clusters Score: Raw -75008.018507 + Penalty 3104.752406 = -71903.266101 nChanged 5 SP:Iteration 7Q (6280.640000 sec): 3 clusters Score: Raw -75017.459629 + Penalty 3104.752406 = -71912.707223 nChanged 4 SP:Iteration 8Q (6280.640000 sec): 3 clusters Score: Raw -75025.122621 + Penalty 3104.752406 = -71920.370214 nChanged 5 SP:Iteration 9Q (6280.640000 sec): 3 clusters Score: Raw -75036.117252 + Penalty 3104.752406 = -71931.364846 nChanged 4 SP:Iteration 10Q (6280.640000 sec): 3 clusters Score: Raw -75045.702287 + Penalty 3104.752406 = -71940.949881 nChanged 1 SP:Iteration 11Q (6280.650000 sec): 3 clusters Score: Raw -75047.366137 + Penalty 3104.752406 = -71942.613731 nChanged 1 SP:Iteration 12Q (6280.650000 sec): 3 clusters Score: Raw -75057.453720 + Penalty 3104.752406 = -71952.701314 nChanged 2 SP:Iteration 13Q (6280.650000 sec): 3 clusters Score: Raw -75068.471634 + Penalty 3104.752406 = -71963.719228 nChanged 2 SP:Iteration 14Q (6280.650000 sec): 3 clusters Score: Raw -75071.232901 + Penalty 3104.752406 = -71966.480495 nChanged 0 SP:Iteration 15F (6280.650000 sec): 3 clusters Score: Raw -75071.232901 + Penalty 3104.752406 = -71966.480495 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6281.210000 sec): 2 clusters Score: Raw -20642616.294331 + Penalty 2924.765479 = -20639691.528851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6281.810000 sec): 3 clusters Score: Raw -20556748.418543 + Penalty 5849.530959 = -20550898.887584 nChanged 63244 SP:Iteration 1F (6282.410000 sec): 3 clusters Score: Raw -20592987.527316 + Penalty 5849.530959 = -20587137.996357 nChanged 3760 SP:Iteration 2Q (6283.030000 sec): 3 clusters Score: Raw -20593733.865104 + Penalty 5849.530959 = -20587884.334146 nChanged 3668 SP:Iteration 3Q (6283.650000 sec): 3 clusters Score: Raw -20594506.080968 + Penalty 5849.530959 = -20588656.550009 nChanged 3859 SP:Iteration 4Q (6284.270000 sec): 3 clusters Score: Raw -20595386.072872 + Penalty 5849.530959 = -20589536.541913 nChanged 4195 SP:Iteration 5Q (6284.900000 sec): 3 clusters Score: Raw -20596538.148437 + Penalty 5849.530959 = -20590688.617478 nChanged 4994 SP:Iteration 6Q (6285.510000 sec): 3 clusters Score: Raw -20598238.743582 + Penalty 5849.530959 = -20592389.212623 nChanged 6238 SP:Iteration 7Q (6286.140000 sec): 3 clusters Score: Raw -20601041.782608 + Penalty 5849.530959 = -20595192.251649 nChanged 8068 SP:Iteration 8F (6286.740000 sec): 3 clusters Score: Raw -20605712.230061 + Penalty 5849.530959 = -20599862.699102 nChanged 9615 SP:Iteration 9F (6287.350000 sec): 3 clusters Score: Raw -20612380.873386 + Penalty 5849.530959 = -20606531.342427 nChanged 10052 SP:Iteration 10F (6287.940000 sec): 3 clusters Score: Raw -20620155.176713 + Penalty 5849.530959 = -20614305.645755 nChanged 8943 SP:Iteration 11F (6288.550000 sec): 3 clusters Score: Raw -20627332.548850 + Penalty 5849.530959 = -20621483.017891 nChanged 6926 SP:Iteration 12F (6289.140000 sec): 3 clusters Score: Raw -20632947.635521 + Penalty 5849.530959 = -20627098.104562 nChanged 4927 SP:Iteration 13Q (6289.750000 sec): 3 clusters Score: Raw -20636838.052677 + Penalty 5849.530959 = -20630988.521718 nChanged 3317 SP:Iteration 14Q (6290.330000 sec): 3 clusters Score: Raw -20639511.038347 + Penalty 5849.530959 = -20633661.507388 nChanged 2109 SP:Iteration 15Q (6290.860000 sec): 3 clusters Score: Raw -20641173.406009 + Penalty 5849.530959 = -20635323.875050 nChanged 1125 SP:Iteration 16Q (6291.370000 sec): 3 clusters Score: Raw -20642020.067474 + Penalty 5849.530959 = -20636170.536516 nChanged 573 SP:Iteration 17Q (6291.840000 sec): 3 clusters Score: Raw -20642436.970852 + Penalty 5849.530959 = -20636587.439893 nChanged 284 SP:Iteration 18Q (6292.290000 sec): 3 clusters Score: Raw -20642646.501271 + Penalty 5849.530959 = -20636796.970312 nChanged 191 SP:Iteration 19Q (6292.730000 sec): 3 clusters Score: Raw -20642788.002919 + Penalty 5849.530959 = -20636938.471960 nChanged 100 SP:Iteration 20F (6293.310000 sec): 3 clusters Score: Raw -20642861.297526 + Penalty 5849.530959 = -20637011.766567 nChanged 69 SP:Iteration 21Q (6293.750000 sec): 3 clusters Score: Raw -20642919.792534 + Penalty 5849.530959 = -20637070.261576 nChanged 51 SP:Iteration 22Q (6294.180000 sec): 3 clusters Score: Raw -20642958.417020 + Penalty 5849.530959 = -20637108.886061 nChanged 35 SP:Iteration 23Q (6294.610000 sec): 3 clusters Score: Raw -20642984.974696 + Penalty 5849.530959 = -20637135.443737 nChanged 24 SP:Iteration 24Q (6295.040000 sec): 3 clusters Score: Raw -20643001.847776 + Penalty 5849.530959 = -20637152.316817 nChanged 20 SP:Iteration 25Q (6295.470000 sec): 3 clusters Score: Raw -20643015.715427 + Penalty 5849.530959 = -20637166.184469 nChanged 10 SP:Iteration 26Q (6295.900000 sec): 3 clusters Score: Raw -20643022.300157 + Penalty 5849.530959 = -20637172.769198 nChanged 7 SP:Iteration 27Q (6296.330000 sec): 3 clusters Score: Raw -20643027.685072 + Penalty 5849.530959 = -20637178.154113 nChanged 10 SP:Iteration 28Q (6296.750000 sec): 3 clusters Score: Raw -20643034.870194 + Penalty 5849.530959 = -20637185.339235 nChanged 6 SP:Iteration 29Q (6297.180000 sec): 3 clusters Score: Raw -20643038.270221 + Penalty 5849.530959 = -20637188.739262 nChanged 7 SP:Iteration 30Q (6297.610000 sec): 3 clusters Score: Raw -20643044.361397 + Penalty 5849.530959 = -20637194.830438 nChanged 6 SP:Iteration 31Q (6298.040000 sec): 3 clusters Score: Raw -20643048.883449 + Penalty 5849.530959 = -20637199.352490 nChanged 6 SP:Iteration 32Q (6298.470000 sec): 3 clusters Score: Raw -20643052.437619 + Penalty 5849.530959 = -20637202.906660 nChanged 1 SP:Iteration 33Q (6298.890000 sec): 3 clusters Score: Raw -20643052.777222 + Penalty 5849.530959 = -20637203.246263 nChanged 0 SP:Iteration 34F (6299.480000 sec): 3 clusters Score: Raw -20643052.777222 + Penalty 5849.530959 = -20637203.246263 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6299.550000 sec): 2 clusters Score: Raw -57757.475505 + Penalty 1471.196806 = -56286.278699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6299.550000 sec): 3 clusters Score: Raw -57815.462274 + Penalty 2942.393613 = -54873.068661 nChanged 48 SP:Iteration 1F (6299.560000 sec): 3 clusters Score: Raw -57926.087928 + Penalty 2942.393613 = -54983.694315 nChanged 11 SP:Iteration 2Q (6299.560000 sec): 3 clusters Score: Raw -57951.293679 + Penalty 2942.393613 = -55008.900066 nChanged 5 SP:Iteration 3Q (6299.560000 sec): 3 clusters Score: Raw -57966.228349 + Penalty 2942.393613 = -55023.834736 nChanged 2 SP:Iteration 4Q (6299.560000 sec): 3 clusters Score: Raw -57971.888747 + Penalty 2942.393613 = -55029.495134 nChanged 1 SP:Iteration 5Q (6299.560000 sec): 3 clusters Score: Raw -57975.022371 + Penalty 2942.393613 = -55032.628758 nChanged 0 SP:Iteration 6F (6299.570000 sec): 3 clusters Score: Raw -57975.022371 + Penalty 2942.393613 = -55032.628758 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6299.570000 sec): 2 clusters Score: Raw -74017.768460 + Penalty 1552.376203 = -72465.392257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6299.570000 sec): 3 clusters Score: Raw -74007.237520 + Penalty 3104.752406 = -70902.485114 nChanged 107 SP:Iteration 1F (6299.570000 sec): 3 clusters Score: Raw -74228.738230 + Penalty 3104.752406 = -71123.985824 nChanged 33 SP:Iteration 2F (6299.580000 sec): 3 clusters Score: Raw -74344.328761 + Penalty 3104.752406 = -71239.576355 nChanged 20 SP:Iteration 3Q (6299.580000 sec): 3 clusters Score: Raw -74430.618118 + Penalty 3104.752406 = -71325.865712 nChanged 21 SP:Iteration 4Q (6299.580000 sec): 3 clusters Score: Raw -74539.886806 + Penalty 3104.752406 = -71435.134400 nChanged 13 SP:Iteration 5Q (6299.580000 sec): 3 clusters Score: Raw -74577.805032 + Penalty 3104.752406 = -71473.052626 nChanged 8 SP:Iteration 6Q (6299.590000 sec): 3 clusters Score: Raw -74604.794444 + Penalty 3104.752406 = -71500.042038 nChanged 6 SP:Iteration 7Q (6299.590000 sec): 3 clusters Score: Raw -74629.202339 + Penalty 3104.752406 = -71524.449933 nChanged 7 SP:Iteration 8Q (6299.590000 sec): 3 clusters Score: Raw -74646.694912 + Penalty 3104.752406 = -71541.942505 nChanged 3 SP:Iteration 9Q (6299.590000 sec): 3 clusters Score: Raw -74653.264549 + Penalty 3104.752406 = -71548.512143 nChanged 3 SP:Iteration 10Q (6299.590000 sec): 3 clusters Score: Raw -74661.242339 + Penalty 3104.752406 = -71556.489933 nChanged 4 SP:Iteration 11Q (6299.590000 sec): 3 clusters Score: Raw -74675.780268 + Penalty 3104.752406 = -71571.027862 nChanged 6 SP:Iteration 12Q (6299.600000 sec): 3 clusters Score: Raw -74703.175374 + Penalty 3104.752406 = -71598.422968 nChanged 3 SP:Iteration 13Q (6299.600000 sec): 3 clusters Score: Raw -74713.836753 + Penalty 3104.752406 = -71609.084347 nChanged 3 SP:Iteration 14Q (6299.600000 sec): 3 clusters Score: Raw -74728.885928 + Penalty 3104.752406 = -71624.133522 nChanged 5 SP:Iteration 15Q (6299.600000 sec): 3 clusters Score: Raw -74768.988546 + Penalty 3104.752406 = -71664.236140 nChanged 6 SP:Iteration 16Q (6299.610000 sec): 3 clusters Score: Raw -74833.512732 + Penalty 3104.752406 = -71728.760326 nChanged 8 SP:Iteration 17Q (6299.610000 sec): 3 clusters Score: Raw -74926.611016 + Penalty 3104.752406 = -71821.858610 nChanged 11 SP:Iteration 18Q (6299.610000 sec): 3 clusters Score: Raw -74994.339559 + Penalty 3104.752406 = -71889.587152 nChanged 10 SP:Iteration 19Q (6299.610000 sec): 3 clusters Score: Raw -75049.750737 + Penalty 3104.752406 = -71944.998330 nChanged 8 SP:Iteration 20F (6299.610000 sec): 3 clusters Score: Raw -75079.155470 + Penalty 3104.752406 = -71974.403064 nChanged 5 SP:Iteration 21Q (6299.610000 sec): 3 clusters Score: Raw -75095.347108 + Penalty 3104.752406 = -71990.594702 nChanged 3 SP:Iteration 22Q (6299.610000 sec): 3 clusters Score: Raw -75108.458365 + Penalty 3104.752406 = -72003.705959 nChanged 3 SP:Iteration 23Q (6299.620000 sec): 3 clusters Score: Raw -75117.313737 + Penalty 3104.752406 = -72012.561331 nChanged 6 SP:Iteration 24Q (6299.620000 sec): 3 clusters Score: Raw -75142.308110 + Penalty 3104.752406 = -72037.555704 nChanged 3 SP:Iteration 25Q (6299.620000 sec): 3 clusters Score: Raw -75154.270611 + Penalty 3104.752406 = -72049.518205 nChanged 3 SP:Iteration 26Q (6299.620000 sec): 3 clusters Score: Raw -75159.623621 + Penalty 3104.752406 = -72054.871215 nChanged 1 SP:Iteration 27Q (6299.630000 sec): 3 clusters Score: Raw -75160.562739 + Penalty 3104.752406 = -72055.810333 nChanged 0 SP:Iteration 28F (6299.630000 sec): 3 clusters Score: Raw -75160.562739 + Penalty 3104.752406 = -72055.810333 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (7025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6299.660000 sec): 2 clusters Score: Raw -1032085.658042 + Penalty 2196.593163 = -1029889.064880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6299.690000 sec): 3 clusters Score: Raw -1028453.870716 + Penalty 4393.186325 = -1024060.684391 nChanged 2853 SP:Iteration 1F (6299.720000 sec): 3 clusters Score: Raw -1030073.612664 + Penalty 4393.186325 = -1025680.426338 nChanged 521 SP:Iteration 2F (6299.750000 sec): 3 clusters Score: Raw -1030391.186201 + Penalty 4393.186325 = -1025997.999876 nChanged 389 SP:Iteration 3F (6299.770000 sec): 3 clusters Score: Raw -1030673.352212 + Penalty 4393.186325 = -1026280.165887 nChanged 390 SP:Iteration 4F (6299.810000 sec): 3 clusters Score: Raw -1030972.331455 + Penalty 4393.186325 = -1026579.145130 nChanged 336 SP:Iteration 5Q (6299.830000 sec): 3 clusters Score: Raw -1031259.781383 + Penalty 4393.186325 = -1026866.595057 nChanged 370 SP:Iteration 6F (6299.870000 sec): 3 clusters Score: Raw -1031535.896326 + Penalty 4393.186325 = -1027142.710001 nChanged 311 SP:Iteration 7Q (6299.890000 sec): 3 clusters Score: Raw -1031758.692833 + Penalty 4393.186325 = -1027365.506508 nChanged 279 SP:Iteration 8Q (6299.920000 sec): 3 clusters Score: Raw -1031935.613470 + Penalty 4393.186325 = -1027542.427145 nChanged 232 SP:Iteration 9Q (6299.950000 sec): 3 clusters Score: Raw -1032080.094710 + Penalty 4393.186325 = -1027686.908385 nChanged 221 SP:Iteration 10Q (6299.980000 sec): 3 clusters Score: Raw -1032230.769473 + Penalty 4393.186325 = -1027837.583148 nChanged 191 SP:Iteration 11Q (6300.010000 sec): 3 clusters Score: Raw -1032361.088416 + Penalty 4393.186325 = -1027967.902091 nChanged 164 SP:Iteration 12Q (6300.040000 sec): 3 clusters Score: Raw -1032476.503268 + Penalty 4393.186325 = -1028083.316943 nChanged 160 SP:Iteration 13Q (6300.070000 sec): 3 clusters Score: Raw -1032581.260351 + Penalty 4393.186325 = -1028188.074026 nChanged 138 SP:Iteration 14Q (6300.090000 sec): 3 clusters Score: Raw -1032675.599035 + Penalty 4393.186325 = -1028282.412710 nChanged 118 SP:Iteration 15Q (6300.120000 sec): 3 clusters Score: Raw -1032763.797684 + Penalty 4393.186325 = -1028370.611358 nChanged 106 SP:Iteration 16Q (6300.150000 sec): 3 clusters Score: Raw -1032833.892890 + Penalty 4393.186325 = -1028440.706565 nChanged 108 SP:Iteration 17Q (6300.170000 sec): 3 clusters Score: Raw -1032916.647377 + Penalty 4393.186325 = -1028523.461052 nChanged 98 SP:Iteration 18Q (6300.200000 sec): 3 clusters Score: Raw -1032983.654296 + Penalty 4393.186325 = -1028590.467971 nChanged 76 SP:Iteration 19Q (6300.230000 sec): 3 clusters Score: Raw -1033025.776003 + Penalty 4393.186325 = -1028632.589678 nChanged 54 SP:Iteration 20F (6300.250000 sec): 3 clusters Score: Raw -1033049.348239 + Penalty 4393.186325 = -1028656.161914 nChanged 43 SP:Iteration 21Q (6300.280000 sec): 3 clusters Score: Raw -1033068.579522 + Penalty 4393.186325 = -1028675.393197 nChanged 51 SP:Iteration 22Q (6300.310000 sec): 3 clusters Score: Raw -1033095.393831 + Penalty 4393.186325 = -1028702.207506 nChanged 50 SP:Iteration 23Q (6300.330000 sec): 3 clusters Score: Raw -1033119.253280 + Penalty 4393.186325 = -1028726.066955 nChanged 35 SP:Iteration 24Q (6300.360000 sec): 3 clusters Score: Raw -1033143.532394 + Penalty 4393.186325 = -1028750.346069 nChanged 36 SP:Iteration 25Q (6300.380000 sec): 3 clusters Score: Raw -1033159.394812 + Penalty 4393.186325 = -1028766.208487 nChanged 26 SP:Iteration 26Q (6300.410000 sec): 3 clusters Score: Raw -1033170.176069 + Penalty 4393.186325 = -1028776.989744 nChanged 20 SP:Iteration 27Q (6300.430000 sec): 3 clusters Score: Raw -1033178.124588 + Penalty 4393.186325 = -1028784.938263 nChanged 15 SP:Iteration 28Q (6300.460000 sec): 3 clusters Score: Raw -1033184.086750 + Penalty 4393.186325 = -1028790.900425 nChanged 14 SP:Iteration 29Q (6300.490000 sec): 3 clusters Score: Raw -1033190.642938 + Penalty 4393.186325 = -1028797.456613 nChanged 19 SP:Iteration 30Q (6300.510000 sec): 3 clusters Score: Raw -1033198.960966 + Penalty 4393.186325 = -1028805.774640 nChanged 16 SP:Iteration 31Q (6300.530000 sec): 3 clusters Score: Raw -1033205.883269 + Penalty 4393.186325 = -1028812.696944 nChanged 18 SP:Iteration 32Q (6300.560000 sec): 3 clusters Score: Raw -1033215.665928 + Penalty 4393.186325 = -1028822.479603 nChanged 15 SP:Iteration 33Q (6300.590000 sec): 3 clusters Score: Raw -1033222.250989 + Penalty 4393.186325 = -1028829.064664 nChanged 21 SP:Iteration 34Q (6300.610000 sec): 3 clusters Score: Raw -1033232.558758 + Penalty 4393.186325 = -1028839.372433 nChanged 23 SP:Iteration 35Q (6300.630000 sec): 3 clusters Score: Raw -1033243.252020 + Penalty 4393.186325 = -1028850.065695 nChanged 21 SP:Iteration 36Q (6300.660000 sec): 3 clusters Score: Raw -1033256.261654 + Penalty 4393.186325 = -1028863.075329 nChanged 16 SP:Iteration 37Q (6300.680000 sec): 3 clusters Score: Raw -1033264.195769 + Penalty 4393.186325 = -1028871.009444 nChanged 16 SP:Iteration 38Q (6300.710000 sec): 3 clusters Score: Raw -1033274.273726 + Penalty 4393.186325 = -1028881.087401 nChanged 20 SP:Iteration 39Q (6300.730000 sec): 3 clusters Score: Raw -1033283.631740 + Penalty 4393.186325 = -1028890.445415 nChanged 11 SP:Iteration 40F (6300.760000 sec): 3 clusters Score: Raw -1033289.432799 + Penalty 4393.186325 = -1028896.246474 nChanged 7 SP:Iteration 41Q (6300.790000 sec): 3 clusters Score: Raw -1033292.169150 + Penalty 4393.186325 = -1028898.982825 nChanged 9 SP:Iteration 42Q (6300.810000 sec): 3 clusters Score: Raw -1033295.275085 + Penalty 4393.186325 = -1028902.088760 nChanged 9 SP:Iteration 43Q (6300.830000 sec): 3 clusters Score: Raw -1033299.373362 + Penalty 4393.186325 = -1028906.187037 nChanged 12 SP:Iteration 44Q (6300.860000 sec): 3 clusters Score: Raw -1033304.969553 + Penalty 4393.186325 = -1028911.783228 nChanged 8 SP:Iteration 45Q (6300.890000 sec): 3 clusters Score: Raw -1033309.050077 + Penalty 4393.186325 = -1028915.863752 nChanged 13 SP:Iteration 46Q (6300.910000 sec): 3 clusters Score: Raw -1033317.473653 + Penalty 4393.186325 = -1028924.287328 nChanged 11 SP:Iteration 47Q (6300.930000 sec): 3 clusters Score: Raw -1033323.298688 + Penalty 4393.186325 = -1028930.112363 nChanged 4 SP:Iteration 48Q (6300.960000 sec): 3 clusters Score: Raw -1033324.184944 + Penalty 4393.186325 = -1028930.998618 nChanged 1 SP:Iteration 49Q (6300.980000 sec): 3 clusters Score: Raw -1033324.878932 + Penalty 4393.186325 = -1028931.692607 nChanged 1 SP:Iteration 50Q (6301.010000 sec): 3 clusters Score: Raw -1033326.018661 + Penalty 4393.186325 = -1028932.832336 nChanged 0 SP:Iteration 51F (6301.040000 sec): 3 clusters Score: Raw -1033326.018661 + Penalty 4393.186325 = -1028932.832336 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6301.060000 sec): 2 clusters Score: Raw -658643.577424 + Penalty 2085.417022 = -656558.160401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6301.070000 sec): 3 clusters Score: Raw -656537.955863 + Penalty 4170.834045 = -652367.121819 nChanged 1648 SP:Iteration 1F (6301.090000 sec): 3 clusters Score: Raw -657508.831945 + Penalty 4170.834045 = -653337.997900 nChanged 339 SP:Iteration 2F (6301.110000 sec): 3 clusters Score: Raw -657723.481063 + Penalty 4170.834045 = -653552.647019 nChanged 233 SP:Iteration 3F (6301.130000 sec): 3 clusters Score: Raw -657854.502919 + Penalty 4170.834045 = -653683.668875 nChanged 176 SP:Iteration 4Q (6301.150000 sec): 3 clusters Score: Raw -657956.947072 + Penalty 4170.834045 = -653786.113028 nChanged 143 SP:Iteration 5Q (6301.170000 sec): 3 clusters Score: Raw -658036.480446 + Penalty 4170.834045 = -653865.646402 nChanged 131 SP:Iteration 6Q (6301.190000 sec): 3 clusters Score: Raw -658124.433658 + Penalty 4170.834045 = -653953.599614 nChanged 138 SP:Iteration 7Q (6301.210000 sec): 3 clusters Score: Raw -658221.381520 + Penalty 4170.834045 = -654050.547475 nChanged 141 SP:Iteration 8Q (6301.230000 sec): 3 clusters Score: Raw -658308.608954 + Penalty 4170.834045 = -654137.774909 nChanged 111 SP:Iteration 9Q (6301.250000 sec): 3 clusters Score: Raw -658367.382966 + Penalty 4170.834045 = -654196.548921 nChanged 88 SP:Iteration 10Q (6301.270000 sec): 3 clusters Score: Raw -658413.758268 + Penalty 4170.834045 = -654242.924223 nChanged 80 SP:Iteration 11Q (6301.290000 sec): 3 clusters Score: Raw -658460.872235 + Penalty 4170.834045 = -654290.038191 nChanged 69 SP:Iteration 12Q (6301.300000 sec): 3 clusters Score: Raw -658497.432196 + Penalty 4170.834045 = -654326.598152 nChanged 60 SP:Iteration 13Q (6301.320000 sec): 3 clusters Score: Raw -658527.575944 + Penalty 4170.834045 = -654356.741899 nChanged 48 SP:Iteration 14Q (6301.340000 sec): 3 clusters Score: Raw -658554.562265 + Penalty 4170.834045 = -654383.728221 nChanged 50 SP:Iteration 15Q (6301.360000 sec): 3 clusters Score: Raw -658579.403177 + Penalty 4170.834045 = -654408.569132 nChanged 43 SP:Iteration 16Q (6301.380000 sec): 3 clusters Score: Raw -658602.578044 + Penalty 4170.834045 = -654431.743999 nChanged 44 SP:Iteration 17Q (6301.390000 sec): 3 clusters Score: Raw -658625.163567 + Penalty 4170.834045 = -654454.329522 nChanged 41 SP:Iteration 18Q (6301.410000 sec): 3 clusters Score: Raw -658644.444589 + Penalty 4170.834045 = -654473.610545 nChanged 34 SP:Iteration 19Q (6301.430000 sec): 3 clusters Score: Raw -658660.411873 + Penalty 4170.834045 = -654489.577828 nChanged 37 SP:Iteration 20F (6301.450000 sec): 3 clusters Score: Raw -658678.186065 + Penalty 4170.834045 = -654507.352021 nChanged 28 SP:Iteration 21Q (6301.470000 sec): 3 clusters Score: Raw -658691.687418 + Penalty 4170.834045 = -654520.853373 nChanged 20 SP:Iteration 22Q (6301.490000 sec): 3 clusters Score: Raw -658699.395247 + Penalty 4170.834045 = -654528.561202 nChanged 12 SP:Iteration 23Q (6301.510000 sec): 3 clusters Score: Raw -658703.439819 + Penalty 4170.834045 = -654532.605774 nChanged 12 SP:Iteration 24Q (6301.520000 sec): 3 clusters Score: Raw -658709.180000 + Penalty 4170.834045 = -654538.345956 nChanged 14 SP:Iteration 25Q (6301.540000 sec): 3 clusters Score: Raw -658715.562739 + Penalty 4170.834045 = -654544.728695 nChanged 15 SP:Iteration 26Q (6301.560000 sec): 3 clusters Score: Raw -658723.939717 + Penalty 4170.834045 = -654553.105672 nChanged 14 SP:Iteration 27Q (6301.580000 sec): 3 clusters Score: Raw -658731.142819 + Penalty 4170.834045 = -654560.308774 nChanged 9 SP:Iteration 28Q (6301.590000 sec): 3 clusters Score: Raw -658734.200474 + Penalty 4170.834045 = -654563.366429 nChanged 8 SP:Iteration 29Q (6301.610000 sec): 3 clusters Score: Raw -658737.843999 + Penalty 4170.834045 = -654567.009955 nChanged 8 SP:Iteration 30Q (6301.630000 sec): 3 clusters Score: Raw -658740.961713 + Penalty 4170.834045 = -654570.127668 nChanged 8 SP:Iteration 31Q (6301.650000 sec): 3 clusters Score: Raw -658744.391678 + Penalty 4170.834045 = -654573.557633 nChanged 8 SP:Iteration 32Q (6301.670000 sec): 3 clusters Score: Raw -658746.594248 + Penalty 4170.834045 = -654575.760203 nChanged 8 SP:Iteration 33Q (6301.690000 sec): 3 clusters Score: Raw -658749.021464 + Penalty 4170.834045 = -654578.187419 nChanged 9 SP:Iteration 34Q (6301.700000 sec): 3 clusters Score: Raw -658752.754056 + Penalty 4170.834045 = -654581.920011 nChanged 15 SP:Iteration 35Q (6301.720000 sec): 3 clusters Score: Raw -658758.909294 + Penalty 4170.834045 = -654588.075250 nChanged 8 SP:Iteration 36Q (6301.740000 sec): 3 clusters Score: Raw -658761.872665 + Penalty 4170.834045 = -654591.038620 nChanged 3 SP:Iteration 37Q (6301.760000 sec): 3 clusters Score: Raw -658763.188767 + Penalty 4170.834045 = -654592.354723 nChanged 2 SP:Iteration 38Q (6301.770000 sec): 3 clusters Score: Raw -658764.326069 + Penalty 4170.834045 = -654593.492024 nChanged 4 SP:Iteration 39Q (6301.790000 sec): 3 clusters Score: Raw -658765.217939 + Penalty 4170.834045 = -654594.383895 nChanged 1 SP:Iteration 40F (6301.810000 sec): 3 clusters Score: Raw -658765.484491 + Penalty 4170.834045 = -654594.650446 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (29138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6301.930000 sec): 2 clusters Score: Raw -4566098.865576 + Penalty 2549.390014 = -4563549.475562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6302.060000 sec): 3 clusters Score: Raw -4548593.609401 + Penalty 5098.780028 = -4543494.829373 nChanged 13001 SP:Iteration 1F (6302.190000 sec): 3 clusters Score: Raw -4555779.253590 + Penalty 5098.780028 = -4550680.473562 nChanged 1667 SP:Iteration 2F (6302.310000 sec): 3 clusters Score: Raw -4556579.888002 + Penalty 5098.780028 = -4551481.107974 nChanged 1682 SP:Iteration 3F (6302.440000 sec): 3 clusters Score: Raw -4557487.542345 + Penalty 5098.780028 = -4552388.762317 nChanged 1929 SP:Iteration 4F (6302.560000 sec): 3 clusters Score: Raw -4558721.616539 + Penalty 5098.780028 = -4553622.836511 nChanged 2078 SP:Iteration 5F (6302.690000 sec): 3 clusters Score: Raw -4560257.522837 + Penalty 5098.780028 = -4555158.742809 nChanged 2133 SP:Iteration 6F (6302.810000 sec): 3 clusters Score: Raw -4561853.612993 + Penalty 5098.780028 = -4556754.832965 nChanged 1783 SP:Iteration 7F (6302.940000 sec): 3 clusters Score: Raw -4563057.451372 + Penalty 5098.780028 = -4557958.671344 nChanged 1262 SP:Iteration 8Q (6303.070000 sec): 3 clusters Score: Raw -4563827.576907 + Penalty 5098.780028 = -4558728.796879 nChanged 924 SP:Iteration 9Q (6303.190000 sec): 3 clusters Score: Raw -4564308.965131 + Penalty 5098.780028 = -4559210.185103 nChanged 684 SP:Iteration 10Q (6303.320000 sec): 3 clusters Score: Raw -4564632.848101 + Penalty 5098.780028 = -4559534.068073 nChanged 519 SP:Iteration 11Q (6303.450000 sec): 3 clusters Score: Raw -4564885.285724 + Penalty 5098.780028 = -4559786.505696 nChanged 449 SP:Iteration 12Q (6303.570000 sec): 3 clusters Score: Raw -4565105.944162 + Penalty 5098.780028 = -4560007.164134 nChanged 384 SP:Iteration 13Q (6303.680000 sec): 3 clusters Score: Raw -4565292.583994 + Penalty 5098.780028 = -4560193.803966 nChanged 316 SP:Iteration 14Q (6303.800000 sec): 3 clusters Score: Raw -4565433.687000 + Penalty 5098.780028 = -4560334.906972 nChanged 263 SP:Iteration 15Q (6303.910000 sec): 3 clusters Score: Raw -4565539.145946 + Penalty 5098.780028 = -4560440.365919 nChanged 233 SP:Iteration 16Q (6304.030000 sec): 3 clusters Score: Raw -4565627.472428 + Penalty 5098.780028 = -4560528.692400 nChanged 217 SP:Iteration 17Q (6304.140000 sec): 3 clusters Score: Raw -4565708.652928 + Penalty 5098.780028 = -4560609.872901 nChanged 209 SP:Iteration 18Q (6304.250000 sec): 3 clusters Score: Raw -4565789.846299 + Penalty 5098.780028 = -4560691.066271 nChanged 201 SP:Iteration 19Q (6304.350000 sec): 3 clusters Score: Raw -4565866.950326 + Penalty 5098.780028 = -4560768.170298 nChanged 193 SP:Iteration 20F (6304.480000 sec): 3 clusters Score: Raw -4565940.802618 + Penalty 5098.780028 = -4560842.022590 nChanged 142 SP:Iteration 21Q (6304.580000 sec): 3 clusters Score: Raw -4565998.803454 + Penalty 5098.780028 = -4560900.023426 nChanged 145 SP:Iteration 22Q (6304.680000 sec): 3 clusters Score: Raw -4566046.503216 + Penalty 5098.780028 = -4560947.723188 nChanged 129 SP:Iteration 23Q (6304.790000 sec): 3 clusters Score: Raw -4566090.359863 + Penalty 5098.780028 = -4560991.579836 nChanged 108 SP:Iteration 24Q (6304.890000 sec): 3 clusters Score: Raw -4566127.053771 + Penalty 5098.780028 = -4561028.273743 nChanged 105 SP:Iteration 25Q (6304.990000 sec): 3 clusters Score: Raw -4566172.880417 + Penalty 5098.780028 = -4561074.100390 nChanged 104 SP:Iteration 26Q (6305.090000 sec): 3 clusters Score: Raw -4566213.600804 + Penalty 5098.780028 = -4561114.820776 nChanged 94 SP:Iteration 27Q (6305.190000 sec): 3 clusters Score: Raw -4566252.933539 + Penalty 5098.780028 = -4561154.153511 nChanged 104 SP:Iteration 28Q (6305.290000 sec): 3 clusters Score: Raw -4566298.383440 + Penalty 5098.780028 = -4561199.603412 nChanged 96 SP:Iteration 29Q (6305.390000 sec): 3 clusters Score: Raw -4566341.148273 + Penalty 5098.780028 = -4561242.368245 nChanged 100 SP:Iteration 30Q (6305.490000 sec): 3 clusters Score: Raw -4566380.891938 + Penalty 5098.780028 = -4561282.111910 nChanged 78 SP:Iteration 31Q (6305.590000 sec): 3 clusters Score: Raw -4566410.621762 + Penalty 5098.780028 = -4561311.841734 nChanged 63 SP:Iteration 32Q (6305.680000 sec): 3 clusters Score: Raw -4566430.896580 + Penalty 5098.780028 = -4561332.116553 nChanged 42 SP:Iteration 33Q (6305.780000 sec): 3 clusters Score: Raw -4566444.078263 + Penalty 5098.780028 = -4561345.298235 nChanged 38 SP:Iteration 34Q (6305.870000 sec): 3 clusters Score: Raw -4566458.004497 + Penalty 5098.780028 = -4561359.224469 nChanged 36 SP:Iteration 35Q (6305.970000 sec): 3 clusters Score: Raw -4566468.911030 + Penalty 5098.780028 = -4561370.131002 nChanged 33 SP:Iteration 36Q (6306.070000 sec): 3 clusters Score: Raw -4566479.334365 + Penalty 5098.780028 = -4561380.554337 nChanged 33 SP:Iteration 37Q (6306.160000 sec): 3 clusters Score: Raw -4566489.596162 + Penalty 5098.780028 = -4561390.816134 nChanged 26 SP:Iteration 38Q (6306.260000 sec): 3 clusters Score: Raw -4566499.348847 + Penalty 5098.780028 = -4561400.568819 nChanged 33 SP:Iteration 39Q (6306.350000 sec): 3 clusters Score: Raw -4566512.693573 + Penalty 5098.780028 = -4561413.913545 nChanged 36 SP:Iteration 40F (6306.480000 sec): 3 clusters Score: Raw -4566526.366018 + Penalty 5098.780028 = -4561427.585990 nChanged 30 SP:Iteration 41Q (6306.570000 sec): 3 clusters Score: Raw -4566536.794160 + Penalty 5098.780028 = -4561438.014132 nChanged 17 SP:Iteration 42Q (6306.670000 sec): 3 clusters Score: Raw -4566541.914854 + Penalty 5098.780028 = -4561443.134826 nChanged 14 SP:Iteration 43Q (6306.770000 sec): 3 clusters Score: Raw -4566546.891158 + Penalty 5098.780028 = -4561448.111130 nChanged 15 SP:Iteration 44Q (6306.860000 sec): 3 clusters Score: Raw -4566551.448141 + Penalty 5098.780028 = -4561452.668113 nChanged 20 SP:Iteration 45Q (6306.960000 sec): 3 clusters Score: Raw -4566558.365755 + Penalty 5098.780028 = -4561459.585728 nChanged 25 SP:Iteration 46Q (6307.050000 sec): 3 clusters Score: Raw -4566567.213879 + Penalty 5098.780028 = -4561468.433851 nChanged 21 SP:Iteration 47Q (6307.150000 sec): 3 clusters Score: Raw -4566574.815194 + Penalty 5098.780028 = -4561476.035166 nChanged 11 SP:Iteration 48Q (6307.250000 sec): 3 clusters Score: Raw -4566578.697429 + Penalty 5098.780028 = -4561479.917402 nChanged 8 SP:Iteration 49Q (6307.350000 sec): 3 clusters Score: Raw -4566582.875592 + Penalty 5098.780028 = -4561484.095565 nChanged 12 SP:Iteration 50Q (6307.440000 sec): 3 clusters Score: Raw -4566588.651955 + Penalty 5098.780028 = -4561489.871927 nChanged 13 SP:Iteration 51Q (6307.530000 sec): 3 clusters Score: Raw -4566594.619117 + Penalty 5098.780028 = -4561495.839089 nChanged 10 SP:Iteration 52Q (6307.630000 sec): 3 clusters Score: Raw -4566599.785957 + Penalty 5098.780028 = -4561501.005929 nChanged 15 SP:Iteration 53Q (6307.720000 sec): 3 clusters Score: Raw -4566604.635166 + Penalty 5098.780028 = -4561505.855138 nChanged 11 SP:Iteration 54Q (6307.820000 sec): 3 clusters Score: Raw -4566607.945172 + Penalty 5098.780028 = -4561509.165145 nChanged 10 SP:Iteration 55Q (6307.910000 sec): 3 clusters Score: Raw -4566611.670944 + Penalty 5098.780028 = -4561512.890916 nChanged 8 SP:Iteration 56Q (6308.000000 sec): 3 clusters Score: Raw -4566614.008368 + Penalty 5098.780028 = -4561515.228340 nChanged 7 SP:Iteration 57Q (6308.100000 sec): 3 clusters Score: Raw -4566615.783385 + Penalty 5098.780028 = -4561517.003357 nChanged 2 SP:Iteration 58Q (6308.190000 sec): 3 clusters Score: Raw -4566616.572062 + Penalty 5098.780028 = -4561517.792034 nChanged 0 SP:Iteration 59F (6308.320000 sec): 3 clusters Score: Raw -4566616.572062 + Penalty 5098.780028 = -4561517.792034 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (3800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6308.350000 sec): 2 clusters Score: Raw -593920.680358 + Penalty 2044.203574 = -591876.476785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6308.360000 sec): 3 clusters Score: Raw -592193.762241 + Penalty 4088.407147 = -588105.355094 nChanged 1381 SP:Iteration 1F (6308.380000 sec): 3 clusters Score: Raw -593012.517763 + Penalty 4088.407147 = -588924.110616 nChanged 262 SP:Iteration 2F (6308.390000 sec): 3 clusters Score: Raw -593157.727896 + Penalty 4088.407147 = -589069.320749 nChanged 158 SP:Iteration 3Q (6308.410000 sec): 3 clusters Score: Raw -593245.402761 + Penalty 4088.407147 = -589156.995613 nChanged 122 SP:Iteration 4Q (6308.430000 sec): 3 clusters Score: Raw -593308.948156 + Penalty 4088.407147 = -589220.541008 nChanged 86 SP:Iteration 5Q (6308.450000 sec): 3 clusters Score: Raw -593359.221880 + Penalty 4088.407147 = -589270.814732 nChanged 71 SP:Iteration 6Q (6308.460000 sec): 3 clusters Score: Raw -593395.936891 + Penalty 4088.407147 = -589307.529743 nChanged 61 SP:Iteration 7Q (6308.480000 sec): 3 clusters Score: Raw -593428.393337 + Penalty 4088.407147 = -589339.986190 nChanged 53 SP:Iteration 8Q (6308.490000 sec): 3 clusters Score: Raw -593456.328343 + Penalty 4088.407147 = -589367.921195 nChanged 43 SP:Iteration 9Q (6308.510000 sec): 3 clusters Score: Raw -593475.475428 + Penalty 4088.407147 = -589387.068281 nChanged 45 SP:Iteration 10Q (6308.530000 sec): 3 clusters Score: Raw -593495.579543 + Penalty 4088.407147 = -589407.172396 nChanged 41 SP:Iteration 11Q (6308.540000 sec): 3 clusters Score: Raw -593514.300354 + Penalty 4088.407147 = -589425.893207 nChanged 45 SP:Iteration 12Q (6308.560000 sec): 3 clusters Score: Raw -593533.609927 + Penalty 4088.407147 = -589445.202780 nChanged 26 SP:Iteration 13Q (6308.570000 sec): 3 clusters Score: Raw -593543.513531 + Penalty 4088.407147 = -589455.106383 nChanged 25 SP:Iteration 14Q (6308.590000 sec): 3 clusters Score: Raw -593553.562185 + Penalty 4088.407147 = -589465.155038 nChanged 27 SP:Iteration 15Q (6308.610000 sec): 3 clusters Score: Raw -593561.280566 + Penalty 4088.407147 = -589472.873419 nChanged 16 SP:Iteration 16Q (6308.620000 sec): 3 clusters Score: Raw -593567.920332 + Penalty 4088.407147 = -589479.513185 nChanged 16 SP:Iteration 17Q (6308.640000 sec): 3 clusters Score: Raw -593575.262704 + Penalty 4088.407147 = -589486.855557 nChanged 22 SP:Iteration 18Q (6308.650000 sec): 3 clusters Score: Raw -593586.543629 + Penalty 4088.407147 = -589498.136481 nChanged 27 SP:Iteration 19Q (6308.670000 sec): 3 clusters Score: Raw -593598.721948 + Penalty 4088.407147 = -589510.314800 nChanged 34 SP:Iteration 20F (6308.690000 sec): 3 clusters Score: Raw -593612.691890 + Penalty 4088.407147 = -589524.284743 nChanged 27 SP:Iteration 21Q (6308.700000 sec): 3 clusters Score: Raw -593625.716013 + Penalty 4088.407147 = -589537.308866 nChanged 27 SP:Iteration 22Q (6308.720000 sec): 3 clusters Score: Raw -593639.276955 + Penalty 4088.407147 = -589550.869807 nChanged 22 SP:Iteration 23Q (6308.730000 sec): 3 clusters Score: Raw -593648.735501 + Penalty 4088.407147 = -589560.328353 nChanged 28 SP:Iteration 24Q (6308.750000 sec): 3 clusters Score: Raw -593662.989300 + Penalty 4088.407147 = -589574.582152 nChanged 26 SP:Iteration 25Q (6308.770000 sec): 3 clusters Score: Raw -593676.119261 + Penalty 4088.407147 = -589587.712113 nChanged 24 SP:Iteration 26Q (6308.780000 sec): 3 clusters Score: Raw -593688.713576 + Penalty 4088.407147 = -589600.306429 nChanged 30 SP:Iteration 27Q (6308.800000 sec): 3 clusters Score: Raw -593705.797583 + Penalty 4088.407147 = -589617.390435 nChanged 34 SP:Iteration 28Q (6308.810000 sec): 3 clusters Score: Raw -593720.849776 + Penalty 4088.407147 = -589632.442629 nChanged 22 SP:Iteration 29Q (6308.830000 sec): 3 clusters Score: Raw -593731.295852 + Penalty 4088.407147 = -589642.888705 nChanged 26 SP:Iteration 30Q (6308.850000 sec): 3 clusters Score: Raw -593743.071713 + Penalty 4088.407147 = -589654.664566 nChanged 33 SP:Iteration 31Q (6308.860000 sec): 3 clusters Score: Raw -593761.593722 + Penalty 4088.407147 = -589673.186574 nChanged 32 SP:Iteration 32Q (6308.880000 sec): 3 clusters Score: Raw -593774.520920 + Penalty 4088.407147 = -589686.113773 nChanged 27 SP:Iteration 33Q (6308.890000 sec): 3 clusters Score: Raw -593784.633314 + Penalty 4088.407147 = -589696.226167 nChanged 24 SP:Iteration 34Q (6308.910000 sec): 3 clusters Score: Raw -593792.411966 + Penalty 4088.407147 = -589704.004819 nChanged 17 SP:Iteration 35Q (6308.930000 sec): 3 clusters Score: Raw -593798.949106 + Penalty 4088.407147 = -589710.541958 nChanged 15 SP:Iteration 36Q (6308.940000 sec): 3 clusters Score: Raw -593803.430537 + Penalty 4088.407147 = -589715.023390 nChanged 12 SP:Iteration 37Q (6308.960000 sec): 3 clusters Score: Raw -593806.989315 + Penalty 4088.407147 = -589718.582167 nChanged 11 SP:Iteration 38Q (6308.970000 sec): 3 clusters Score: Raw -593810.647504 + Penalty 4088.407147 = -589722.240356 nChanged 15 SP:Iteration 39Q (6308.990000 sec): 3 clusters Score: Raw -593816.315455 + Penalty 4088.407147 = -589727.908308 nChanged 14 SP:Iteration 40F (6309.010000 sec): 3 clusters Score: Raw -593821.538799 + Penalty 4088.407147 = -589733.131651 nChanged 18 SP:Iteration 41Q (6309.020000 sec): 3 clusters Score: Raw -593828.544154 + Penalty 4088.407147 = -589740.137007 nChanged 16 SP:Iteration 42Q (6309.040000 sec): 3 clusters Score: Raw -593838.507098 + Penalty 4088.407147 = -589750.099950 nChanged 29 SP:Iteration 43Q (6309.050000 sec): 3 clusters Score: Raw -593854.679516 + Penalty 4088.407147 = -589766.272368 nChanged 32 SP:Iteration 44Q (6309.070000 sec): 3 clusters Score: Raw -593872.805106 + Penalty 4088.407147 = -589784.397958 nChanged 38 SP:Iteration 45Q (6309.090000 sec): 3 clusters Score: Raw -593899.010513 + Penalty 4088.407147 = -589810.603366 nChanged 27 SP:Iteration 46Q (6309.100000 sec): 3 clusters Score: Raw -593916.214989 + Penalty 4088.407147 = -589827.807842 nChanged 32 SP:Iteration 47Q (6309.120000 sec): 3 clusters Score: Raw -593933.668487 + Penalty 4088.407147 = -589845.261340 nChanged 28 SP:Iteration 48Q (6309.130000 sec): 3 clusters Score: Raw -593949.696981 + Penalty 4088.407147 = -589861.289834 nChanged 35 SP:Iteration 49Q (6309.150000 sec): 3 clusters Score: Raw -593969.287833 + Penalty 4088.407147 = -589880.880686 nChanged 27 SP:Iteration 50Q (6309.160000 sec): 3 clusters Score: Raw -593983.893955 + Penalty 4088.407147 = -589895.486807 nChanged 25 SP:Iteration 51Q (6309.180000 sec): 3 clusters Score: Raw -593996.575356 + Penalty 4088.407147 = -589908.168209 nChanged 16 SP:Iteration 52Q (6309.190000 sec): 3 clusters Score: Raw -594004.137440 + Penalty 4088.407147 = -589915.730292 nChanged 13 SP:Iteration 53Q (6309.210000 sec): 3 clusters Score: Raw -594010.272698 + Penalty 4088.407147 = -589921.865551 nChanged 15 SP:Iteration 54Q (6309.230000 sec): 3 clusters Score: Raw -594019.118727 + Penalty 4088.407147 = -589930.711579 nChanged 13 SP:Iteration 55Q (6309.240000 sec): 3 clusters Score: Raw -594027.146506 + Penalty 4088.407147 = -589938.739358 nChanged 16 SP:Iteration 56Q (6309.260000 sec): 3 clusters Score: Raw -594038.126550 + Penalty 4088.407147 = -589949.719402 nChanged 17 SP:Iteration 57Q (6309.270000 sec): 3 clusters Score: Raw -594047.159425 + Penalty 4088.407147 = -589958.752278 nChanged 8 SP:Iteration 58Q (6309.290000 sec): 3 clusters Score: Raw -594049.943665 + Penalty 4088.407147 = -589961.536518 nChanged 9 SP:Iteration 59Q (6309.300000 sec): 3 clusters Score: Raw -594055.947961 + Penalty 4088.407147 = -589967.540814 nChanged 11 SP:Iteration 60F (6309.320000 sec): 3 clusters Score: Raw -594062.592486 + Penalty 4088.407147 = -589974.185338 nChanged 17 SP:Iteration 61Q (6309.330000 sec): 3 clusters Score: Raw -594075.177528 + Penalty 4088.407147 = -589986.770381 nChanged 19 SP:Iteration 62Q (6309.350000 sec): 3 clusters Score: Raw -594089.851136 + Penalty 4088.407147 = -590001.443988 nChanged 13 SP:Iteration 63Q (6309.370000 sec): 3 clusters Score: Raw -594099.680936 + Penalty 4088.407147 = -590011.273789 nChanged 11 SP:Iteration 64Q (6309.380000 sec): 3 clusters Score: Raw -594107.708603 + Penalty 4088.407147 = -590019.301455 nChanged 10 SP:Iteration 65Q (6309.400000 sec): 3 clusters Score: Raw -594114.105804 + Penalty 4088.407147 = -590025.698656 nChanged 12 SP:Iteration 66Q (6309.410000 sec): 3 clusters Score: Raw -594122.908463 + Penalty 4088.407147 = -590034.501315 nChanged 10 SP:Iteration 67Q (6309.430000 sec): 3 clusters Score: Raw -594129.527280 + Penalty 4088.407147 = -590041.120132 nChanged 11 SP:Iteration 68Q (6309.440000 sec): 3 clusters Score: Raw -594137.755753 + Penalty 4088.407147 = -590049.348605 nChanged 11 SP:Iteration 69Q (6309.450000 sec): 3 clusters Score: Raw -594147.263275 + Penalty 4088.407147 = -590058.856128 nChanged 14 SP:Iteration 70Q (6309.470000 sec): 3 clusters Score: Raw -594157.432275 + Penalty 4088.407147 = -590069.025128 nChanged 12 SP:Iteration 71Q (6309.490000 sec): 3 clusters Score: Raw -594166.966884 + Penalty 4088.407147 = -590078.559736 nChanged 8 SP:Iteration 72Q (6309.500000 sec): 3 clusters Score: Raw -594172.630406 + Penalty 4088.407147 = -590084.223259 nChanged 13 SP:Iteration 73Q (6309.510000 sec): 3 clusters Score: Raw -594184.385436 + Penalty 4088.407147 = -590095.978289 nChanged 11 SP:Iteration 74Q (6309.530000 sec): 3 clusters Score: Raw -594193.125263 + Penalty 4088.407147 = -590104.718115 nChanged 12 SP:Iteration 75Q (6309.550000 sec): 3 clusters Score: Raw -594200.986529 + Penalty 4088.407147 = -590112.579382 nChanged 13 SP:Iteration 76Q (6309.560000 sec): 3 clusters Score: Raw -594209.589660 + Penalty 4088.407147 = -590121.182512 nChanged 11 SP:Iteration 77Q (6309.570000 sec): 3 clusters Score: Raw -594217.612740 + Penalty 4088.407147 = -590129.205592 nChanged 6 SP:Iteration 78Q (6309.590000 sec): 3 clusters Score: Raw -594222.746867 + Penalty 4088.407147 = -590134.339719 nChanged 7 SP:Iteration 79Q (6309.600000 sec): 3 clusters Score: Raw -594228.315890 + Penalty 4088.407147 = -590139.908742 nChanged 6 SP:Iteration 80F (6309.620000 sec): 3 clusters Score: Raw -594231.943672 + Penalty 4088.407147 = -590143.536524 nChanged 3 SP:Iteration 81Q (6309.630000 sec): 3 clusters Score: Raw -594234.426881 + Penalty 4088.407147 = -590146.019733 nChanged 5 SP:Iteration 82Q (6309.650000 sec): 3 clusters Score: Raw -594238.826571 + Penalty 4088.407147 = -590150.419424 nChanged 2 SP:Iteration 83Q (6309.660000 sec): 3 clusters Score: Raw -594240.311413 + Penalty 4088.407147 = -590151.904265 nChanged 0 SP:Iteration 84F (6309.680000 sec): 3 clusters Score: Raw -594240.311413 + Penalty 4088.407147 = -590151.904265 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (29077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6309.800000 sec): 2 clusters Score: Raw -4218444.498816 + Penalty 2548.870285 = -4215895.628531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6309.920000 sec): 3 clusters Score: Raw -4201044.367418 + Penalty 5097.740570 = -4195946.626848 nChanged 13074 SP:Iteration 1F (6310.050000 sec): 3 clusters Score: Raw -4208532.930558 + Penalty 5097.740570 = -4203435.189988 nChanged 1777 SP:Iteration 2F (6310.170000 sec): 3 clusters Score: Raw -4209470.709995 + Penalty 5097.740570 = -4204372.969425 nChanged 1847 SP:Iteration 3F (6310.300000 sec): 3 clusters Score: Raw -4210459.334841 + Penalty 5097.740570 = -4205361.594271 nChanged 1675 SP:Iteration 4F (6310.430000 sec): 3 clusters Score: Raw -4211371.543571 + Penalty 5097.740570 = -4206273.803001 nChanged 1627 SP:Iteration 5F (6310.550000 sec): 3 clusters Score: Raw -4212291.665114 + Penalty 5097.740570 = -4207193.924544 nChanged 1529 SP:Iteration 6F (6310.680000 sec): 3 clusters Score: Raw -4213123.711874 + Penalty 5097.740570 = -4208025.971304 nChanged 1403 SP:Iteration 7Q (6310.800000 sec): 3 clusters Score: Raw -4213840.173033 + Penalty 5097.740570 = -4208742.432463 nChanged 1264 SP:Iteration 8Q (6310.930000 sec): 3 clusters Score: Raw -4214480.160202 + Penalty 5097.740570 = -4209382.419632 nChanged 1113 SP:Iteration 9Q (6311.050000 sec): 3 clusters Score: Raw -4215032.958853 + Penalty 5097.740570 = -4209935.218282 nChanged 985 SP:Iteration 10Q (6311.180000 sec): 3 clusters Score: Raw -4215537.916765 + Penalty 5097.740570 = -4210440.176195 nChanged 878 SP:Iteration 11Q (6311.300000 sec): 3 clusters Score: Raw -4215978.812995 + Penalty 5097.740570 = -4210881.072425 nChanged 779 SP:Iteration 12Q (6311.430000 sec): 3 clusters Score: Raw -4216351.139528 + Penalty 5097.740570 = -4211253.398958 nChanged 705 SP:Iteration 13Q (6311.550000 sec): 3 clusters Score: Raw -4216651.988825 + Penalty 5097.740570 = -4211554.248255 nChanged 560 SP:Iteration 14Q (6311.670000 sec): 3 clusters Score: Raw -4216851.557014 + Penalty 5097.740570 = -4211753.816443 nChanged 496 SP:Iteration 15Q (6311.790000 sec): 3 clusters Score: Raw -4217011.028230 + Penalty 5097.740570 = -4211913.287660 nChanged 425 SP:Iteration 16Q (6311.910000 sec): 3 clusters Score: Raw -4217137.848414 + Penalty 5097.740570 = -4212040.107844 nChanged 385 SP:Iteration 17Q (6312.030000 sec): 3 clusters Score: Raw -4217254.032142 + Penalty 5097.740570 = -4212156.291572 nChanged 370 SP:Iteration 18Q (6312.150000 sec): 3 clusters Score: Raw -4217366.762148 + Penalty 5097.740570 = -4212269.021578 nChanged 362 SP:Iteration 19Q (6312.270000 sec): 3 clusters Score: Raw -4217473.648538 + Penalty 5097.740570 = -4212375.907968 nChanged 367 SP:Iteration 20F (6312.400000 sec): 3 clusters Score: Raw -4217578.479053 + Penalty 5097.740570 = -4212480.738483 nChanged 333 SP:Iteration 21Q (6312.520000 sec): 3 clusters Score: Raw -4217667.021245 + Penalty 5097.740570 = -4212569.280675 nChanged 324 SP:Iteration 22Q (6312.630000 sec): 3 clusters Score: Raw -4217761.691657 + Penalty 5097.740570 = -4212663.951087 nChanged 362 SP:Iteration 23Q (6312.750000 sec): 3 clusters Score: Raw -4217880.001514 + Penalty 5097.740570 = -4212782.260944 nChanged 371 SP:Iteration 24Q (6312.860000 sec): 3 clusters Score: Raw -4218002.669174 + Penalty 5097.740570 = -4212904.928604 nChanged 340 SP:Iteration 25Q (6312.970000 sec): 3 clusters Score: Raw -4218114.565456 + Penalty 5097.740570 = -4213016.824886 nChanged 347 SP:Iteration 26Q (6313.090000 sec): 3 clusters Score: Raw -4218236.941497 + Penalty 5097.740570 = -4213139.200927 nChanged 380 SP:Iteration 27Q (6313.200000 sec): 3 clusters Score: Raw -4218375.744914 + Penalty 5097.740570 = -4213278.004343 nChanged 410 SP:Iteration 28Q (6313.310000 sec): 3 clusters Score: Raw -4218529.937051 + Penalty 5097.740570 = -4213432.196481 nChanged 381 SP:Iteration 29Q (6313.420000 sec): 3 clusters Score: Raw -4218667.675939 + Penalty 5097.740570 = -4213569.935368 nChanged 363 SP:Iteration 30Q (6313.530000 sec): 3 clusters Score: Raw -4218796.037822 + Penalty 5097.740570 = -4213698.297251 nChanged 350 SP:Iteration 31Q (6313.640000 sec): 3 clusters Score: Raw -4218925.659893 + Penalty 5097.740570 = -4213827.919323 nChanged 316 SP:Iteration 32Q (6313.750000 sec): 3 clusters Score: Raw -4219046.755003 + Penalty 5097.740570 = -4213949.014432 nChanged 303 SP:Iteration 33Q (6313.850000 sec): 3 clusters Score: Raw -4219157.996078 + Penalty 5097.740570 = -4214060.255508 nChanged 272 SP:Iteration 34Q (6313.960000 sec): 3 clusters Score: Raw -4219260.998747 + Penalty 5097.740570 = -4214163.258176 nChanged 271 SP:Iteration 35Q (6314.060000 sec): 3 clusters Score: Raw -4219367.513828 + Penalty 5097.740570 = -4214269.773257 nChanged 234 SP:Iteration 36Q (6314.170000 sec): 3 clusters Score: Raw -4219454.435062 + Penalty 5097.740570 = -4214356.694492 nChanged 220 SP:Iteration 37Q (6314.270000 sec): 3 clusters Score: Raw -4219527.098653 + Penalty 5097.740570 = -4214429.358083 nChanged 217 SP:Iteration 38Q (6314.380000 sec): 3 clusters Score: Raw -4219599.400548 + Penalty 5097.740570 = -4214501.659978 nChanged 179 SP:Iteration 39Q (6314.480000 sec): 3 clusters Score: Raw -4219658.397541 + Penalty 5097.740570 = -4214560.656970 nChanged 167 SP:Iteration 40F (6314.600000 sec): 3 clusters Score: Raw -4219717.304735 + Penalty 5097.740570 = -4214619.564165 nChanged 152 SP:Iteration 41Q (6314.700000 sec): 3 clusters Score: Raw -4219768.713773 + Penalty 5097.740570 = -4214670.973203 nChanged 127 SP:Iteration 42Q (6314.800000 sec): 3 clusters Score: Raw -4219809.570311 + Penalty 5097.740570 = -4214711.829740 nChanged 119 SP:Iteration 43Q (6314.900000 sec): 3 clusters Score: Raw -4219847.749651 + Penalty 5097.740570 = -4214750.009081 nChanged 119 SP:Iteration 44Q (6315.000000 sec): 3 clusters Score: Raw -4219884.070367 + Penalty 5097.740570 = -4214786.329796 nChanged 87 SP:Iteration 45Q (6315.100000 sec): 3 clusters Score: Raw -4219904.834439 + Penalty 5097.740570 = -4214807.093869 nChanged 51 SP:Iteration 46Q (6315.200000 sec): 3 clusters Score: Raw -4219914.848588 + Penalty 5097.740570 = -4214817.108017 nChanged 38 SP:Iteration 47Q (6315.300000 sec): 3 clusters Score: Raw -4219923.023434 + Penalty 5097.740570 = -4214825.282864 nChanged 37 SP:Iteration 48Q (6315.400000 sec): 3 clusters Score: Raw -4219932.258113 + Penalty 5097.740570 = -4214834.517543 nChanged 35 SP:Iteration 49Q (6315.500000 sec): 3 clusters Score: Raw -4219940.321922 + Penalty 5097.740570 = -4214842.581351 nChanged 34 SP:Iteration 50Q (6315.600000 sec): 3 clusters Score: Raw -4219946.765816 + Penalty 5097.740570 = -4214849.025246 nChanged 20 SP:Iteration 51Q (6315.690000 sec): 3 clusters Score: Raw -4219950.865371 + Penalty 5097.740570 = -4214853.124801 nChanged 22 SP:Iteration 52Q (6315.790000 sec): 3 clusters Score: Raw -4219955.380735 + Penalty 5097.740570 = -4214857.640164 nChanged 22 SP:Iteration 53Q (6315.890000 sec): 3 clusters Score: Raw -4219960.147014 + Penalty 5097.740570 = -4214862.406444 nChanged 22 SP:Iteration 54Q (6315.980000 sec): 3 clusters Score: Raw -4219966.623433 + Penalty 5097.740570 = -4214868.882863 nChanged 22 SP:Iteration 55Q (6316.080000 sec): 3 clusters Score: Raw -4219970.773630 + Penalty 5097.740570 = -4214873.033060 nChanged 17 SP:Iteration 56Q (6316.180000 sec): 3 clusters Score: Raw -4219973.964845 + Penalty 5097.740570 = -4214876.224275 nChanged 12 SP:Iteration 57Q (6316.280000 sec): 3 clusters Score: Raw -4219976.026230 + Penalty 5097.740570 = -4214878.285659 nChanged 15 SP:Iteration 58Q (6316.380000 sec): 3 clusters Score: Raw -4219979.638323 + Penalty 5097.740570 = -4214881.897753 nChanged 15 SP:Iteration 59Q (6316.480000 sec): 3 clusters Score: Raw -4219983.162168 + Penalty 5097.740570 = -4214885.421598 nChanged 20 SP:Iteration 60F (6316.600000 sec): 3 clusters Score: Raw -4219988.740450 + Penalty 5097.740570 = -4214890.999880 nChanged 19 SP:Iteration 61Q (6316.700000 sec): 3 clusters Score: Raw -4219994.207555 + Penalty 5097.740570 = -4214896.466985 nChanged 19 SP:Iteration 62Q (6316.800000 sec): 3 clusters Score: Raw -4219998.352138 + Penalty 5097.740570 = -4214900.611567 nChanged 17 SP:Iteration 63Q (6316.900000 sec): 3 clusters Score: Raw -4220001.969446 + Penalty 5097.740570 = -4214904.228875 nChanged 14 SP:Iteration 64Q (6316.990000 sec): 3 clusters Score: Raw -4220004.326965 + Penalty 5097.740570 = -4214906.586395 nChanged 8 SP:Iteration 65Q (6317.090000 sec): 3 clusters Score: Raw -4220005.828382 + Penalty 5097.740570 = -4214908.087811 nChanged 7 SP:Iteration 66Q (6317.190000 sec): 3 clusters Score: Raw -4220006.980423 + Penalty 5097.740570 = -4214909.239853 nChanged 8 SP:Iteration 67Q (6317.280000 sec): 3 clusters Score: Raw -4220008.753393 + Penalty 5097.740570 = -4214911.012822 nChanged 5 SP:Iteration 68Q (6317.380000 sec): 3 clusters Score: Raw -4220009.397802 + Penalty 5097.740570 = -4214911.657232 nChanged 6 SP:Iteration 69Q (6317.480000 sec): 3 clusters Score: Raw -4220010.244892 + Penalty 5097.740570 = -4214912.504322 nChanged 8 SP:Iteration 70Q (6317.580000 sec): 3 clusters Score: Raw -4220011.955634 + Penalty 5097.740570 = -4214914.215064 nChanged 6 SP:Iteration 71Q (6317.670000 sec): 3 clusters Score: Raw -4220012.788877 + Penalty 5097.740570 = -4214915.048306 nChanged 12 SP:Iteration 72Q (6317.770000 sec): 3 clusters Score: Raw -4220016.152637 + Penalty 5097.740570 = -4214918.412066 nChanged 13 SP:Iteration 73Q (6317.860000 sec): 3 clusters Score: Raw -4220019.442422 + Penalty 5097.740570 = -4214921.701852 nChanged 13 SP:Iteration 74Q (6317.960000 sec): 3 clusters Score: Raw -4220022.456489 + Penalty 5097.740570 = -4214924.715919 nChanged 13 SP:Iteration 75Q (6318.060000 sec): 3 clusters Score: Raw -4220025.050164 + Penalty 5097.740570 = -4214927.309594 nChanged 13 SP:Iteration 76Q (6318.150000 sec): 3 clusters Score: Raw -4220028.413577 + Penalty 5097.740570 = -4214930.673007 nChanged 14 SP:Iteration 77Q (6318.250000 sec): 3 clusters Score: Raw -4220031.768780 + Penalty 5097.740570 = -4214934.028210 nChanged 13 SP:Iteration 78Q (6318.340000 sec): 3 clusters Score: Raw -4220035.505553 + Penalty 5097.740570 = -4214937.764983 nChanged 21 SP:Iteration 79Q (6318.440000 sec): 3 clusters Score: Raw -4220040.725704 + Penalty 5097.740570 = -4214942.985134 nChanged 18 SP:Iteration 80F (6318.570000 sec): 3 clusters Score: Raw -4220044.432955 + Penalty 5097.740570 = -4214946.692385 nChanged 13 SP:Iteration 81Q (6318.660000 sec): 3 clusters Score: Raw -4220047.612713 + Penalty 5097.740570 = -4214949.872143 nChanged 16 SP:Iteration 82Q (6318.760000 sec): 3 clusters Score: Raw -4220051.963277 + Penalty 5097.740570 = -4214954.222707 nChanged 23 SP:Iteration 83Q (6318.860000 sec): 3 clusters Score: Raw -4220058.155431 + Penalty 5097.740570 = -4214960.414861 nChanged 26 SP:Iteration 84Q (6318.950000 sec): 3 clusters Score: Raw -4220064.520972 + Penalty 5097.740570 = -4214966.780402 nChanged 19 SP:Iteration 85Q (6319.050000 sec): 3 clusters Score: Raw -4220068.544583 + Penalty 5097.740570 = -4214970.804013 nChanged 13 SP:Iteration 86Q (6319.140000 sec): 3 clusters Score: Raw -4220071.166235 + Penalty 5097.740570 = -4214973.425665 nChanged 15 SP:Iteration 87Q (6319.240000 sec): 3 clusters Score: Raw -4220074.931365 + Penalty 5097.740570 = -4214977.190795 nChanged 14 SP:Iteration 88Q (6319.340000 sec): 3 clusters Score: Raw -4220078.478547 + Penalty 5097.740570 = -4214980.737977 nChanged 13 SP:Iteration 89Q (6319.440000 sec): 3 clusters Score: Raw -4220081.781399 + Penalty 5097.740570 = -4214984.040829 nChanged 15 SP:Iteration 90Q (6319.530000 sec): 3 clusters Score: Raw -4220084.513299 + Penalty 5097.740570 = -4214986.772729 nChanged 11 SP:Iteration 91Q (6319.620000 sec): 3 clusters Score: Raw -4220086.226318 + Penalty 5097.740570 = -4214988.485748 nChanged 5 SP:Iteration 92Q (6319.720000 sec): 3 clusters Score: Raw -4220086.999056 + Penalty 5097.740570 = -4214989.258486 nChanged 1 SP:Iteration 93Q (6319.820000 sec): 3 clusters Score: Raw -4220087.337909 + Penalty 5097.740570 = -4214989.597339 nChanged 1 SP:Iteration 94Q (6319.910000 sec): 3 clusters Score: Raw -4220087.456660 + Penalty 5097.740570 = -4214989.716090 nChanged 0 SP:Iteration 95F (6320.040000 sec): 3 clusters Score: Raw -4220087.456660 + Penalty 5097.740570 = -4214989.716090 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (4295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6320.070000 sec): 2 clusters Score: Raw -662790.997588 + Penalty 2074.571295 = -660716.426293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6320.090000 sec): 3 clusters Score: Raw -660859.942998 + Penalty 4149.142590 = -656710.800408 nChanged 1567 SP:Iteration 1F (6320.100000 sec): 3 clusters Score: Raw -661957.363940 + Penalty 4149.142590 = -657808.221350 nChanged 380 SP:Iteration 2F (6320.120000 sec): 3 clusters Score: Raw -662336.518286 + Penalty 4149.142590 = -658187.375696 nChanged 313 SP:Iteration 3F (6320.140000 sec): 3 clusters Score: Raw -662680.697420 + Penalty 4149.142590 = -658531.554830 nChanged 277 SP:Iteration 4F (6320.160000 sec): 3 clusters Score: Raw -662932.416744 + Penalty 4149.142590 = -658783.274154 nChanged 207 SP:Iteration 5Q (6320.180000 sec): 3 clusters Score: Raw -663110.730541 + Penalty 4149.142590 = -658961.587951 nChanged 159 SP:Iteration 6Q (6320.200000 sec): 3 clusters Score: Raw -663218.149498 + Penalty 4149.142590 = -659069.006908 nChanged 112 SP:Iteration 7Q (6320.210000 sec): 3 clusters Score: Raw -663283.882124 + Penalty 4149.142590 = -659134.739534 nChanged 60 SP:Iteration 8Q (6320.230000 sec): 3 clusters Score: Raw -663310.368224 + Penalty 4149.142590 = -659161.225634 nChanged 39 SP:Iteration 9Q (6320.250000 sec): 3 clusters Score: Raw -663327.712278 + Penalty 4149.142590 = -659178.569688 nChanged 23 SP:Iteration 10Q (6320.270000 sec): 3 clusters Score: Raw -663338.553905 + Penalty 4149.142590 = -659189.411316 nChanged 21 SP:Iteration 11Q (6320.280000 sec): 3 clusters Score: Raw -663348.719252 + Penalty 4149.142590 = -659199.576663 nChanged 19 SP:Iteration 12Q (6320.300000 sec): 3 clusters Score: Raw -663357.103657 + Penalty 4149.142590 = -659207.961067 nChanged 12 SP:Iteration 13Q (6320.320000 sec): 3 clusters Score: Raw -663363.656854 + Penalty 4149.142590 = -659214.514264 nChanged 12 SP:Iteration 14Q (6320.340000 sec): 3 clusters Score: Raw -663370.500636 + Penalty 4149.142590 = -659221.358046 nChanged 13 SP:Iteration 15Q (6320.360000 sec): 3 clusters Score: Raw -663376.189940 + Penalty 4149.142590 = -659227.047350 nChanged 10 SP:Iteration 16Q (6320.370000 sec): 3 clusters Score: Raw -663380.100867 + Penalty 4149.142590 = -659230.958277 nChanged 5 SP:Iteration 17Q (6320.390000 sec): 3 clusters Score: Raw -663382.220600 + Penalty 4149.142590 = -659233.078011 nChanged 3 SP:Iteration 18Q (6320.410000 sec): 3 clusters Score: Raw -663383.336495 + Penalty 4149.142590 = -659234.193905 nChanged 4 SP:Iteration 19Q (6320.430000 sec): 3 clusters Score: Raw -663385.290462 + Penalty 4149.142590 = -659236.147872 nChanged 6 SP:Iteration 20F (6320.440000 sec): 3 clusters Score: Raw -663390.590444 + Penalty 4149.142590 = -659241.447854 nChanged 9 SP:Iteration 21Q (6320.460000 sec): 3 clusters Score: Raw -663394.622837 + Penalty 4149.142590 = -659245.480247 nChanged 6 SP:Iteration 22Q (6320.480000 sec): 3 clusters Score: Raw -663397.466736 + Penalty 4149.142590 = -659248.324146 nChanged 10 SP:Iteration 23Q (6320.500000 sec): 3 clusters Score: Raw -663401.378660 + Penalty 4149.142590 = -659252.236070 nChanged 12 SP:Iteration 24Q (6320.520000 sec): 3 clusters Score: Raw -663406.795395 + Penalty 4149.142590 = -659257.652805 nChanged 7 SP:Iteration 25Q (6320.530000 sec): 3 clusters Score: Raw -663409.746726 + Penalty 4149.142590 = -659260.604136 nChanged 4 SP:Iteration 26Q (6320.550000 sec): 3 clusters Score: Raw -663410.734784 + Penalty 4149.142590 = -659261.592194 nChanged 2 SP:Iteration 27Q (6320.570000 sec): 3 clusters Score: Raw -663411.353411 + Penalty 4149.142590 = -659262.210821 nChanged 1 SP:Iteration 28Q (6320.590000 sec): 3 clusters Score: Raw -663411.696704 + Penalty 4149.142590 = -659262.554114 nChanged 1 SP:Iteration 29Q (6320.600000 sec): 3 clusters Score: Raw -663412.070155 + Penalty 4149.142590 = -659262.927565 nChanged 0 SP:Iteration 30F (6320.620000 sec): 3 clusters Score: Raw -663412.070155 + Penalty 4149.142590 = -659262.927565 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6320.640000 sec): 2 clusters Score: Raw -694193.047890 + Penalty 2094.213041 = -692098.834849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6320.660000 sec): 3 clusters Score: Raw -691949.704143 + Penalty 4188.426081 = -687761.278062 nChanged 1807 SP:Iteration 1F (6320.680000 sec): 3 clusters Score: Raw -692989.700314 + Penalty 4188.426081 = -688801.274233 nChanged 356 SP:Iteration 2F (6320.700000 sec): 3 clusters Score: Raw -693204.735791 + Penalty 4188.426081 = -689016.309710 nChanged 239 SP:Iteration 3F (6320.720000 sec): 3 clusters Score: Raw -693375.349893 + Penalty 4188.426081 = -689186.923812 nChanged 208 SP:Iteration 4Q (6320.740000 sec): 3 clusters Score: Raw -693556.421857 + Penalty 4188.426081 = -689367.995776 nChanged 213 SP:Iteration 5Q (6320.760000 sec): 3 clusters Score: Raw -693774.049297 + Penalty 4188.426081 = -689585.623216 nChanged 218 SP:Iteration 6Q (6320.780000 sec): 3 clusters Score: Raw -694046.278123 + Penalty 4188.426081 = -689857.852042 nChanged 264 SP:Iteration 7F (6320.800000 sec): 3 clusters Score: Raw -694378.437668 + Penalty 4188.426081 = -690190.011587 nChanged 285 SP:Iteration 8F (6320.820000 sec): 3 clusters Score: Raw -694716.850032 + Penalty 4188.426081 = -690528.423951 nChanged 262 SP:Iteration 9F (6320.840000 sec): 3 clusters Score: Raw -695022.432275 + Penalty 4188.426081 = -690834.006194 nChanged 230 SP:Iteration 10Q (6320.860000 sec): 3 clusters Score: Raw -695271.208516 + Penalty 4188.426081 = -691082.782435 nChanged 203 SP:Iteration 11Q (6320.870000 sec): 3 clusters Score: Raw -695466.687937 + Penalty 4188.426081 = -691278.261855 nChanged 156 SP:Iteration 12Q (6320.890000 sec): 3 clusters Score: Raw -695579.855463 + Penalty 4188.426081 = -691391.429382 nChanged 124 SP:Iteration 13Q (6320.910000 sec): 3 clusters Score: Raw -695665.227983 + Penalty 4188.426081 = -691476.801902 nChanged 106 SP:Iteration 14Q (6320.920000 sec): 3 clusters Score: Raw -695730.635208 + Penalty 4188.426081 = -691542.209127 nChanged 71 SP:Iteration 15Q (6320.940000 sec): 3 clusters Score: Raw -695770.271811 + Penalty 4188.426081 = -691581.845730 nChanged 52 SP:Iteration 16Q (6320.960000 sec): 3 clusters Score: Raw -695795.891111 + Penalty 4188.426081 = -691607.465030 nChanged 44 SP:Iteration 17Q (6320.980000 sec): 3 clusters Score: Raw -695818.078555 + Penalty 4188.426081 = -691629.652474 nChanged 31 SP:Iteration 18Q (6321.000000 sec): 3 clusters Score: Raw -695836.270888 + Penalty 4188.426081 = -691647.844807 nChanged 29 SP:Iteration 19Q (6321.010000 sec): 3 clusters Score: Raw -695854.803682 + Penalty 4188.426081 = -691666.377601 nChanged 31 SP:Iteration 20F (6321.030000 sec): 3 clusters Score: Raw -695874.674212 + Penalty 4188.426081 = -691686.248131 nChanged 35 SP:Iteration 21Q (6321.050000 sec): 3 clusters Score: Raw -695895.544111 + Penalty 4188.426081 = -691707.118030 nChanged 28 SP:Iteration 22Q (6321.060000 sec): 3 clusters Score: Raw -695909.774189 + Penalty 4188.426081 = -691721.348108 nChanged 23 SP:Iteration 23Q (6321.080000 sec): 3 clusters Score: Raw -695923.134919 + Penalty 4188.426081 = -691734.708838 nChanged 18 SP:Iteration 24Q (6321.100000 sec): 3 clusters Score: Raw -695936.364718 + Penalty 4188.426081 = -691747.938637 nChanged 14 SP:Iteration 25Q (6321.120000 sec): 3 clusters Score: Raw -695945.121401 + Penalty 4188.426081 = -691756.695320 nChanged 11 SP:Iteration 26Q (6321.130000 sec): 3 clusters Score: Raw -695949.533295 + Penalty 4188.426081 = -691761.107214 nChanged 8 SP:Iteration 27Q (6321.150000 sec): 3 clusters Score: Raw -695951.889176 + Penalty 4188.426081 = -691763.463095 nChanged 3 SP:Iteration 28Q (6321.160000 sec): 3 clusters Score: Raw -695953.136770 + Penalty 4188.426081 = -691764.710689 nChanged 0 SP:Iteration 29F (6321.180000 sec): 3 clusters Score: Raw -695953.136770 + Penalty 4188.426081 = -691764.710689 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (13866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6321.240000 sec): 2 clusters Score: Raw -2169064.966553 + Penalty 2365.224380 = -2166699.742173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6321.300000 sec): 3 clusters Score: Raw -2161295.701566 + Penalty 4730.448759 = -2156565.252807 nChanged 5892 SP:Iteration 1F (6321.360000 sec): 3 clusters Score: Raw -2164370.523307 + Penalty 4730.448759 = -2159640.074548 nChanged 771 SP:Iteration 2F (6321.420000 sec): 3 clusters Score: Raw -2164666.468505 + Penalty 4730.448759 = -2159936.019745 nChanged 672 SP:Iteration 3Q (6321.480000 sec): 3 clusters Score: Raw -2164911.182163 + Penalty 4730.448759 = -2160180.733403 nChanged 547 SP:Iteration 4Q (6321.540000 sec): 3 clusters Score: Raw -2165093.492488 + Penalty 4730.448759 = -2160363.043729 nChanged 488 SP:Iteration 5Q (6321.600000 sec): 3 clusters Score: Raw -2165261.948227 + Penalty 4730.448759 = -2160531.499468 nChanged 463 SP:Iteration 6Q (6321.660000 sec): 3 clusters Score: Raw -2165429.051871 + Penalty 4730.448759 = -2160698.603112 nChanged 470 SP:Iteration 7Q (6321.720000 sec): 3 clusters Score: Raw -2165618.595368 + Penalty 4730.448759 = -2160888.146608 nChanged 504 SP:Iteration 8Q (6321.780000 sec): 3 clusters Score: Raw -2165843.808997 + Penalty 4730.448759 = -2161113.360238 nChanged 585 SP:Iteration 9Q (6321.840000 sec): 3 clusters Score: Raw -2166156.223252 + Penalty 4730.448759 = -2161425.774492 nChanged 650 SP:Iteration 10Q (6321.900000 sec): 3 clusters Score: Raw -2166527.192356 + Penalty 4730.448759 = -2161796.743596 nChanged 653 SP:Iteration 11Q (6321.960000 sec): 3 clusters Score: Raw -2166903.183349 + Penalty 4730.448759 = -2162172.734589 nChanged 625 SP:Iteration 12Q (6322.020000 sec): 3 clusters Score: Raw -2167287.001102 + Penalty 4730.448759 = -2162556.552342 nChanged 588 SP:Iteration 13Q (6322.080000 sec): 3 clusters Score: Raw -2167673.735775 + Penalty 4730.448759 = -2162943.287015 nChanged 558 SP:Iteration 14Q (6322.140000 sec): 3 clusters Score: Raw -2168067.253847 + Penalty 4730.448759 = -2163336.805088 nChanged 474 SP:Iteration 15Q (6322.200000 sec): 3 clusters Score: Raw -2168422.633363 + Penalty 4730.448759 = -2163692.184604 nChanged 396 SP:Iteration 16Q (6322.260000 sec): 3 clusters Score: Raw -2168730.137009 + Penalty 4730.448759 = -2163999.688249 nChanged 286 SP:Iteration 17Q (6322.320000 sec): 3 clusters Score: Raw -2168942.248439 + Penalty 4730.448759 = -2164211.799680 nChanged 197 SP:Iteration 18Q (6322.370000 sec): 3 clusters Score: Raw -2169098.199076 + Penalty 4730.448759 = -2164367.750317 nChanged 132 SP:Iteration 19Q (6322.420000 sec): 3 clusters Score: Raw -2169191.398559 + Penalty 4730.448759 = -2164460.949800 nChanged 72 SP:Iteration 20F (6322.480000 sec): 3 clusters Score: Raw -2169242.256873 + Penalty 4730.448759 = -2164511.808113 nChanged 47 SP:Iteration 21Q (6322.540000 sec): 3 clusters Score: Raw -2169274.140353 + Penalty 4730.448759 = -2164543.691594 nChanged 36 SP:Iteration 22Q (6322.590000 sec): 3 clusters Score: Raw -2169302.267057 + Penalty 4730.448759 = -2164571.818297 nChanged 39 SP:Iteration 23Q (6322.640000 sec): 3 clusters Score: Raw -2169335.106580 + Penalty 4730.448759 = -2164604.657820 nChanged 33 SP:Iteration 24Q (6322.690000 sec): 3 clusters Score: Raw -2169367.472549 + Penalty 4730.448759 = -2164637.023790 nChanged 30 SP:Iteration 25Q (6322.740000 sec): 3 clusters Score: Raw -2169390.918422 + Penalty 4730.448759 = -2164660.469663 nChanged 20 SP:Iteration 26Q (6322.790000 sec): 3 clusters Score: Raw -2169409.665745 + Penalty 4730.448759 = -2164679.216985 nChanged 20 SP:Iteration 27Q (6322.830000 sec): 3 clusters Score: Raw -2169424.125372 + Penalty 4730.448759 = -2164693.676612 nChanged 17 SP:Iteration 28Q (6322.880000 sec): 3 clusters Score: Raw -2169436.545963 + Penalty 4730.448759 = -2164706.097203 nChanged 10 SP:Iteration 29Q (6322.930000 sec): 3 clusters Score: Raw -2169444.893446 + Penalty 4730.448759 = -2164714.444686 nChanged 6 SP:Iteration 30Q (6322.980000 sec): 3 clusters Score: Raw -2169449.711923 + Penalty 4730.448759 = -2164719.263163 nChanged 4 SP:Iteration 31Q (6323.020000 sec): 3 clusters Score: Raw -2169451.867785 + Penalty 4730.448759 = -2164721.419025 nChanged 1 SP:Iteration 32Q (6323.070000 sec): 3 clusters Score: Raw -2169452.408194 + Penalty 4730.448759 = -2164721.959434 nChanged 2 SP:Iteration 33Q (6323.120000 sec): 3 clusters Score: Raw -2169454.129798 + Penalty 4730.448759 = -2164723.681039 nChanged 0 SP:Iteration 34F (6323.180000 sec): 3 clusters Score: Raw -2169454.129798 + Penalty 4730.448759 = -2164723.681039 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (245258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6324.190000 sec): 2 clusters Score: Raw -38186683.950261 + Penalty 3077.696367 = -38183606.253894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6325.310000 sec): 3 clusters Score: Raw -38025128.769347 + Penalty 6155.392734 = -38018973.376613 nChanged 118297 SP:Iteration 1F (6326.430000 sec): 3 clusters Score: Raw -38095315.932975 + Penalty 6155.392734 = -38089160.540240 nChanged 7332 SP:Iteration 2Q (6327.570000 sec): 3 clusters Score: Raw -38097034.946570 + Penalty 6155.392734 = -38090879.553836 nChanged 8290 SP:Iteration 3Q (6328.730000 sec): 3 clusters Score: Raw -38099364.041973 + Penalty 6155.392734 = -38093208.649238 nChanged 9719 SP:Iteration 4Q (6329.880000 sec): 3 clusters Score: Raw -38102767.277996 + Penalty 6155.392734 = -38096611.885262 nChanged 11624 SP:Iteration 5Q (6331.040000 sec): 3 clusters Score: Raw -38107853.911614 + Penalty 6155.392734 = -38101698.518880 nChanged 14009 SP:Iteration 6F (6332.150000 sec): 3 clusters Score: Raw -38115435.919672 + Penalty 6155.392734 = -38109280.526938 nChanged 16667 SP:Iteration 7F (6333.260000 sec): 3 clusters Score: Raw -38126257.765550 + Penalty 6155.392734 = -38120102.372816 nChanged 18597 SP:Iteration 8F (6334.370000 sec): 3 clusters Score: Raw -38140653.409748 + Penalty 6155.392734 = -38134498.017014 nChanged 18637 SP:Iteration 9F (6335.480000 sec): 3 clusters Score: Raw -38156601.549402 + Penalty 6155.392734 = -38150446.156667 nChanged 15621 SP:Iteration 10F (6336.580000 sec): 3 clusters Score: Raw -38170593.471364 + Penalty 6155.392734 = -38164438.078630 nChanged 10264 SP:Iteration 11Q (6337.660000 sec): 3 clusters Score: Raw -38179697.653932 + Penalty 6155.392734 = -38173542.261197 nChanged 5322 SP:Iteration 12Q (6338.670000 sec): 3 clusters Score: Raw -38184095.098038 + Penalty 6155.392734 = -38177939.705303 nChanged 2251 SP:Iteration 13Q (6339.590000 sec): 3 clusters Score: Raw -38185886.566300 + Penalty 6155.392734 = -38179731.173565 nChanged 887 SP:Iteration 14Q (6340.450000 sec): 3 clusters Score: Raw -38186625.530499 + Penalty 6155.392734 = -38180470.137764 nChanged 341 SP:Iteration 15Q (6341.280000 sec): 3 clusters Score: Raw -38186943.829065 + Penalty 6155.392734 = -38180788.436331 nChanged 180 SP:Iteration 16Q (6342.080000 sec): 3 clusters Score: Raw -38187099.822502 + Penalty 6155.392734 = -38180944.429767 nChanged 124 SP:Iteration 17Q (6342.880000 sec): 3 clusters Score: Raw -38187213.732929 + Penalty 6155.392734 = -38181058.340195 nChanged 94 SP:Iteration 18Q (6343.680000 sec): 3 clusters Score: Raw -38187290.754796 + Penalty 6155.392734 = -38181135.362062 nChanged 71 SP:Iteration 19Q (6344.470000 sec): 3 clusters Score: Raw -38187347.877680 + Penalty 6155.392734 = -38181192.484946 nChanged 52 SP:Iteration 20F (6345.570000 sec): 3 clusters Score: Raw -38187388.080673 + Penalty 6155.392734 = -38181232.687939 nChanged 39 SP:Iteration 21Q (6346.350000 sec): 3 clusters Score: Raw -38187419.534237 + Penalty 6155.392734 = -38181264.141503 nChanged 36 SP:Iteration 22Q (6347.140000 sec): 3 clusters Score: Raw -38187449.984107 + Penalty 6155.392734 = -38181294.591372 nChanged 32 SP:Iteration 23Q (6347.920000 sec): 3 clusters Score: Raw -38187472.833841 + Penalty 6155.392734 = -38181317.441107 nChanged 20 SP:Iteration 24Q (6348.710000 sec): 3 clusters Score: Raw -38187485.540601 + Penalty 6155.392734 = -38181330.147867 nChanged 18 SP:Iteration 25Q (6349.490000 sec): 3 clusters Score: Raw -38187499.917939 + Penalty 6155.392734 = -38181344.525204 nChanged 16 SP:Iteration 26Q (6350.270000 sec): 3 clusters Score: Raw -38187511.819204 + Penalty 6155.392734 = -38181356.426469 nChanged 19 SP:Iteration 27Q (6351.050000 sec): 3 clusters Score: Raw -38187524.102772 + Penalty 6155.392734 = -38181368.710038 nChanged 16 SP:Iteration 28Q (6351.840000 sec): 3 clusters Score: Raw -38187538.650747 + Penalty 6155.392734 = -38181383.258012 nChanged 14 SP:Iteration 29Q (6352.620000 sec): 3 clusters Score: Raw -38187547.837260 + Penalty 6155.392734 = -38181392.444526 nChanged 16 SP:Iteration 30Q (6353.400000 sec): 3 clusters Score: Raw -38187557.265383 + Penalty 6155.392734 = -38181401.872649 nChanged 7 SP:Iteration 31Q (6354.180000 sec): 3 clusters Score: Raw -38187561.547411 + Penalty 6155.392734 = -38181406.154677 nChanged 6 SP:Iteration 32Q (6354.960000 sec): 3 clusters Score: Raw -38187565.201596 + Penalty 6155.392734 = -38181409.808862 nChanged 6 SP:Iteration 33Q (6355.740000 sec): 3 clusters Score: Raw -38187568.725121 + Penalty 6155.392734 = -38181413.332386 nChanged 4 SP:Iteration 34Q (6356.520000 sec): 3 clusters Score: Raw -38187571.525485 + Penalty 6155.392734 = -38181416.132751 nChanged 3 SP:Iteration 35Q (6357.310000 sec): 3 clusters Score: Raw -38187573.942936 + Penalty 6155.392734 = -38181418.550201 nChanged 6 SP:Iteration 36Q (6358.090000 sec): 3 clusters Score: Raw -38187579.316475 + Penalty 6155.392734 = -38181423.923741 nChanged 12 SP:Iteration 37Q (6358.860000 sec): 3 clusters Score: Raw -38187585.924523 + Penalty 6155.392734 = -38181430.531788 nChanged 9 SP:Iteration 38Q (6359.650000 sec): 3 clusters Score: Raw -38187590.068558 + Penalty 6155.392734 = -38181434.675823 nChanged 6 SP:Iteration 39Q (6360.430000 sec): 3 clusters Score: Raw -38187593.217808 + Penalty 6155.392734 = -38181437.825073 nChanged 5 SP:Iteration 40F (6361.510000 sec): 3 clusters Score: Raw -38187596.109918 + Penalty 6155.392734 = -38181440.717183 nChanged 2 SP:Iteration 41Q (6362.300000 sec): 3 clusters Score: Raw -38187598.440046 + Penalty 6155.392734 = -38181443.047311 nChanged 6 SP:Iteration 42Q (6363.080000 sec): 3 clusters Score: Raw -38187602.398660 + Penalty 6155.392734 = -38181447.005925 nChanged 6 SP:Iteration 43Q (6363.860000 sec): 3 clusters Score: Raw -38187607.148640 + Penalty 6155.392734 = -38181451.755905 nChanged 2 SP:Iteration 44Q (6364.640000 sec): 3 clusters Score: Raw -38187608.969509 + Penalty 6155.392734 = -38181453.576774 nChanged 2 SP:Iteration 45Q (6365.420000 sec): 3 clusters Score: Raw -38187610.037389 + Penalty 6155.392734 = -38181454.644654 nChanged 1 SP:Iteration 46Q (6366.200000 sec): 3 clusters Score: Raw -38187610.948655 + Penalty 6155.392734 = -38181455.555921 nChanged 1 SP:Iteration 47Q (6366.980000 sec): 3 clusters Score: Raw -38187611.036449 + Penalty 6155.392734 = -38181455.643715 nChanged 0 SP:Iteration 48F (6368.070000 sec): 3 clusters Score: Raw -38187611.036449 + Penalty 6155.392734 = -38181455.643715 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6368.250000 sec): 2 clusters Score: Raw -2331026.103463 + Penalty 2384.885037 = -2328641.218426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6368.320000 sec): 3 clusters Score: Raw -2322493.071249 + Penalty 4769.770075 = -2317723.301175 nChanged 6552 SP:Iteration 1F (6368.380000 sec): 3 clusters Score: Raw -2326006.519990 + Penalty 4769.770075 = -2321236.749916 nChanged 898 SP:Iteration 2F (6368.450000 sec): 3 clusters Score: Raw -2326409.793866 + Penalty 4769.770075 = -2321640.023792 nChanged 751 SP:Iteration 3F (6368.510000 sec): 3 clusters Score: Raw -2326734.153293 + Penalty 4769.770075 = -2321964.383218 nChanged 636 SP:Iteration 4Q (6368.580000 sec): 3 clusters Score: Raw -2327002.594112 + Penalty 4769.770075 = -2322232.824037 nChanged 581 SP:Iteration 5Q (6368.640000 sec): 3 clusters Score: Raw -2327252.464883 + Penalty 4769.770075 = -2322482.694808 nChanged 618 SP:Iteration 6Q (6368.710000 sec): 3 clusters Score: Raw -2327505.697945 + Penalty 4769.770075 = -2322735.927870 nChanged 615 SP:Iteration 7Q (6368.770000 sec): 3 clusters Score: Raw -2327784.989350 + Penalty 4769.770075 = -2323015.219275 nChanged 649 SP:Iteration 8Q (6368.830000 sec): 3 clusters Score: Raw -2328124.563989 + Penalty 4769.770075 = -2323354.793914 nChanged 722 SP:Iteration 9Q (6368.900000 sec): 3 clusters Score: Raw -2328564.675043 + Penalty 4769.770075 = -2323794.904968 nChanged 782 SP:Iteration 10F (6368.960000 sec): 3 clusters Score: Raw -2329093.645924 + Penalty 4769.770075 = -2324323.875849 nChanged 783 SP:Iteration 11F (6369.030000 sec): 3 clusters Score: Raw -2329664.934174 + Penalty 4769.770075 = -2324895.164100 nChanged 729 SP:Iteration 12Q (6369.090000 sec): 3 clusters Score: Raw -2330224.582584 + Penalty 4769.770075 = -2325454.812509 nChanged 608 SP:Iteration 13Q (6369.160000 sec): 3 clusters Score: Raw -2330717.310424 + Penalty 4769.770075 = -2325947.540349 nChanged 472 SP:Iteration 14Q (6369.230000 sec): 3 clusters Score: Raw -2331136.438526 + Penalty 4769.770075 = -2326366.668452 nChanged 312 SP:Iteration 15Q (6369.290000 sec): 3 clusters Score: Raw -2331415.601897 + Penalty 4769.770075 = -2326645.831823 nChanged 192 SP:Iteration 16Q (6369.340000 sec): 3 clusters Score: Raw -2331603.226376 + Penalty 4769.770075 = -2326833.456302 nChanged 130 SP:Iteration 17Q (6369.400000 sec): 3 clusters Score: Raw -2331727.392300 + Penalty 4769.770075 = -2326957.622225 nChanged 98 SP:Iteration 18Q (6369.460000 sec): 3 clusters Score: Raw -2331832.283102 + Penalty 4769.770075 = -2327062.513027 nChanged 70 SP:Iteration 19Q (6369.510000 sec): 3 clusters Score: Raw -2331904.589644 + Penalty 4769.770075 = -2327134.819570 nChanged 57 SP:Iteration 20F (6369.570000 sec): 3 clusters Score: Raw -2331980.317390 + Penalty 4769.770075 = -2327210.547315 nChanged 47 SP:Iteration 21Q (6369.620000 sec): 3 clusters Score: Raw -2332042.254584 + Penalty 4769.770075 = -2327272.484509 nChanged 34 SP:Iteration 22Q (6369.670000 sec): 3 clusters Score: Raw -2332087.252619 + Penalty 4769.770075 = -2327317.482545 nChanged 31 SP:Iteration 23Q (6369.710000 sec): 3 clusters Score: Raw -2332128.165327 + Penalty 4769.770075 = -2327358.395252 nChanged 33 SP:Iteration 24Q (6369.760000 sec): 3 clusters Score: Raw -2332171.606014 + Penalty 4769.770075 = -2327401.835939 nChanged 25 SP:Iteration 25Q (6369.810000 sec): 3 clusters Score: Raw -2332205.533709 + Penalty 4769.770075 = -2327435.763634 nChanged 22 SP:Iteration 26Q (6369.850000 sec): 3 clusters Score: Raw -2332224.600948 + Penalty 4769.770075 = -2327454.830874 nChanged 12 SP:Iteration 27Q (6369.900000 sec): 3 clusters Score: Raw -2332233.839030 + Penalty 4769.770075 = -2327464.068955 nChanged 4 SP:Iteration 28Q (6369.940000 sec): 3 clusters Score: Raw -2332236.487343 + Penalty 4769.770075 = -2327466.717269 nChanged 1 SP:Iteration 29Q (6369.990000 sec): 3 clusters Score: Raw -2332236.852031 + Penalty 4769.770075 = -2327467.081956 nChanged 1 SP:Iteration 30Q (6370.040000 sec): 3 clusters Score: Raw -2332237.977885 + Penalty 4769.770075 = -2327468.207810 nChanged 0 SP:Iteration 31F (6370.100000 sec): 3 clusters Score: Raw -2332237.977885 + Penalty 4769.770075 = -2327468.207810 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (7062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6370.130000 sec): 2 clusters Score: Raw -1099619.712731 + Penalty 2197.895927 = -1097421.816804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6370.160000 sec): 3 clusters Score: Raw -1096014.303110 + Penalty 4395.791854 = -1091618.511256 nChanged 2807 SP:Iteration 1F (6370.190000 sec): 3 clusters Score: Raw -1097509.364867 + Penalty 4395.791854 = -1093113.573013 nChanged 466 SP:Iteration 2F (6370.220000 sec): 3 clusters Score: Raw -1097774.890255 + Penalty 4395.791854 = -1093379.098401 nChanged 380 SP:Iteration 3F (6370.250000 sec): 3 clusters Score: Raw -1097985.049627 + Penalty 4395.791854 = -1093589.257773 nChanged 314 SP:Iteration 4Q (6370.280000 sec): 3 clusters Score: Raw -1098162.656604 + Penalty 4395.791854 = -1093766.864750 nChanged 312 SP:Iteration 5Q (6370.310000 sec): 3 clusters Score: Raw -1098352.827730 + Penalty 4395.791854 = -1093957.035876 nChanged 327 SP:Iteration 6Q (6370.340000 sec): 3 clusters Score: Raw -1098589.011288 + Penalty 4395.791854 = -1094193.219434 nChanged 387 SP:Iteration 7F (6370.370000 sec): 3 clusters Score: Raw -1098871.846719 + Penalty 4395.791854 = -1094476.054865 nChanged 390 SP:Iteration 8F (6370.400000 sec): 3 clusters Score: Raw -1099154.313704 + Penalty 4395.791854 = -1094758.521850 nChanged 374 SP:Iteration 9F (6370.430000 sec): 3 clusters Score: Raw -1099397.522944 + Penalty 4395.791854 = -1095001.731090 nChanged 309 SP:Iteration 10Q (6370.460000 sec): 3 clusters Score: Raw -1099576.411726 + Penalty 4395.791854 = -1095180.619872 nChanged 195 SP:Iteration 11Q (6370.490000 sec): 3 clusters Score: Raw -1099674.313376 + Penalty 4395.791854 = -1095278.521522 nChanged 157 SP:Iteration 12Q (6370.520000 sec): 3 clusters Score: Raw -1099747.018623 + Penalty 4395.791854 = -1095351.226769 nChanged 125 SP:Iteration 13Q (6370.550000 sec): 3 clusters Score: Raw -1099804.217462 + Penalty 4395.791854 = -1095408.425608 nChanged 102 SP:Iteration 14Q (6370.580000 sec): 3 clusters Score: Raw -1099848.538169 + Penalty 4395.791854 = -1095452.746315 nChanged 89 SP:Iteration 15Q (6370.610000 sec): 3 clusters Score: Raw -1099882.672294 + Penalty 4395.791854 = -1095486.880440 nChanged 65 SP:Iteration 16Q (6370.640000 sec): 3 clusters Score: Raw -1099907.955849 + Penalty 4395.791854 = -1095512.163995 nChanged 60 SP:Iteration 17Q (6370.670000 sec): 3 clusters Score: Raw -1099930.409989 + Penalty 4395.791854 = -1095534.618135 nChanged 59 SP:Iteration 18Q (6370.700000 sec): 3 clusters Score: Raw -1099955.107649 + Penalty 4395.791854 = -1095559.315795 nChanged 51 SP:Iteration 19Q (6370.720000 sec): 3 clusters Score: Raw -1099975.270497 + Penalty 4395.791854 = -1095579.478643 nChanged 33 SP:Iteration 20F (6370.760000 sec): 3 clusters Score: Raw -1099989.848179 + Penalty 4395.791854 = -1095594.056325 nChanged 32 SP:Iteration 21Q (6370.780000 sec): 3 clusters Score: Raw -1100007.176198 + Penalty 4395.791854 = -1095611.384344 nChanged 39 SP:Iteration 22Q (6370.820000 sec): 3 clusters Score: Raw -1100021.848444 + Penalty 4395.791854 = -1095626.056590 nChanged 35 SP:Iteration 23Q (6370.840000 sec): 3 clusters Score: Raw -1100034.558765 + Penalty 4395.791854 = -1095638.766911 nChanged 35 SP:Iteration 24Q (6370.870000 sec): 3 clusters Score: Raw -1100047.304248 + Penalty 4395.791854 = -1095651.512394 nChanged 36 SP:Iteration 25Q (6370.900000 sec): 3 clusters Score: Raw -1100058.602998 + Penalty 4395.791854 = -1095662.811144 nChanged 24 SP:Iteration 26Q (6370.930000 sec): 3 clusters Score: Raw -1100068.906217 + Penalty 4395.791854 = -1095673.114363 nChanged 34 SP:Iteration 27Q (6370.960000 sec): 3 clusters Score: Raw -1100082.972242 + Penalty 4395.791854 = -1095687.180388 nChanged 27 SP:Iteration 28Q (6370.990000 sec): 3 clusters Score: Raw -1100094.740941 + Penalty 4395.791854 = -1095698.949087 nChanged 21 SP:Iteration 29Q (6371.020000 sec): 3 clusters Score: Raw -1100102.343927 + Penalty 4395.791854 = -1095706.552073 nChanged 23 SP:Iteration 30Q (6371.050000 sec): 3 clusters Score: Raw -1100110.020649 + Penalty 4395.791854 = -1095714.228795 nChanged 21 SP:Iteration 31Q (6371.080000 sec): 3 clusters Score: Raw -1100117.207630 + Penalty 4395.791854 = -1095721.415777 nChanged 18 SP:Iteration 32Q (6371.110000 sec): 3 clusters Score: Raw -1100124.665107 + Penalty 4395.791854 = -1095728.873253 nChanged 13 SP:Iteration 33Q (6371.140000 sec): 3 clusters Score: Raw -1100129.197692 + Penalty 4395.791854 = -1095733.405839 nChanged 8 SP:Iteration 34Q (6371.170000 sec): 3 clusters Score: Raw -1100131.987989 + Penalty 4395.791854 = -1095736.196135 nChanged 11 SP:Iteration 35Q (6371.200000 sec): 3 clusters Score: Raw -1100135.460550 + Penalty 4395.791854 = -1095739.668696 nChanged 7 SP:Iteration 36Q (6371.230000 sec): 3 clusters Score: Raw -1100137.328108 + Penalty 4395.791854 = -1095741.536254 nChanged 7 SP:Iteration 37Q (6371.260000 sec): 3 clusters Score: Raw -1100139.607379 + Penalty 4395.791854 = -1095743.815525 nChanged 7 SP:Iteration 38Q (6371.290000 sec): 3 clusters Score: Raw -1100141.748625 + Penalty 4395.791854 = -1095745.956771 nChanged 4 SP:Iteration 39Q (6371.320000 sec): 3 clusters Score: Raw -1100142.884841 + Penalty 4395.791854 = -1095747.092987 nChanged 4 SP:Iteration 40F (6371.350000 sec): 3 clusters Score: Raw -1100144.087342 + Penalty 4395.791854 = -1095748.295488 nChanged 6 SP:Iteration 41Q (6371.380000 sec): 3 clusters Score: Raw -1100146.594959 + Penalty 4395.791854 = -1095750.803105 nChanged 9 SP:Iteration 42Q (6371.400000 sec): 3 clusters Score: Raw -1100149.465581 + Penalty 4395.791854 = -1095753.673727 nChanged 5 SP:Iteration 43Q (6371.440000 sec): 3 clusters Score: Raw -1100152.769793 + Penalty 4395.791854 = -1095756.977939 nChanged 12 SP:Iteration 44Q (6371.460000 sec): 3 clusters Score: Raw -1100157.589546 + Penalty 4395.791854 = -1095761.797692 nChanged 8 SP:Iteration 45Q (6371.490000 sec): 3 clusters Score: Raw -1100160.853962 + Penalty 4395.791854 = -1095765.062108 nChanged 7 SP:Iteration 46Q (6371.520000 sec): 3 clusters Score: Raw -1100163.652203 + Penalty 4395.791854 = -1095767.860349 nChanged 8 SP:Iteration 47Q (6371.550000 sec): 3 clusters Score: Raw -1100166.464144 + Penalty 4395.791854 = -1095770.672290 nChanged 5 SP:Iteration 48Q (6371.580000 sec): 3 clusters Score: Raw -1100168.484978 + Penalty 4395.791854 = -1095772.693124 nChanged 3 SP:Iteration 49Q (6371.610000 sec): 3 clusters Score: Raw -1100169.532018 + Penalty 4395.791854 = -1095773.740164 nChanged 1 SP:Iteration 50Q (6371.640000 sec): 3 clusters Score: Raw -1100169.998499 + Penalty 4395.791854 = -1095774.206645 nChanged 1 SP:Iteration 51Q (6371.670000 sec): 3 clusters Score: Raw -1100170.244307 + Penalty 4395.791854 = -1095774.452453 nChanged 0 SP:Iteration 52F (6371.700000 sec): 3 clusters Score: Raw -1100170.244307 + Penalty 4395.791854 = -1095774.452453 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.700000 sec): 2 clusters Score: Raw -72525.616894 + Penalty 1550.472163 = -70975.144731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.700000 sec): 3 clusters Score: Raw -72522.286269 + Penalty 3100.944326 = -69421.341943 nChanged 89 SP:Iteration 1F (6371.710000 sec): 3 clusters Score: Raw -72690.258202 + Penalty 3100.944326 = -69589.313876 nChanged 32 SP:Iteration 2F (6371.710000 sec): 3 clusters Score: Raw -72793.709094 + Penalty 3100.944326 = -69692.764768 nChanged 14 SP:Iteration 3Q (6371.710000 sec): 3 clusters Score: Raw -72831.495073 + Penalty 3100.944326 = -69730.550747 nChanged 7 SP:Iteration 4Q (6371.720000 sec): 3 clusters Score: Raw -72847.603552 + Penalty 3100.944326 = -69746.659226 nChanged 7 SP:Iteration 5Q (6371.720000 sec): 3 clusters Score: Raw -72861.386919 + Penalty 3100.944326 = -69760.442593 nChanged 4 SP:Iteration 6Q (6371.720000 sec): 3 clusters Score: Raw -72868.389487 + Penalty 3100.944326 = -69767.445161 nChanged 4 SP:Iteration 7Q (6371.720000 sec): 3 clusters Score: Raw -72878.822561 + Penalty 3100.944326 = -69777.878235 nChanged 0 SP:Iteration 8F (6371.720000 sec): 3 clusters Score: Raw -72878.822561 + Penalty 3100.944326 = -69777.878235 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.730000 sec): 2 clusters Score: Raw -45471.614666 + Penalty 1441.904372 = -44029.710294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.730000 sec): 3 clusters Score: Raw -45693.251283 + Penalty 2883.808744 = -42809.442539 nChanged 56 SP:Iteration 1F (6371.730000 sec): 3 clusters Score: Raw -45846.771510 + Penalty 2883.808744 = -42962.962766 nChanged 19 SP:Iteration 2F (6371.730000 sec): 3 clusters Score: Raw -45914.272560 + Penalty 2883.808744 = -43030.463817 nChanged 8 SP:Iteration 3Q (6371.730000 sec): 3 clusters Score: Raw -45948.213418 + Penalty 2883.808744 = -43064.404674 nChanged 11 SP:Iteration 4Q (6371.740000 sec): 3 clusters Score: Raw -45992.649258 + Penalty 2883.808744 = -43108.840514 nChanged 7 SP:Iteration 5Q (6371.740000 sec): 3 clusters Score: Raw -46013.493986 + Penalty 2883.808744 = -43129.685242 nChanged 3 SP:Iteration 6Q (6371.740000 sec): 3 clusters Score: Raw -46029.909677 + Penalty 2883.808744 = -43146.100933 nChanged 3 SP:Iteration 7Q (6371.740000 sec): 3 clusters Score: Raw -46044.257246 + Penalty 2883.808744 = -43160.448503 nChanged 4 SP:Iteration 8Q (6371.740000 sec): 3 clusters Score: Raw -46062.335832 + Penalty 2883.808744 = -43178.527088 nChanged 4 SP:Iteration 9Q (6371.740000 sec): 3 clusters Score: Raw -46088.989748 + Penalty 2883.808744 = -43205.181004 nChanged 3 SP:Iteration 10Q (6371.740000 sec): 3 clusters Score: Raw -46093.691268 + Penalty 2883.808744 = -43209.882524 nChanged 0 SP:Iteration 11F (6371.740000 sec): 3 clusters Score: Raw -46093.691268 + Penalty 2883.808744 = -43209.882524 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.750000 sec): 2 clusters Score: Raw -81160.024519 + Penalty 1549.993860 = -79610.030659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.750000 sec): 3 clusters Score: Raw -81167.128133 + Penalty 3099.987720 = -78067.140413 nChanged 76 SP:Iteration 1F (6371.750000 sec): 3 clusters Score: Raw -81310.280164 + Penalty 3099.987720 = -78210.292444 nChanged 25 SP:Iteration 2Q (6371.760000 sec): 3 clusters Score: Raw -81359.021980 + Penalty 3099.987720 = -78259.034260 nChanged 5 SP:Iteration 3Q (6371.760000 sec): 3 clusters Score: Raw -81366.102170 + Penalty 3099.987720 = -78266.114450 nChanged 2 SP:Iteration 4Q (6371.760000 sec): 3 clusters Score: Raw -81369.197092 + Penalty 3099.987720 = -78269.209372 nChanged 1 SP:Iteration 5Q (6371.760000 sec): 3 clusters Score: Raw -81371.629818 + Penalty 3099.987720 = -78271.642098 nChanged 0 SP:Iteration 6F (6371.760000 sec): 3 clusters Score: Raw -81371.629818 + Penalty 3099.987720 = -78271.642098 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.870000 sec): 2 clusters Score: Raw -4058158.546086 + Penalty 2522.946438 = -4055635.599648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.990000 sec): 3 clusters Score: Raw -4042504.734438 + Penalty 5045.892875 = -4037458.841563 nChanged 11756 SP:Iteration 1F (6372.100000 sec): 3 clusters Score: Raw -4048889.798455 + Penalty 5045.892875 = -4043843.905580 nChanged 1277 SP:Iteration 2Q (6372.220000 sec): 3 clusters Score: Raw -4049319.495973 + Penalty 5045.892875 = -4044273.603098 nChanged 1162 SP:Iteration 3Q (6372.340000 sec): 3 clusters Score: Raw -4049752.021612 + Penalty 5045.892875 = -4044706.128737 nChanged 1207 SP:Iteration 4Q (6372.450000 sec): 3 clusters Score: Raw -4050226.962922 + Penalty 5045.892875 = -4045181.070047 nChanged 1315 SP:Iteration 5F (6372.560000 sec): 3 clusters Score: Raw -4050868.354042 + Penalty 5045.892875 = -4045822.461167 nChanged 1496 SP:Iteration 6F (6372.680000 sec): 3 clusters Score: Raw -4051740.186640 + Penalty 5045.892875 = -4046694.293765 nChanged 1676 SP:Iteration 7F (6372.790000 sec): 3 clusters Score: Raw -4052920.305670 + Penalty 5045.892875 = -4047874.412795 nChanged 1767 SP:Iteration 8F (6372.900000 sec): 3 clusters Score: Raw -4054290.549979 + Penalty 5045.892875 = -4049244.657104 nChanged 1584 SP:Iteration 9F (6373.010000 sec): 3 clusters Score: Raw -4055619.788307 + Penalty 5045.892875 = -4050573.895432 nChanged 1241 SP:Iteration 10Q (6373.120000 sec): 3 clusters Score: Raw -4056697.753656 + Penalty 5045.892875 = -4051651.860781 nChanged 845 SP:Iteration 11Q (6373.240000 sec): 3 clusters Score: Raw -4057475.779567 + Penalty 5045.892875 = -4052429.886692 nChanged 535 SP:Iteration 12Q (6373.350000 sec): 3 clusters Score: Raw -4057939.024264 + Penalty 5045.892875 = -4052893.131388 nChanged 267 SP:Iteration 13Q (6373.450000 sec): 3 clusters Score: Raw -4058189.690681 + Penalty 5045.892875 = -4053143.797806 nChanged 145 SP:Iteration 14Q (6373.540000 sec): 3 clusters Score: Raw -4058320.620960 + Penalty 5045.892875 = -4053274.728085 nChanged 77 SP:Iteration 15Q (6373.640000 sec): 3 clusters Score: Raw -4058403.469412 + Penalty 5045.892875 = -4053357.576536 nChanged 45 SP:Iteration 16Q (6373.720000 sec): 3 clusters Score: Raw -4058455.676605 + Penalty 5045.892875 = -4053409.783730 nChanged 29 SP:Iteration 17Q (6373.810000 sec): 3 clusters Score: Raw -4058487.630810 + Penalty 5045.892875 = -4053441.737935 nChanged 17 SP:Iteration 18Q (6373.900000 sec): 3 clusters Score: Raw -4058504.927763 + Penalty 5045.892875 = -4053459.034888 nChanged 11 SP:Iteration 19Q (6373.980000 sec): 3 clusters Score: Raw -4058515.780142 + Penalty 5045.892875 = -4053469.887267 nChanged 8 SP:Iteration 20F (6374.090000 sec): 3 clusters Score: Raw -4058523.686294 + Penalty 5045.892875 = -4053477.793419 nChanged 8 SP:Iteration 21Q (6374.180000 sec): 3 clusters Score: Raw -4058531.146111 + Penalty 5045.892875 = -4053485.253235 nChanged 5 SP:Iteration 22Q (6374.260000 sec): 3 clusters Score: Raw -4058536.654660 + Penalty 5045.892875 = -4053490.761785 nChanged 5 SP:Iteration 23Q (6374.350000 sec): 3 clusters Score: Raw -4058540.744177 + Penalty 5045.892875 = -4053494.851302 nChanged 3 SP:Iteration 24Q (6374.430000 sec): 3 clusters Score: Raw -4058543.044396 + Penalty 5045.892875 = -4053497.151521 nChanged 2 SP:Iteration 25Q (6374.520000 sec): 3 clusters Score: Raw -4058544.629670 + Penalty 5045.892875 = -4053498.736795 nChanged 5 SP:Iteration 26Q (6374.610000 sec): 3 clusters Score: Raw -4058549.706720 + Penalty 5045.892875 = -4053503.813845 nChanged 4 SP:Iteration 27Q (6374.690000 sec): 3 clusters Score: Raw -4058553.647313 + Penalty 5045.892875 = -4053507.754438 nChanged 2 SP:Iteration 28Q (6374.770000 sec): 3 clusters Score: Raw -4058556.822933 + Penalty 5045.892875 = -4053510.930058 nChanged 2 SP:Iteration 29Q (6374.860000 sec): 3 clusters Score: Raw -4058558.733078 + Penalty 5045.892875 = -4053512.840202 nChanged 2 SP:Iteration 30Q (6374.940000 sec): 3 clusters Score: Raw -4058560.097267 + Penalty 5045.892875 = -4053514.204392 nChanged 0 SP:Iteration 31F (6375.050000 sec): 3 clusters Score: Raw -4058560.097267 + Penalty 5045.892875 = -4053514.204392 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.090000 sec): 2 clusters Score: Raw -890143.968913 + Penalty 2144.628360 = -887999.340553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6375.110000 sec): 3 clusters Score: Raw -887343.943944 + Penalty 4289.256720 = -883054.687224 nChanged 2200 SP:Iteration 1F (6375.130000 sec): 3 clusters Score: Raw -888556.721704 + Penalty 4289.256720 = -884267.464985 nChanged 424 SP:Iteration 2F (6375.160000 sec): 3 clusters Score: Raw -888783.400053 + Penalty 4289.256720 = -884494.143333 nChanged 283 SP:Iteration 3Q (6375.180000 sec): 3 clusters Score: Raw -888914.752235 + Penalty 4289.256720 = -884625.495516 nChanged 197 SP:Iteration 4Q (6375.210000 sec): 3 clusters Score: Raw -889006.756414 + Penalty 4289.256720 = -884717.499694 nChanged 169 SP:Iteration 5Q (6375.230000 sec): 3 clusters Score: Raw -889091.127071 + Penalty 4289.256720 = -884801.870351 nChanged 140 SP:Iteration 6Q (6375.250000 sec): 3 clusters Score: Raw -889151.281732 + Penalty 4289.256720 = -884862.025013 nChanged 121 SP:Iteration 7Q (6375.270000 sec): 3 clusters Score: Raw -889195.960118 + Penalty 4289.256720 = -884906.703398 nChanged 97 SP:Iteration 8Q (6375.300000 sec): 3 clusters Score: Raw -889235.212213 + Penalty 4289.256720 = -884945.955494 nChanged 92 SP:Iteration 9Q (6375.320000 sec): 3 clusters Score: Raw -889268.838574 + Penalty 4289.256720 = -884979.581854 nChanged 65 SP:Iteration 10Q (6375.350000 sec): 3 clusters Score: Raw -889295.757832 + Penalty 4289.256720 = -885006.501113 nChanged 72 SP:Iteration 11Q (6375.370000 sec): 3 clusters Score: Raw -889327.254821 + Penalty 4289.256720 = -885037.998101 nChanged 73 SP:Iteration 12Q (6375.400000 sec): 3 clusters Score: Raw -889361.540118 + Penalty 4289.256720 = -885072.283398 nChanged 85 SP:Iteration 13Q (6375.420000 sec): 3 clusters Score: Raw -889399.782351 + Penalty 4289.256720 = -885110.525631 nChanged 74 SP:Iteration 14Q (6375.440000 sec): 3 clusters Score: Raw -889433.757943 + Penalty 4289.256720 = -885144.501223 nChanged 67 SP:Iteration 15Q (6375.470000 sec): 3 clusters Score: Raw -889459.400704 + Penalty 4289.256720 = -885170.143984 nChanged 64 SP:Iteration 16Q (6375.490000 sec): 3 clusters Score: Raw -889484.811283 + Penalty 4289.256720 = -885195.554563 nChanged 60 SP:Iteration 17Q (6375.520000 sec): 3 clusters Score: Raw -889506.703321 + Penalty 4289.256720 = -885217.446601 nChanged 56 SP:Iteration 18Q (6375.540000 sec): 3 clusters Score: Raw -889528.157431 + Penalty 4289.256720 = -885238.900711 nChanged 52 SP:Iteration 19Q (6375.560000 sec): 3 clusters Score: Raw -889545.802219 + Penalty 4289.256720 = -885256.545500 nChanged 53 SP:Iteration 20F (6375.590000 sec): 3 clusters Score: Raw -889565.420109 + Penalty 4289.256720 = -885276.163389 nChanged 48 SP:Iteration 21Q (6375.610000 sec): 3 clusters Score: Raw -889583.545572 + Penalty 4289.256720 = -885294.288852 nChanged 55 SP:Iteration 22Q (6375.630000 sec): 3 clusters Score: Raw -889603.526716 + Penalty 4289.256720 = -885314.269996 nChanged 51 SP:Iteration 23Q (6375.660000 sec): 3 clusters Score: Raw -889621.389650 + Penalty 4289.256720 = -885332.132930 nChanged 61 SP:Iteration 24Q (6375.680000 sec): 3 clusters Score: Raw -889646.309095 + Penalty 4289.256720 = -885357.052375 nChanged 45 SP:Iteration 25Q (6375.710000 sec): 3 clusters Score: Raw -889664.412984 + Penalty 4289.256720 = -885375.156264 nChanged 43 SP:Iteration 26Q (6375.730000 sec): 3 clusters Score: Raw -889681.189265 + Penalty 4289.256720 = -885391.932546 nChanged 47 SP:Iteration 27Q (6375.750000 sec): 3 clusters Score: Raw -889701.621772 + Penalty 4289.256720 = -885412.365052 nChanged 46 SP:Iteration 28Q (6375.770000 sec): 3 clusters Score: Raw -889725.468134 + Penalty 4289.256720 = -885436.211414 nChanged 53 SP:Iteration 29Q (6375.800000 sec): 3 clusters Score: Raw -889749.808852 + Penalty 4289.256720 = -885460.552133 nChanged 51 SP:Iteration 30Q (6375.820000 sec): 3 clusters Score: Raw -889773.890938 + Penalty 4289.256720 = -885484.634218 nChanged 57 SP:Iteration 31Q (6375.850000 sec): 3 clusters Score: Raw -889798.361429 + Penalty 4289.256720 = -885509.104710 nChanged 55 SP:Iteration 32Q (6375.870000 sec): 3 clusters Score: Raw -889819.991294 + Penalty 4289.256720 = -885530.734574 nChanged 54 SP:Iteration 33Q (6375.890000 sec): 3 clusters Score: Raw -889842.770892 + Penalty 4289.256720 = -885553.514172 nChanged 62 SP:Iteration 34Q (6375.910000 sec): 3 clusters Score: Raw -889866.075612 + Penalty 4289.256720 = -885576.818892 nChanged 58 SP:Iteration 35Q (6375.940000 sec): 3 clusters Score: Raw -889893.513959 + Penalty 4289.256720 = -885604.257239 nChanged 66 SP:Iteration 36Q (6375.960000 sec): 3 clusters Score: Raw -889920.178266 + Penalty 4289.256720 = -885630.921546 nChanged 49 SP:Iteration 37Q (6375.980000 sec): 3 clusters Score: Raw -889941.870915 + Penalty 4289.256720 = -885652.614196 nChanged 51 SP:Iteration 38Q (6376.010000 sec): 3 clusters Score: Raw -889959.729737 + Penalty 4289.256720 = -885670.473017 nChanged 40 SP:Iteration 39Q (6376.030000 sec): 3 clusters Score: Raw -889975.486307 + Penalty 4289.256720 = -885686.229588 nChanged 33 SP:Iteration 40F (6376.050000 sec): 3 clusters Score: Raw -889991.130802 + Penalty 4289.256720 = -885701.874082 nChanged 35 SP:Iteration 41Q (6376.070000 sec): 3 clusters Score: Raw -890002.959085 + Penalty 4289.256720 = -885713.702365 nChanged 30 SP:Iteration 42Q (6376.100000 sec): 3 clusters Score: Raw -890012.950346 + Penalty 4289.256720 = -885723.693627 nChanged 25 SP:Iteration 43Q (6376.120000 sec): 3 clusters Score: Raw -890021.443584 + Penalty 4289.256720 = -885732.186864 nChanged 17 SP:Iteration 44Q (6376.140000 sec): 3 clusters Score: Raw -890026.965671 + Penalty 4289.256720 = -885737.708951 nChanged 19 SP:Iteration 45Q (6376.170000 sec): 3 clusters Score: Raw -890032.219784 + Penalty 4289.256720 = -885742.963064 nChanged 9 SP:Iteration 46Q (6376.190000 sec): 3 clusters Score: Raw -890034.086391 + Penalty 4289.256720 = -885744.829671 nChanged 5 SP:Iteration 47Q (6376.210000 sec): 3 clusters Score: Raw -890035.811283 + Penalty 4289.256720 = -885746.554563 nChanged 5 SP:Iteration 48Q (6376.230000 sec): 3 clusters Score: Raw -890037.458610 + Penalty 4289.256720 = -885748.201890 nChanged 2 SP:Iteration 49Q (6376.250000 sec): 3 clusters Score: Raw -890037.879080 + Penalty 4289.256720 = -885748.622360 nChanged 2 SP:Iteration 50Q (6376.280000 sec): 3 clusters Score: Raw -890038.517547 + Penalty 4289.256720 = -885749.260828 nChanged 3 SP:Iteration 51Q (6376.300000 sec): 3 clusters Score: Raw -890039.602468 + Penalty 4289.256720 = -885750.345749 nChanged 4 SP:Iteration 52Q (6376.320000 sec): 3 clusters Score: Raw -890040.952458 + Penalty 4289.256720 = -885751.695738 nChanged 5 SP:Iteration 53Q (6376.340000 sec): 3 clusters Score: Raw -890042.299553 + Penalty 4289.256720 = -885753.042834 nChanged 6 SP:Iteration 54Q (6376.370000 sec): 3 clusters Score: Raw -890043.601009 + Penalty 4289.256720 = -885754.344289 nChanged 3 SP:Iteration 55Q (6376.390000 sec): 3 clusters Score: Raw -890044.125898 + Penalty 4289.256720 = -885754.869179 nChanged 1 SP:Iteration 56Q (6376.410000 sec): 3 clusters Score: Raw -890044.172162 + Penalty 4289.256720 = -885754.915443 nChanged 0 SP:Iteration 57F (6376.430000 sec): 3 clusters Score: Raw -890044.172162 + Penalty 4289.256720 = -885754.915443 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6376.450000 sec): 2 clusters Score: Raw -625902.479442 + Penalty 2073.413767 = -623829.065675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6376.470000 sec): 3 clusters Score: Raw -623906.914370 + Penalty 4146.827533 = -619760.086836 nChanged 1608 SP:Iteration 1F (6376.490000 sec): 3 clusters Score: Raw -624841.279230 + Penalty 4146.827533 = -620694.451697 nChanged 295 SP:Iteration 2F (6376.510000 sec): 3 clusters Score: Raw -625031.617387 + Penalty 4146.827533 = -620884.789854 nChanged 222 SP:Iteration 3F (6376.520000 sec): 3 clusters Score: Raw -625192.208545 + Penalty 4146.827533 = -621045.381012 nChanged 198 SP:Iteration 4Q (6376.540000 sec): 3 clusters Score: Raw -625360.508070 + Penalty 4146.827533 = -621213.680537 nChanged 198 SP:Iteration 5Q (6376.560000 sec): 3 clusters Score: Raw -625584.284010 + Penalty 4146.827533 = -621437.456476 nChanged 168 SP:Iteration 6Q (6376.580000 sec): 3 clusters Score: Raw -625786.479760 + Penalty 4146.827533 = -621639.652227 nChanged 165 SP:Iteration 7Q (6376.590000 sec): 3 clusters Score: Raw -625951.457331 + Penalty 4146.827533 = -621804.629797 nChanged 155 SP:Iteration 8Q (6376.610000 sec): 3 clusters Score: Raw -626068.674132 + Penalty 4146.827533 = -621921.846599 nChanged 141 SP:Iteration 9Q (6376.630000 sec): 3 clusters Score: Raw -626170.873856 + Penalty 4146.827533 = -622024.046323 nChanged 122 SP:Iteration 10Q (6376.650000 sec): 3 clusters Score: Raw -626248.973209 + Penalty 4146.827533 = -622102.145675 nChanged 97 SP:Iteration 11Q (6376.670000 sec): 3 clusters Score: Raw -626304.556625 + Penalty 4146.827533 = -622157.729092 nChanged 90 SP:Iteration 12Q (6376.680000 sec): 3 clusters Score: Raw -626351.843002 + Penalty 4146.827533 = -622205.015468 nChanged 70 SP:Iteration 13Q (6376.700000 sec): 3 clusters Score: Raw -626389.341088 + Penalty 4146.827533 = -622242.513555 nChanged 76 SP:Iteration 14Q (6376.720000 sec): 3 clusters Score: Raw -626439.128167 + Penalty 4146.827533 = -622292.300634 nChanged 81 SP:Iteration 15Q (6376.730000 sec): 3 clusters Score: Raw -626489.821705 + Penalty 4146.827533 = -622342.994172 nChanged 73 SP:Iteration 16Q (6376.750000 sec): 3 clusters Score: Raw -626532.035664 + Penalty 4146.827533 = -622385.208131 nChanged 67 SP:Iteration 17Q (6376.770000 sec): 3 clusters Score: Raw -626570.925659 + Penalty 4146.827533 = -622424.098126 nChanged 64 SP:Iteration 18Q (6376.790000 sec): 3 clusters Score: Raw -626611.268849 + Penalty 4146.827533 = -622464.441316 nChanged 59 SP:Iteration 19Q (6376.800000 sec): 3 clusters Score: Raw -626652.317183 + Penalty 4146.827533 = -622505.489650 nChanged 77 SP:Iteration 20F (6376.820000 sec): 3 clusters Score: Raw -626706.132495 + Penalty 4146.827533 = -622559.304962 nChanged 79 SP:Iteration 21Q (6376.840000 sec): 3 clusters Score: Raw -626751.397344 + Penalty 4146.827533 = -622604.569811 nChanged 72 SP:Iteration 22Q (6376.850000 sec): 3 clusters Score: Raw -626795.298679 + Penalty 4146.827533 = -622648.471146 nChanged 63 SP:Iteration 23Q (6376.870000 sec): 3 clusters Score: Raw -626832.942295 + Penalty 4146.827533 = -622686.114761 nChanged 73 SP:Iteration 24Q (6376.890000 sec): 3 clusters Score: Raw -626883.708182 + Penalty 4146.827533 = -622736.880649 nChanged 68 SP:Iteration 25Q (6376.910000 sec): 3 clusters Score: Raw -626937.596451 + Penalty 4146.827533 = -622790.768918 nChanged 82 SP:Iteration 26Q (6376.920000 sec): 3 clusters Score: Raw -626992.875489 + Penalty 4146.827533 = -622846.047956 nChanged 98 SP:Iteration 27Q (6376.940000 sec): 3 clusters Score: Raw -627061.007813 + Penalty 4146.827533 = -622914.180280 nChanged 79 SP:Iteration 28Q (6376.950000 sec): 3 clusters Score: Raw -627118.713727 + Penalty 4146.827533 = -622971.886194 nChanged 83 SP:Iteration 29Q (6376.970000 sec): 3 clusters Score: Raw -627185.466473 + Penalty 4146.827533 = -623038.638940 nChanged 78 SP:Iteration 30Q (6376.990000 sec): 3 clusters Score: Raw -627241.421016 + Penalty 4146.827533 = -623094.593482 nChanged 63 SP:Iteration 31Q (6377.000000 sec): 3 clusters Score: Raw -627281.590923 + Penalty 4146.827533 = -623134.763390 nChanged 59 SP:Iteration 32Q (6377.020000 sec): 3 clusters Score: Raw -627320.585476 + Penalty 4146.827533 = -623173.757943 nChanged 60 SP:Iteration 33Q (6377.030000 sec): 3 clusters Score: Raw -627365.964822 + Penalty 4146.827533 = -623219.137289 nChanged 56 SP:Iteration 34Q (6377.050000 sec): 3 clusters Score: Raw -627411.190111 + Penalty 4146.827533 = -623264.362578 nChanged 49 SP:Iteration 35Q (6377.070000 sec): 3 clusters Score: Raw -627456.270817 + Penalty 4146.827533 = -623309.443283 nChanged 40 SP:Iteration 36Q (6377.080000 sec): 3 clusters Score: Raw -627488.425138 + Penalty 4146.827533 = -623341.597605 nChanged 30 SP:Iteration 37Q (6377.100000 sec): 3 clusters Score: Raw -627514.685462 + Penalty 4146.827533 = -623367.857929 nChanged 29 SP:Iteration 38Q (6377.110000 sec): 3 clusters Score: Raw -627544.608694 + Penalty 4146.827533 = -623397.781161 nChanged 31 SP:Iteration 39Q (6377.130000 sec): 3 clusters Score: Raw -627570.703273 + Penalty 4146.827533 = -623423.875740 nChanged 20 SP:Iteration 40F (6377.150000 sec): 3 clusters Score: Raw -627588.362066 + Penalty 4146.827533 = -623441.534532 nChanged 23 SP:Iteration 41Q (6377.160000 sec): 3 clusters Score: Raw -627604.701118 + Penalty 4146.827533 = -623457.873584 nChanged 12 SP:Iteration 42Q (6377.170000 sec): 3 clusters Score: Raw -627612.807909 + Penalty 4146.827533 = -623465.980376 nChanged 8 SP:Iteration 43Q (6377.190000 sec): 3 clusters Score: Raw -627616.165239 + Penalty 4146.827533 = -623469.337706 nChanged 4 SP:Iteration 44Q (6377.210000 sec): 3 clusters Score: Raw -627618.029181 + Penalty 4146.827533 = -623471.201647 nChanged 5 SP:Iteration 45Q (6377.220000 sec): 3 clusters Score: Raw -627621.351650 + Penalty 4146.827533 = -623474.524117 nChanged 3 SP:Iteration 46Q (6377.230000 sec): 3 clusters Score: Raw -627622.801920 + Penalty 4146.827533 = -623475.974387 nChanged 5 SP:Iteration 47Q (6377.250000 sec): 3 clusters Score: Raw -627625.503108 + Penalty 4146.827533 = -623478.675575 nChanged 3 SP:Iteration 48Q (6377.270000 sec): 3 clusters Score: Raw -627626.771196 + Penalty 4146.827533 = -623479.943663 nChanged 2 SP:Iteration 49Q (6377.280000 sec): 3 clusters Score: Raw -627628.209202 + Penalty 4146.827533 = -623481.381669 nChanged 2 SP:Iteration 50Q (6377.290000 sec): 3 clusters Score: Raw -627629.803473 + Penalty 4146.827533 = -623482.975940 nChanged 1 SP:Iteration 51Q (6377.310000 sec): 3 clusters Score: Raw -627630.496062 + Penalty 4146.827533 = -623483.668529 nChanged 1 SP:Iteration 52Q (6377.330000 sec): 3 clusters Score: Raw -627631.036190 + Penalty 4146.827533 = -623484.208657 nChanged 1 SP:Iteration 53Q (6377.340000 sec): 3 clusters Score: Raw -627631.622631 + Penalty 4146.827533 = -623484.795098 nChanged 2 SP:Iteration 54Q (6377.350000 sec): 3 clusters Score: Raw -627632.307268 + Penalty 4146.827533 = -623485.479735 nChanged 1 SP:Iteration 55Q (6377.370000 sec): 3 clusters Score: Raw -627632.865693 + Penalty 4146.827533 = -623486.038160 nChanged 0 SP:Iteration 56F (6377.390000 sec): 3 clusters Score: Raw -627632.865693 + Penalty 4146.827533 = -623486.038160 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (6394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6377.410000 sec): 2 clusters Score: Raw -958815.119646 + Penalty 2173.252602 = -956641.867044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6377.440000 sec): 3 clusters Score: Raw -955552.750776 + Penalty 4346.505203 = -951206.245572 nChanged 2515 SP:Iteration 1F (6377.470000 sec): 3 clusters Score: Raw -956866.632743 + Penalty 4346.505203 = -952520.127539 nChanged 439 SP:Iteration 2F (6377.490000 sec): 3 clusters Score: Raw -957111.941440 + Penalty 4346.505203 = -952765.436237 nChanged 357 SP:Iteration 3F (6377.520000 sec): 3 clusters Score: Raw -957331.455994 + Penalty 4346.505203 = -952984.950791 nChanged 370 SP:Iteration 4F (6377.550000 sec): 3 clusters Score: Raw -957554.280123 + Penalty 4346.505203 = -953207.774920 nChanged 319 SP:Iteration 5Q (6377.570000 sec): 3 clusters Score: Raw -957748.841468 + Penalty 4346.505203 = -953402.336265 nChanged 286 SP:Iteration 6Q (6377.600000 sec): 3 clusters Score: Raw -957926.948212 + Penalty 4346.505203 = -953580.443008 nChanged 255 SP:Iteration 7Q (6377.630000 sec): 3 clusters Score: Raw -958076.502492 + Penalty 4346.505203 = -953729.997288 nChanged 221 SP:Iteration 8Q (6377.650000 sec): 3 clusters Score: Raw -958203.934342 + Penalty 4346.505203 = -953857.429139 nChanged 182 SP:Iteration 9Q (6377.680000 sec): 3 clusters Score: Raw -958309.862475 + Penalty 4346.505203 = -953963.357271 nChanged 176 SP:Iteration 10Q (6377.710000 sec): 3 clusters Score: Raw -958408.272838 + Penalty 4346.505203 = -954061.767634 nChanged 138 SP:Iteration 11Q (6377.740000 sec): 3 clusters Score: Raw -958484.262610 + Penalty 4346.505203 = -954137.757406 nChanged 127 SP:Iteration 12Q (6377.760000 sec): 3 clusters Score: Raw -958551.669577 + Penalty 4346.505203 = -954205.164374 nChanged 108 SP:Iteration 13Q (6377.790000 sec): 3 clusters Score: Raw -958610.624312 + Penalty 4346.505203 = -954264.119109 nChanged 100 SP:Iteration 14Q (6377.820000 sec): 3 clusters Score: Raw -958665.441235 + Penalty 4346.505203 = -954318.936031 nChanged 79 SP:Iteration 15Q (6377.840000 sec): 3 clusters Score: Raw -958701.767029 + Penalty 4346.505203 = -954355.261825 nChanged 62 SP:Iteration 16Q (6377.870000 sec): 3 clusters Score: Raw -958733.518850 + Penalty 4346.505203 = -954387.013647 nChanged 50 SP:Iteration 17Q (6377.890000 sec): 3 clusters Score: Raw -958759.904684 + Penalty 4346.505203 = -954413.399480 nChanged 49 SP:Iteration 18Q (6377.920000 sec): 3 clusters Score: Raw -958784.932450 + Penalty 4346.505203 = -954438.427246 nChanged 46 SP:Iteration 19Q (6377.950000 sec): 3 clusters Score: Raw -958810.491613 + Penalty 4346.505203 = -954463.986410 nChanged 41 SP:Iteration 20F (6377.970000 sec): 3 clusters Score: Raw -958831.112274 + Penalty 4346.505203 = -954484.607071 nChanged 37 SP:Iteration 21Q (6378.000000 sec): 3 clusters Score: Raw -958847.461067 + Penalty 4346.505203 = -954500.955864 nChanged 36 SP:Iteration 22Q (6378.030000 sec): 3 clusters Score: Raw -958865.812675 + Penalty 4346.505203 = -954519.307472 nChanged 32 SP:Iteration 23Q (6378.050000 sec): 3 clusters Score: Raw -958882.328999 + Penalty 4346.505203 = -954535.823795 nChanged 32 SP:Iteration 24Q (6378.080000 sec): 3 clusters Score: Raw -958903.453822 + Penalty 4346.505203 = -954556.948619 nChanged 34 SP:Iteration 25Q (6378.110000 sec): 3 clusters Score: Raw -958923.018086 + Penalty 4346.505203 = -954576.512883 nChanged 26 SP:Iteration 26Q (6378.130000 sec): 3 clusters Score: Raw -958934.188908 + Penalty 4346.505203 = -954587.683704 nChanged 22 SP:Iteration 27Q (6378.160000 sec): 3 clusters Score: Raw -958944.993625 + Penalty 4346.505203 = -954598.488421 nChanged 20 SP:Iteration 28Q (6378.180000 sec): 3 clusters Score: Raw -958955.443064 + Penalty 4346.505203 = -954608.937861 nChanged 24 SP:Iteration 29Q (6378.210000 sec): 3 clusters Score: Raw -958970.149500 + Penalty 4346.505203 = -954623.644297 nChanged 25 SP:Iteration 30Q (6378.230000 sec): 3 clusters Score: Raw -958984.059354 + Penalty 4346.505203 = -954637.554150 nChanged 20 SP:Iteration 31Q (6378.260000 sec): 3 clusters Score: Raw -958994.082793 + Penalty 4346.505203 = -954647.577590 nChanged 18 SP:Iteration 32Q (6378.280000 sec): 3 clusters Score: Raw -959005.696962 + Penalty 4346.505203 = -954659.191759 nChanged 16 SP:Iteration 33Q (6378.310000 sec): 3 clusters Score: Raw -959015.161380 + Penalty 4346.505203 = -954668.656177 nChanged 15 SP:Iteration 34Q (6378.330000 sec): 3 clusters Score: Raw -959021.760947 + Penalty 4346.505203 = -954675.255744 nChanged 9 SP:Iteration 35Q (6378.360000 sec): 3 clusters Score: Raw -959025.542539 + Penalty 4346.505203 = -954679.037335 nChanged 6 SP:Iteration 36Q (6378.380000 sec): 3 clusters Score: Raw -959029.806837 + Penalty 4346.505203 = -954683.301633 nChanged 10 SP:Iteration 37Q (6378.410000 sec): 3 clusters Score: Raw -959035.860109 + Penalty 4346.505203 = -954689.354905 nChanged 10 SP:Iteration 38Q (6378.430000 sec): 3 clusters Score: Raw -959040.778655 + Penalty 4346.505203 = -954694.273452 nChanged 6 SP:Iteration 39Q (6378.450000 sec): 3 clusters Score: Raw -959043.897829 + Penalty 4346.505203 = -954697.392625 nChanged 7 SP:Iteration 40F (6378.480000 sec): 3 clusters Score: Raw -959047.888986 + Penalty 4346.505203 = -954701.383782 nChanged 6 SP:Iteration 41Q (6378.510000 sec): 3 clusters Score: Raw -959051.486757 + Penalty 4346.505203 = -954704.981554 nChanged 3 SP:Iteration 42Q (6378.530000 sec): 3 clusters Score: Raw -959053.664985 + Penalty 4346.505203 = -954707.159781 nChanged 5 SP:Iteration 43Q (6378.560000 sec): 3 clusters Score: Raw -959057.023370 + Penalty 4346.505203 = -954710.518166 nChanged 5 SP:Iteration 44Q (6378.580000 sec): 3 clusters Score: Raw -959059.616561 + Penalty 4346.505203 = -954713.111358 nChanged 3 SP:Iteration 45Q (6378.610000 sec): 3 clusters Score: Raw -959061.981458 + Penalty 4346.505203 = -954715.476255 nChanged 6 SP:Iteration 46Q (6378.630000 sec): 3 clusters Score: Raw -959064.998071 + Penalty 4346.505203 = -954718.492867 nChanged 3 SP:Iteration 47Q (6378.650000 sec): 3 clusters Score: Raw -959067.156685 + Penalty 4346.505203 = -954720.651482 nChanged 5 SP:Iteration 48Q (6378.680000 sec): 3 clusters Score: Raw -959071.814712 + Penalty 4346.505203 = -954725.309509 nChanged 6 SP:Iteration 49Q (6378.700000 sec): 3 clusters Score: Raw -959074.747103 + Penalty 4346.505203 = -954728.241899 nChanged 4 SP:Iteration 50Q (6378.730000 sec): 3 clusters Score: Raw -959076.759473 + Penalty 4346.505203 = -954730.254269 nChanged 2 SP:Iteration 51Q (6378.750000 sec): 3 clusters Score: Raw -959078.773978 + Penalty 4346.505203 = -954732.268775 nChanged 7 SP:Iteration 52Q (6378.770000 sec): 3 clusters Score: Raw -959086.000741 + Penalty 4346.505203 = -954739.495538 nChanged 8 SP:Iteration 53Q (6378.800000 sec): 3 clusters Score: Raw -959090.714745 + Penalty 4346.505203 = -954744.209541 nChanged 7 SP:Iteration 54Q (6378.820000 sec): 3 clusters Score: Raw -959095.322962 + Penalty 4346.505203 = -954748.817758 nChanged 9 SP:Iteration 55Q (6378.850000 sec): 3 clusters Score: Raw -959100.352214 + Penalty 4346.505203 = -954753.847010 nChanged 8 SP:Iteration 56Q (6378.870000 sec): 3 clusters Score: Raw -959105.687553 + Penalty 4346.505203 = -954759.182349 nChanged 12 SP:Iteration 57Q (6378.890000 sec): 3 clusters Score: Raw -959114.492411 + Penalty 4346.505203 = -954767.987208 nChanged 12 SP:Iteration 58Q (6378.920000 sec): 3 clusters Score: Raw -959123.393562 + Penalty 4346.505203 = -954776.888359 nChanged 8 SP:Iteration 59Q (6378.940000 sec): 3 clusters Score: Raw -959128.849444 + Penalty 4346.505203 = -954782.344241 nChanged 5 SP:Iteration 60F (6378.970000 sec): 3 clusters Score: Raw -959132.273653 + Penalty 4346.505203 = -954785.768449 nChanged 2 SP:Iteration 61Q (6378.990000 sec): 3 clusters Score: Raw -959133.098451 + Penalty 4346.505203 = -954786.593248 nChanged 2 SP:Iteration 62Q (6379.010000 sec): 3 clusters Score: Raw -959134.577303 + Penalty 4346.505203 = -954788.072099 nChanged 1 SP:Iteration 63Q (6379.040000 sec): 3 clusters Score: Raw -959135.339435 + Penalty 4346.505203 = -954788.834231 nChanged 2 SP:Iteration 64Q (6379.060000 sec): 3 clusters Score: Raw -959137.473222 + Penalty 4346.505203 = -954790.968019 nChanged 3 SP:Iteration 65Q (6379.090000 sec): 3 clusters Score: Raw -959141.010900 + Penalty 4346.505203 = -954794.505696 nChanged 5 SP:Iteration 66Q (6379.110000 sec): 3 clusters Score: Raw -959144.594772 + Penalty 4346.505203 = -954798.089568 nChanged 4 SP:Iteration 67Q (6379.130000 sec): 3 clusters Score: Raw -959146.727131 + Penalty 4346.505203 = -954800.221928 nChanged 1 SP:Iteration 68Q (6379.160000 sec): 3 clusters Score: Raw -959147.065928 + Penalty 4346.505203 = -954800.560724 nChanged 2 SP:Iteration 69Q (6379.180000 sec): 3 clusters Score: Raw -959147.968730 + Penalty 4346.505203 = -954801.463526 nChanged 1 SP:Iteration 70Q (6379.200000 sec): 3 clusters Score: Raw -959148.392868 + Penalty 4346.505203 = -954801.887665 nChanged 0 SP:Iteration 71F (6379.230000 sec): 3 clusters Score: Raw -959148.392868 + Penalty 4346.505203 = -954801.887665 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6379.330000 sec): 2 clusters Score: Raw -3751078.433985 + Penalty 2504.565475 = -3748573.868510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6379.430000 sec): 3 clusters Score: Raw -3736648.331883 + Penalty 5009.130951 = -3731639.200932 nChanged 10721 SP:Iteration 1F (6379.540000 sec): 3 clusters Score: Raw -3742479.244574 + Penalty 5009.130951 = -3737470.113623 nChanged 1187 SP:Iteration 2Q (6379.650000 sec): 3 clusters Score: Raw -3742884.802788 + Penalty 5009.130951 = -3737875.671837 nChanged 1044 SP:Iteration 3Q (6379.750000 sec): 3 clusters Score: Raw -3743207.679692 + Penalty 5009.130951 = -3738198.548741 nChanged 872 SP:Iteration 4Q (6379.860000 sec): 3 clusters Score: Raw -3743471.380043 + Penalty 5009.130951 = -3738462.249092 nChanged 827 SP:Iteration 5Q (6379.970000 sec): 3 clusters Score: Raw -3743729.695408 + Penalty 5009.130951 = -3738720.564458 nChanged 862 SP:Iteration 6Q (6380.070000 sec): 3 clusters Score: Raw -3744048.855752 + Penalty 5009.130951 = -3739039.724802 nChanged 1002 SP:Iteration 7Q (6380.180000 sec): 3 clusters Score: Raw -3744482.988061 + Penalty 5009.130951 = -3739473.857111 nChanged 1231 SP:Iteration 8F (6380.290000 sec): 3 clusters Score: Raw -3745129.485585 + Penalty 5009.130951 = -3740120.354634 nChanged 1442 SP:Iteration 9F (6380.390000 sec): 3 clusters Score: Raw -3746076.883085 + Penalty 5009.130951 = -3741067.752134 nChanged 1660 SP:Iteration 10F (6380.490000 sec): 3 clusters Score: Raw -3747384.512740 + Penalty 5009.130951 = -3742375.381790 nChanged 1619 SP:Iteration 11F (6380.600000 sec): 3 clusters Score: Raw -3748851.726009 + Penalty 5009.130951 = -3743842.595059 nChanged 1278 SP:Iteration 12F (6380.700000 sec): 3 clusters Score: Raw -3750087.056358 + Penalty 5009.130951 = -3745077.925408 nChanged 742 SP:Iteration 13Q (6380.800000 sec): 3 clusters Score: Raw -3750822.741555 + Penalty 5009.130951 = -3745813.610604 nChanged 331 SP:Iteration 14Q (6380.890000 sec): 3 clusters Score: Raw -3751140.053467 + Penalty 5009.130951 = -3746130.922516 nChanged 121 SP:Iteration 15Q (6380.970000 sec): 3 clusters Score: Raw -3751276.636018 + Penalty 5009.130951 = -3746267.505068 nChanged 67 SP:Iteration 16Q (6381.050000 sec): 3 clusters Score: Raw -3751353.834620 + Penalty 5009.130951 = -3746344.703669 nChanged 30 SP:Iteration 17Q (6381.130000 sec): 3 clusters Score: Raw -3751395.864867 + Penalty 5009.130951 = -3746386.733916 nChanged 22 SP:Iteration 18Q (6381.210000 sec): 3 clusters Score: Raw -3751425.578068 + Penalty 5009.130951 = -3746416.447118 nChanged 13 SP:Iteration 19Q (6381.290000 sec): 3 clusters Score: Raw -3751446.675905 + Penalty 5009.130951 = -3746437.544954 nChanged 12 SP:Iteration 20F (6381.400000 sec): 3 clusters Score: Raw -3751459.020332 + Penalty 5009.130951 = -3746449.889382 nChanged 2 SP:Iteration 21Q (6381.470000 sec): 3 clusters Score: Raw -3751461.467475 + Penalty 5009.130951 = -3746452.336525 nChanged 1 SP:Iteration 22Q (6381.550000 sec): 3 clusters Score: Raw -3751462.638719 + Penalty 5009.130951 = -3746453.507769 nChanged 3 SP:Iteration 23Q (6381.630000 sec): 3 clusters Score: Raw -3751466.282631 + Penalty 5009.130951 = -3746457.151680 nChanged 6 SP:Iteration 24Q (6381.710000 sec): 3 clusters Score: Raw -3751470.532472 + Penalty 5009.130951 = -3746461.401522 nChanged 1 SP:Iteration 25Q (6381.780000 sec): 3 clusters Score: Raw -3751470.979937 + Penalty 5009.130951 = -3746461.848987 nChanged 0 SP:Iteration 26F (6381.890000 sec): 3 clusters Score: Raw -3751470.979937 + Penalty 5009.130951 = -3746461.848987 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6381.930000 sec): 2 clusters Score: Raw -1643824.277722 + Penalty 2299.828731 = -1641524.448991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6381.980000 sec): 3 clusters Score: Raw -1637982.389859 + Penalty 4599.657462 = -1633382.732397 nChanged 4491 SP:Iteration 1F (6382.020000 sec): 3 clusters Score: Raw -1640455.533220 + Penalty 4599.657462 = -1635855.875758 nChanged 682 SP:Iteration 2F (6382.070000 sec): 3 clusters Score: Raw -1640793.468194 + Penalty 4599.657462 = -1636193.810733 nChanged 568 SP:Iteration 3F (6382.110000 sec): 3 clusters Score: Raw -1641102.116083 + Penalty 4599.657462 = -1636502.458621 nChanged 532 SP:Iteration 4Q (6382.170000 sec): 3 clusters Score: Raw -1641420.931929 + Penalty 4599.657462 = -1636821.274468 nChanged 517 SP:Iteration 5Q (6382.220000 sec): 3 clusters Score: Raw -1641773.923649 + Penalty 4599.657462 = -1637174.266187 nChanged 544 SP:Iteration 6F (6382.260000 sec): 3 clusters Score: Raw -1642229.876467 + Penalty 4599.657462 = -1637630.219005 nChanged 593 SP:Iteration 7F (6382.310000 sec): 3 clusters Score: Raw -1642780.871998 + Penalty 4599.657462 = -1638181.214536 nChanged 604 SP:Iteration 8F (6382.350000 sec): 3 clusters Score: Raw -1643348.302450 + Penalty 4599.657462 = -1638748.644988 nChanged 584 SP:Iteration 9F (6382.400000 sec): 3 clusters Score: Raw -1643862.783924 + Penalty 4599.657462 = -1639263.126462 nChanged 473 SP:Iteration 10Q (6382.440000 sec): 3 clusters Score: Raw -1644283.885181 + Penalty 4599.657462 = -1639684.227719 nChanged 407 SP:Iteration 11Q (6382.480000 sec): 3 clusters Score: Raw -1644624.936336 + Penalty 4599.657462 = -1640025.278874 nChanged 355 SP:Iteration 12Q (6382.520000 sec): 3 clusters Score: Raw -1644883.388746 + Penalty 4599.657462 = -1640283.731284 nChanged 272 SP:Iteration 13Q (6382.560000 sec): 3 clusters Score: Raw -1645058.656618 + Penalty 4599.657462 = -1640458.999157 nChanged 211 SP:Iteration 14Q (6382.600000 sec): 3 clusters Score: Raw -1645197.966394 + Penalty 4599.657462 = -1640598.308932 nChanged 178 SP:Iteration 15Q (6382.640000 sec): 3 clusters Score: Raw -1645302.346518 + Penalty 4599.657462 = -1640702.689057 nChanged 162 SP:Iteration 16Q (6382.680000 sec): 3 clusters Score: Raw -1645395.748122 + Penalty 4599.657462 = -1640796.090661 nChanged 158 SP:Iteration 17Q (6382.720000 sec): 3 clusters Score: Raw -1645487.445229 + Penalty 4599.657462 = -1640887.787767 nChanged 144 SP:Iteration 18Q (6382.760000 sec): 3 clusters Score: Raw -1645577.980960 + Penalty 4599.657462 = -1640978.323498 nChanged 137 SP:Iteration 19Q (6382.800000 sec): 3 clusters Score: Raw -1645653.974267 + Penalty 4599.657462 = -1641054.316805 nChanged 103 SP:Iteration 20F (6382.850000 sec): 3 clusters Score: Raw -1645712.789067 + Penalty 4599.657462 = -1641113.131605 nChanged 97 SP:Iteration 21Q (6382.880000 sec): 3 clusters Score: Raw -1645764.543898 + Penalty 4599.657462 = -1641164.886437 nChanged 77 SP:Iteration 22Q (6382.920000 sec): 3 clusters Score: Raw -1645793.529661 + Penalty 4599.657462 = -1641193.872200 nChanged 53 SP:Iteration 23Q (6382.960000 sec): 3 clusters Score: Raw -1645813.500883 + Penalty 4599.657462 = -1641213.843421 nChanged 48 SP:Iteration 24Q (6383.000000 sec): 3 clusters Score: Raw -1645829.665386 + Penalty 4599.657462 = -1641230.007924 nChanged 39 SP:Iteration 25Q (6383.040000 sec): 3 clusters Score: Raw -1645840.557109 + Penalty 4599.657462 = -1641240.899648 nChanged 33 SP:Iteration 26Q (6383.080000 sec): 3 clusters Score: Raw -1645850.209521 + Penalty 4599.657462 = -1641250.552059 nChanged 27 SP:Iteration 27Q (6383.120000 sec): 3 clusters Score: Raw -1645857.672306 + Penalty 4599.657462 = -1641258.014845 nChanged 25 SP:Iteration 28Q (6383.150000 sec): 3 clusters Score: Raw -1645866.670022 + Penalty 4599.657462 = -1641267.012561 nChanged 32 SP:Iteration 29Q (6383.190000 sec): 3 clusters Score: Raw -1645875.637034 + Penalty 4599.657462 = -1641275.979572 nChanged 30 SP:Iteration 30Q (6383.230000 sec): 3 clusters Score: Raw -1645886.597206 + Penalty 4599.657462 = -1641286.939745 nChanged 30 SP:Iteration 31Q (6383.260000 sec): 3 clusters Score: Raw -1645895.446181 + Penalty 4599.657462 = -1641295.788719 nChanged 29 SP:Iteration 32Q (6383.300000 sec): 3 clusters Score: Raw -1645904.071747 + Penalty 4599.657462 = -1641304.414286 nChanged 20 SP:Iteration 33Q (6383.340000 sec): 3 clusters Score: Raw -1645908.924037 + Penalty 4599.657462 = -1641309.266575 nChanged 19 SP:Iteration 34Q (6383.380000 sec): 3 clusters Score: Raw -1645913.522788 + Penalty 4599.657462 = -1641313.865326 nChanged 17 SP:Iteration 35Q (6383.410000 sec): 3 clusters Score: Raw -1645917.634402 + Penalty 4599.657462 = -1641317.976940 nChanged 19 SP:Iteration 36Q (6383.450000 sec): 3 clusters Score: Raw -1645922.482250 + Penalty 4599.657462 = -1641322.824789 nChanged 25 SP:Iteration 37Q (6383.490000 sec): 3 clusters Score: Raw -1645928.817365 + Penalty 4599.657462 = -1641329.159903 nChanged 29 SP:Iteration 38Q (6383.520000 sec): 3 clusters Score: Raw -1645937.462375 + Penalty 4599.657462 = -1641337.804914 nChanged 24 SP:Iteration 39Q (6383.560000 sec): 3 clusters Score: Raw -1645944.397141 + Penalty 4599.657462 = -1641344.739679 nChanged 18 SP:Iteration 40F (6383.610000 sec): 3 clusters Score: Raw -1645948.548194 + Penalty 4599.657462 = -1641348.890733 nChanged 16 SP:Iteration 41Q (6383.640000 sec): 3 clusters Score: Raw -1645952.121966 + Penalty 4599.657462 = -1641352.464504 nChanged 8 SP:Iteration 42Q (6383.680000 sec): 3 clusters Score: Raw -1645953.417292 + Penalty 4599.657462 = -1641353.759830 nChanged 3 SP:Iteration 43Q (6383.720000 sec): 3 clusters Score: Raw -1645953.775480 + Penalty 4599.657462 = -1641354.118018 nChanged 3 SP:Iteration 44Q (6383.760000 sec): 3 clusters Score: Raw -1645954.173642 + Penalty 4599.657462 = -1641354.516180 nChanged 4 SP:Iteration 45Q (6383.790000 sec): 3 clusters Score: Raw -1645954.858532 + Penalty 4599.657462 = -1641355.201070 nChanged 8 SP:Iteration 46Q (6383.830000 sec): 3 clusters Score: Raw -1645956.315707 + Penalty 4599.657462 = -1641356.658245 nChanged 11 SP:Iteration 47Q (6383.870000 sec): 3 clusters Score: Raw -1645957.571832 + Penalty 4599.657462 = -1641357.914370 nChanged 4 SP:Iteration 48Q (6383.900000 sec): 3 clusters Score: Raw -1645958.205471 + Penalty 4599.657462 = -1641358.548010 nChanged 3 SP:Iteration 49Q (6383.940000 sec): 3 clusters Score: Raw -1645958.636322 + Penalty 4599.657462 = -1641358.978860 nChanged 2 SP:Iteration 50Q (6383.980000 sec): 3 clusters Score: Raw -1645958.904598 + Penalty 4599.657462 = -1641359.247137 nChanged 2 SP:Iteration 51Q (6384.020000 sec): 3 clusters Score: Raw -1645959.381389 + Penalty 4599.657462 = -1641359.723927 nChanged 3 SP:Iteration 52Q (6384.050000 sec): 3 clusters Score: Raw -1645959.781752 + Penalty 4599.657462 = -1641360.124290 nChanged 1 SP:Iteration 53Q (6384.090000 sec): 3 clusters Score: Raw -1645959.907804 + Penalty 4599.657462 = -1641360.250342 nChanged 3 SP:Iteration 54Q (6384.130000 sec): 3 clusters Score: Raw -1645960.139631 + Penalty 4599.657462 = -1641360.482169 nChanged 1 SP:Iteration 55Q (6384.160000 sec): 3 clusters Score: Raw -1645960.267416 + Penalty 4599.657462 = -1641360.609954 nChanged 0 SP:Iteration 56F (6384.210000 sec): 3 clusters Score: Raw -1645960.267416 + Penalty 4599.657462 = -1641360.609954 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.220000 sec): 2 clusters Score: Raw -94117.992482 + Penalty 1610.075479 = -92507.917003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.220000 sec): 3 clusters Score: Raw -94077.436025 + Penalty 3220.150958 = -90857.285067 nChanged 138 SP:Iteration 1F (6384.220000 sec): 3 clusters Score: Raw -94325.741031 + Penalty 3220.150958 = -91105.590073 nChanged 46 SP:Iteration 2F (6384.230000 sec): 3 clusters Score: Raw -94473.727898 + Penalty 3220.150958 = -91253.576939 nChanged 32 SP:Iteration 3Q (6384.230000 sec): 3 clusters Score: Raw -94578.869965 + Penalty 3220.150958 = -91358.719007 nChanged 25 SP:Iteration 4Q (6384.230000 sec): 3 clusters Score: Raw -94676.621381 + Penalty 3220.150958 = -91456.470423 nChanged 18 SP:Iteration 5Q (6384.240000 sec): 3 clusters Score: Raw -94812.115041 + Penalty 3220.150958 = -91591.964083 nChanged 16 SP:Iteration 6Q (6384.240000 sec): 3 clusters Score: Raw -94948.152202 + Penalty 3220.150958 = -91728.001244 nChanged 22 SP:Iteration 7Q (6384.240000 sec): 3 clusters Score: Raw -95028.259079 + Penalty 3220.150958 = -91808.108121 nChanged 22 SP:Iteration 8Q (6384.240000 sec): 3 clusters Score: Raw -95091.781737 + Penalty 3220.150958 = -91871.630778 nChanged 22 SP:Iteration 9Q (6384.240000 sec): 3 clusters Score: Raw -95137.459904 + Penalty 3220.150958 = -91917.308946 nChanged 22 SP:Iteration 10Q (6384.250000 sec): 3 clusters Score: Raw -95196.728644 + Penalty 3220.150958 = -91976.577686 nChanged 15 SP:Iteration 11Q (6384.250000 sec): 3 clusters Score: Raw -95241.948375 + Penalty 3220.150958 = -92021.797417 nChanged 11 SP:Iteration 12Q (6384.250000 sec): 3 clusters Score: Raw -95274.910073 + Penalty 3220.150958 = -92054.759115 nChanged 13 SP:Iteration 13Q (6384.260000 sec): 3 clusters Score: Raw -95313.013305 + Penalty 3220.150958 = -92092.862347 nChanged 12 SP:Iteration 14Q (6384.260000 sec): 3 clusters Score: Raw -95351.819998 + Penalty 3220.150958 = -92131.669040 nChanged 6 SP:Iteration 15Q (6384.260000 sec): 3 clusters Score: Raw -95367.207704 + Penalty 3220.150958 = -92147.056746 nChanged 4 SP:Iteration 16Q (6384.260000 sec): 3 clusters Score: Raw -95382.082891 + Penalty 3220.150958 = -92161.931933 nChanged 3 SP:Iteration 17Q (6384.260000 sec): 3 clusters Score: Raw -95401.051417 + Penalty 3220.150958 = -92180.900459 nChanged 5 SP:Iteration 18Q (6384.270000 sec): 3 clusters Score: Raw -95420.812931 + Penalty 3220.150958 = -92200.661973 nChanged 2 SP:Iteration 19Q (6384.270000 sec): 3 clusters Score: Raw -95427.741882 + Penalty 3220.150958 = -92207.590924 nChanged 1 SP:Iteration 20F (6384.270000 sec): 3 clusters Score: Raw -95430.877259 + Penalty 3220.150958 = -92210.726301 nChanged 2 SP:Iteration 21Q (6384.270000 sec): 3 clusters Score: Raw -95435.386682 + Penalty 3220.150958 = -92215.235724 nChanged 3 SP:Iteration 22Q (6384.280000 sec): 3 clusters Score: Raw -95444.850300 + Penalty 3220.150958 = -92224.699342 nChanged 1 SP:Iteration 23Q (6384.280000 sec): 3 clusters Score: Raw -95447.014016 + Penalty 3220.150958 = -92226.863057 nChanged 1 SP:Iteration 24Q (6384.280000 sec): 3 clusters Score: Raw -95449.849429 + Penalty 3220.150958 = -92229.698471 nChanged 3 SP:Iteration 25Q (6384.280000 sec): 3 clusters Score: Raw -95481.290689 + Penalty 3220.150958 = -92261.139731 nChanged 0 SP:Iteration 26F (6384.280000 sec): 3 clusters Score: Raw -95481.290689 + Penalty 3220.150958 = -92261.139731 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.290000 sec): 2 clusters Score: Raw -51870.378792 + Penalty 1467.218112 = -50403.160680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.290000 sec): 3 clusters Score: Raw -52012.855166 + Penalty 2934.436223 = -49078.418942 nChanged 59 SP:Iteration 1F (6384.290000 sec): 3 clusters Score: Raw -52195.454722 + Penalty 2934.436223 = -49261.018499 nChanged 12 SP:Iteration 2Q (6384.290000 sec): 3 clusters Score: Raw -52241.485776 + Penalty 2934.436223 = -49307.049553 nChanged 4 SP:Iteration 3Q (6384.300000 sec): 3 clusters Score: Raw -52270.091608 + Penalty 2934.436223 = -49335.655384 nChanged 1 SP:Iteration 4Q (6384.300000 sec): 3 clusters Score: Raw -52274.567350 + Penalty 2934.436223 = -49340.131127 nChanged 1 SP:Iteration 5Q (6384.300000 sec): 3 clusters Score: Raw -52279.382775 + Penalty 2934.436223 = -49344.946552 nChanged 1 SP:Iteration 6Q (6384.300000 sec): 3 clusters Score: Raw -52282.874149 + Penalty 2934.436223 = -49348.437926 nChanged 0 SP:Iteration 7F (6384.300000 sec): 3 clusters Score: Raw -52282.874149 + Penalty 2934.436223 = -49348.437926 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 27 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.300000 sec): 2 clusters Score: Raw -46528.277789 + Penalty 1446.306854 = -45081.970935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.300000 sec): 3 clusters Score: Raw -46721.671456 + Penalty 2892.613709 = -43829.057747 nChanged 47 SP:Iteration 1F (6384.310000 sec): 3 clusters Score: Raw -46871.101263 + Penalty 2892.613709 = -43978.487554 nChanged 20 SP:Iteration 2F (6384.310000 sec): 3 clusters Score: Raw -47043.436776 + Penalty 2892.613709 = -44150.823067 nChanged 16 SP:Iteration 3Q (6384.310000 sec): 3 clusters Score: Raw -47144.106019 + Penalty 2892.613709 = -44251.492310 nChanged 15 SP:Iteration 4Q (6384.310000 sec): 3 clusters Score: Raw -47203.440656 + Penalty 2892.613709 = -44310.826948 nChanged 11 SP:Iteration 5Q (6384.310000 sec): 3 clusters Score: Raw -47258.044990 + Penalty 2892.613709 = -44365.431281 nChanged 6 SP:Iteration 6Q (6384.320000 sec): 3 clusters Score: Raw -47296.961495 + Penalty 2892.613709 = -44404.347787 nChanged 2 SP:Iteration 7Q (6384.320000 sec): 3 clusters Score: Raw -47303.935261 + Penalty 2892.613709 = -44411.321553 nChanged 2 SP:Iteration 8Q (6384.320000 sec): 3 clusters Score: Raw -47308.767565 + Penalty 2892.613709 = -44416.153856 nChanged 1 SP:Iteration 9Q (6384.320000 sec): 3 clusters Score: Raw -47314.124031 + Penalty 2892.613709 = -44421.510322 nChanged 1 SP:Iteration 10Q (6384.320000 sec): 3 clusters Score: Raw -47316.182988 + Penalty 2892.613709 = -44423.569279 nChanged 0 SP:Iteration 11F (6384.320000 sec): 3 clusters Score: Raw -47316.182988 + Penalty 2892.613709 = -44423.569279 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 28 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.320000 sec): 2 clusters Score: Raw -131639.803617 + Penalty 1678.015545 = -129961.788072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.330000 sec): 3 clusters Score: Raw -131451.429917 + Penalty 3356.031090 = -128095.398826 nChanged 200 SP:Iteration 1F (6384.330000 sec): 3 clusters Score: Raw -131698.422581 + Penalty 3356.031090 = -128342.391491 nChanged 64 SP:Iteration 2F (6384.340000 sec): 3 clusters Score: Raw -131807.766898 + Penalty 3356.031090 = -128451.735808 nChanged 38 SP:Iteration 3Q (6384.340000 sec): 3 clusters Score: Raw -131872.081094 + Penalty 3356.031090 = -128516.050003 nChanged 16 SP:Iteration 4Q (6384.340000 sec): 3 clusters Score: Raw -131891.792738 + Penalty 3356.031090 = -128535.761648 nChanged 9 SP:Iteration 5Q (6384.350000 sec): 3 clusters Score: Raw -131906.394770 + Penalty 3356.031090 = -128550.363680 nChanged 8 SP:Iteration 6Q (6384.350000 sec): 3 clusters Score: Raw -131918.212748 + Penalty 3356.031090 = -128562.181657 nChanged 4 SP:Iteration 7Q (6384.360000 sec): 3 clusters Score: Raw -131923.104387 + Penalty 3356.031090 = -128567.073297 nChanged 4 SP:Iteration 8Q (6384.360000 sec): 3 clusters Score: Raw -131929.661798 + Penalty 3356.031090 = -128573.630707 nChanged 4 SP:Iteration 9Q (6384.360000 sec): 3 clusters Score: Raw -131935.296110 + Penalty 3356.031090 = -128579.265019 nChanged 3 SP:Iteration 10Q (6384.360000 sec): 3 clusters Score: Raw -131938.568676 + Penalty 3356.031090 = -128582.537585 nChanged 2 SP:Iteration 11Q (6384.370000 sec): 3 clusters Score: Raw -131941.167985 + Penalty 3356.031090 = -128585.136895 nChanged 1 SP:Iteration 12Q (6384.370000 sec): 3 clusters Score: Raw -131942.791845 + Penalty 3356.031090 = -128586.760755 nChanged 1 SP:Iteration 13Q (6384.380000 sec): 3 clusters Score: Raw -131947.495081 + Penalty 3356.031090 = -128591.463990 nChanged 2 SP:Iteration 14Q (6384.380000 sec): 3 clusters Score: Raw -131950.287810 + Penalty 3356.031090 = -128594.256719 nChanged 2 SP:Iteration 15Q (6384.380000 sec): 3 clusters Score: Raw -131954.338592 + Penalty 3356.031090 = -128598.307501 nChanged 3 SP:Iteration 16Q (6384.390000 sec): 3 clusters Score: Raw -131961.689043 + Penalty 3356.031090 = -128605.657953 nChanged 4 SP:Iteration 17Q (6384.390000 sec): 3 clusters Score: Raw -131971.381914 + Penalty 3356.031090 = -128615.350823 nChanged 7 SP:Iteration 18Q (6384.400000 sec): 3 clusters Score: Raw -131985.980573 + Penalty 3356.031090 = -128629.949482 nChanged 4 SP:Iteration 19Q (6384.400000 sec): 3 clusters Score: Raw -131991.150838 + Penalty 3356.031090 = -128635.119748 nChanged 3 SP:Iteration 20F (6384.400000 sec): 3 clusters Score: Raw -131997.055770 + Penalty 3356.031090 = -128641.024679 nChanged 2 SP:Iteration 21Q (6384.400000 sec): 3 clusters Score: Raw -131999.241812 + Penalty 3356.031090 = -128643.210721 nChanged 1 SP:Iteration 22Q (6384.410000 sec): 3 clusters Score: Raw -132000.529365 + Penalty 3356.031090 = -128644.498274 nChanged 1 SP:Iteration 23Q (6384.410000 sec): 3 clusters Score: Raw -132001.312717 + Penalty 3356.031090 = -128645.281627 nChanged 2 SP:Iteration 24Q (6384.420000 sec): 3 clusters Score: Raw -132004.983684 + Penalty 3356.031090 = -128648.952594 nChanged 0 SP:Iteration 25F (6384.420000 sec): 3 clusters Score: Raw -132004.983684 + Penalty 3356.031090 = -128648.952594 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 29 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.420000 sec): 2 clusters Score: Raw -19082.505269 + Penalty 1229.045110 = -17853.460159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.420000 sec): 3 clusters Score: Raw -19360.191091 + Penalty 2458.090221 = -16902.100870 nChanged 6 SP:Iteration 1Q (6384.420000 sec): 3 clusters Score: Raw -19395.034237 + Penalty 2458.090221 = -16936.944016 nChanged 0 SP:Iteration 2F (6384.420000 sec): 3 clusters Score: Raw -19395.034237 + Penalty 2458.090221 = -16936.944016 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 30 (13762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.480000 sec): 2 clusters Score: Raw -2113375.878465 + Penalty 2363.357280 = -2111012.521186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6384.540000 sec): 3 clusters Score: Raw -2105663.932874 + Penalty 4726.714559 = -2100937.218315 nChanged 5901 SP:Iteration 1F (6384.600000 sec): 3 clusters Score: Raw -2108835.842896 + Penalty 4726.714559 = -2104109.128337 nChanged 864 SP:Iteration 2F (6384.660000 sec): 3 clusters Score: Raw -2109182.750446 + Penalty 4726.714559 = -2104456.035887 nChanged 664 SP:Iteration 3Q (6384.720000 sec): 3 clusters Score: Raw -2109442.619922 + Penalty 4726.714559 = -2104715.905363 nChanged 560 SP:Iteration 4Q (6384.780000 sec): 3 clusters Score: Raw -2109678.495213 + Penalty 4726.714559 = -2104951.780654 nChanged 526 SP:Iteration 5Q (6384.840000 sec): 3 clusters Score: Raw -2109914.872510 + Penalty 4726.714559 = -2105188.157951 nChanged 507 SP:Iteration 6Q (6384.900000 sec): 3 clusters Score: Raw -2110163.900709 + Penalty 4726.714559 = -2105437.186150 nChanged 545 SP:Iteration 7Q (6384.960000 sec): 3 clusters Score: Raw -2110437.948621 + Penalty 4726.714559 = -2105711.234062 nChanged 555 SP:Iteration 8Q (6385.020000 sec): 3 clusters Score: Raw -2110755.763134 + Penalty 4726.714559 = -2106029.048574 nChanged 554 SP:Iteration 9Q (6385.070000 sec): 3 clusters Score: Raw -2111093.220772 + Penalty 4726.714559 = -2106366.506213 nChanged 559 SP:Iteration 10Q (6385.130000 sec): 3 clusters Score: Raw -2111474.027682 + Penalty 4726.714559 = -2106747.313123 nChanged 574 SP:Iteration 11Q (6385.190000 sec): 3 clusters Score: Raw -2111903.578649 + Penalty 4726.714559 = -2107176.864090 nChanged 591 SP:Iteration 12Q (6385.250000 sec): 3 clusters Score: Raw -2112322.661745 + Penalty 4726.714559 = -2107595.947186 nChanged 542 SP:Iteration 13Q (6385.310000 sec): 3 clusters Score: Raw -2112684.386606 + Penalty 4726.714559 = -2107957.672047 nChanged 452 SP:Iteration 14Q (6385.360000 sec): 3 clusters Score: Raw -2112932.103959 + Penalty 4726.714559 = -2108205.389400 nChanged 360 SP:Iteration 15Q (6385.420000 sec): 3 clusters Score: Raw -2113147.770547 + Penalty 4726.714559 = -2108421.055987 nChanged 322 SP:Iteration 16Q (6385.480000 sec): 3 clusters Score: Raw -2113321.434871 + Penalty 4726.714559 = -2108594.720312 nChanged 277 SP:Iteration 17Q (6385.530000 sec): 3 clusters Score: Raw -2113469.533155 + Penalty 4726.714559 = -2108742.818596 nChanged 241 SP:Iteration 18Q (6385.580000 sec): 3 clusters Score: Raw -2113595.401382 + Penalty 4726.714559 = -2108868.686823 nChanged 186 SP:Iteration 19Q (6385.640000 sec): 3 clusters Score: Raw -2113688.634165 + Penalty 4726.714559 = -2108961.919606 nChanged 160 SP:Iteration 20F (6385.700000 sec): 3 clusters Score: Raw -2113757.217246 + Penalty 4726.714559 = -2109030.502687 nChanged 126 SP:Iteration 21Q (6385.750000 sec): 3 clusters Score: Raw -2113809.117268 + Penalty 4726.714559 = -2109082.402709 nChanged 114 SP:Iteration 22Q (6385.800000 sec): 3 clusters Score: Raw -2113854.625715 + Penalty 4726.714559 = -2109127.911156 nChanged 102 SP:Iteration 23Q (6385.850000 sec): 3 clusters Score: Raw -2113890.624599 + Penalty 4726.714559 = -2109163.910040 nChanged 77 SP:Iteration 24Q (6385.900000 sec): 3 clusters Score: Raw -2113918.079866 + Penalty 4726.714559 = -2109191.365307 nChanged 73 SP:Iteration 25Q (6385.960000 sec): 3 clusters Score: Raw -2113941.544606 + Penalty 4726.714559 = -2109214.830047 nChanged 59 SP:Iteration 26Q (6386.010000 sec): 3 clusters Score: Raw -2113960.810723 + Penalty 4726.714559 = -2109234.096164 nChanged 54 SP:Iteration 27Q (6386.060000 sec): 3 clusters Score: Raw -2113977.935787 + Penalty 4726.714559 = -2109251.221228 nChanged 49 SP:Iteration 28Q (6386.120000 sec): 3 clusters Score: Raw -2113993.076209 + Penalty 4726.714559 = -2109266.361649 nChanged 41 SP:Iteration 29Q (6386.170000 sec): 3 clusters Score: Raw -2114004.538652 + Penalty 4726.714559 = -2109277.824093 nChanged 40 SP:Iteration 30Q (6386.220000 sec): 3 clusters Score: Raw -2114015.455310 + Penalty 4726.714559 = -2109288.740751 nChanged 41 SP:Iteration 31Q (6386.270000 sec): 3 clusters Score: Raw -2114027.471960 + Penalty 4726.714559 = -2109300.757401 nChanged 37 SP:Iteration 32Q (6386.320000 sec): 3 clusters Score: Raw -2114039.066139 + Penalty 4726.714559 = -2109312.351580 nChanged 33 SP:Iteration 33Q (6386.380000 sec): 3 clusters Score: Raw -2114049.540623 + Penalty 4726.714559 = -2109322.826064 nChanged 39 SP:Iteration 34Q (6386.420000 sec): 3 clusters Score: Raw -2114061.423747 + Penalty 4726.714559 = -2109334.709188 nChanged 34 SP:Iteration 35Q (6386.470000 sec): 3 clusters Score: Raw -2114072.501629 + Penalty 4726.714559 = -2109345.787069 nChanged 35 SP:Iteration 36Q (6386.520000 sec): 3 clusters Score: Raw -2114084.176192 + Penalty 4726.714559 = -2109357.461633 nChanged 24 SP:Iteration 37Q (6386.570000 sec): 3 clusters Score: Raw -2114091.090474 + Penalty 4726.714559 = -2109364.375915 nChanged 22 SP:Iteration 38Q (6386.620000 sec): 3 clusters Score: Raw -2114097.051824 + Penalty 4726.714559 = -2109370.337265 nChanged 16 SP:Iteration 39Q (6386.660000 sec): 3 clusters Score: Raw -2114101.795425 + Penalty 4726.714559 = -2109375.080866 nChanged 21 SP:Iteration 40F (6386.720000 sec): 3 clusters Score: Raw -2114108.541227 + Penalty 4726.714559 = -2109381.826668 nChanged 29 SP:Iteration 41Q (6386.770000 sec): 3 clusters Score: Raw -2114118.324345 + Penalty 4726.714559 = -2109391.609786 nChanged 30 SP:Iteration 42Q (6386.820000 sec): 3 clusters Score: Raw -2114129.608458 + Penalty 4726.714559 = -2109402.893899 nChanged 32 SP:Iteration 43Q (6386.870000 sec): 3 clusters Score: Raw -2114141.431082 + Penalty 4726.714559 = -2109414.716523 nChanged 30 SP:Iteration 44Q (6386.920000 sec): 3 clusters Score: Raw -2114150.471796 + Penalty 4726.714559 = -2109423.757236 nChanged 26 SP:Iteration 45Q (6386.960000 sec): 3 clusters Score: Raw -2114158.640904 + Penalty 4726.714559 = -2109431.926345 nChanged 26 SP:Iteration 46Q (6387.010000 sec): 3 clusters Score: Raw -2114170.554194 + Penalty 4726.714559 = -2109443.839635 nChanged 29 SP:Iteration 47Q (6387.060000 sec): 3 clusters Score: Raw -2114182.625879 + Penalty 4726.714559 = -2109455.911320 nChanged 32 SP:Iteration 48Q (6387.110000 sec): 3 clusters Score: Raw -2114195.066070 + Penalty 4726.714559 = -2109468.351511 nChanged 31 SP:Iteration 49Q (6387.160000 sec): 3 clusters Score: Raw -2114203.785482 + Penalty 4726.714559 = -2109477.070923 nChanged 17 SP:Iteration 50Q (6387.200000 sec): 3 clusters Score: Raw -2114210.610447 + Penalty 4726.714559 = -2109483.895888 nChanged 18 SP:Iteration 51Q (6387.250000 sec): 3 clusters Score: Raw -2114216.495806 + Penalty 4726.714559 = -2109489.781247 nChanged 15 SP:Iteration 52Q (6387.300000 sec): 3 clusters Score: Raw -2114221.887055 + Penalty 4726.714559 = -2109495.172496 nChanged 16 SP:Iteration 53Q (6387.350000 sec): 3 clusters Score: Raw -2114228.626763 + Penalty 4726.714559 = -2109501.912204 nChanged 18 SP:Iteration 54Q (6387.400000 sec): 3 clusters Score: Raw -2114235.751596 + Penalty 4726.714559 = -2109509.037037 nChanged 12 SP:Iteration 55Q (6387.440000 sec): 3 clusters Score: Raw -2114238.499701 + Penalty 4726.714559 = -2109511.785142 nChanged 6 SP:Iteration 56Q (6387.490000 sec): 3 clusters Score: Raw -2114239.510780 + Penalty 4726.714559 = -2109512.796221 nChanged 5 SP:Iteration 57Q (6387.540000 sec): 3 clusters Score: Raw -2114241.065311 + Penalty 4726.714559 = -2109514.350752 nChanged 5 SP:Iteration 58Q (6387.590000 sec): 3 clusters Score: Raw -2114242.171999 + Penalty 4726.714559 = -2109515.457440 nChanged 2 SP:Iteration 59Q (6387.640000 sec): 3 clusters Score: Raw -2114242.543848 + Penalty 4726.714559 = -2109515.829289 nChanged 0 SP:Iteration 60F (6387.700000 sec): 3 clusters Score: Raw -2114242.543848 + Penalty 4726.714559 = -2109515.829289 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 31 (16823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6387.760000 sec): 2 clusters Score: Raw -2616245.206018 + Penalty 2413.164565 = -2613832.041454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6387.830000 sec): 3 clusters Score: Raw -2606531.880637 + Penalty 4826.329129 = -2601705.551508 nChanged 7350 SP:Iteration 1F (6387.900000 sec): 3 clusters Score: Raw -2610607.307703 + Penalty 4826.329129 = -2605780.978573 nChanged 1011 SP:Iteration 2F (6387.980000 sec): 3 clusters Score: Raw -2611017.573635 + Penalty 4826.329129 = -2606191.244505 nChanged 869 SP:Iteration 3F (6388.050000 sec): 3 clusters Score: Raw -2611354.995542 + Penalty 4826.329129 = -2606528.666413 nChanged 707 SP:Iteration 4Q (6388.120000 sec): 3 clusters Score: Raw -2611659.917847 + Penalty 4826.329129 = -2606833.588718 nChanged 693 SP:Iteration 5Q (6388.200000 sec): 3 clusters Score: Raw -2611975.685201 + Penalty 4826.329129 = -2607149.356072 nChanged 680 SP:Iteration 6Q (6388.270000 sec): 3 clusters Score: Raw -2612296.265724 + Penalty 4826.329129 = -2607469.936594 nChanged 639 SP:Iteration 7Q (6388.340000 sec): 3 clusters Score: Raw -2612645.547152 + Penalty 4826.329129 = -2607819.218022 nChanged 638 SP:Iteration 8Q (6388.420000 sec): 3 clusters Score: Raw -2613019.518441 + Penalty 4826.329129 = -2608193.189312 nChanged 650 SP:Iteration 9Q (6388.490000 sec): 3 clusters Score: Raw -2613421.437850 + Penalty 4826.329129 = -2608595.108721 nChanged 631 SP:Iteration 10Q (6388.560000 sec): 3 clusters Score: Raw -2613822.140329 + Penalty 4826.329129 = -2608995.811200 nChanged 603 SP:Iteration 11Q (6388.630000 sec): 3 clusters Score: Raw -2614212.191870 + Penalty 4826.329129 = -2609385.862741 nChanged 609 SP:Iteration 12Q (6388.700000 sec): 3 clusters Score: Raw -2614586.524872 + Penalty 4826.329129 = -2609760.195742 nChanged 538 SP:Iteration 13Q (6388.770000 sec): 3 clusters Score: Raw -2614909.275305 + Penalty 4826.329129 = -2610082.946176 nChanged 455 SP:Iteration 14Q (6388.840000 sec): 3 clusters Score: Raw -2615183.628242 + Penalty 4826.329129 = -2610357.299113 nChanged 418 SP:Iteration 15Q (6388.900000 sec): 3 clusters Score: Raw -2615445.888066 + Penalty 4826.329129 = -2610619.558936 nChanged 378 SP:Iteration 16Q (6388.970000 sec): 3 clusters Score: Raw -2615698.276035 + Penalty 4826.329129 = -2610871.946905 nChanged 322 SP:Iteration 17Q (6389.030000 sec): 3 clusters Score: Raw -2615912.559681 + Penalty 4826.329129 = -2611086.230552 nChanged 228 SP:Iteration 18Q (6389.100000 sec): 3 clusters Score: Raw -2616078.786653 + Penalty 4826.329129 = -2611252.457524 nChanged 197 SP:Iteration 19Q (6389.160000 sec): 3 clusters Score: Raw -2616213.021506 + Penalty 4826.329129 = -2611386.692376 nChanged 138 SP:Iteration 20F (6389.230000 sec): 3 clusters Score: Raw -2616294.078148 + Penalty 4826.329129 = -2611467.749018 nChanged 105 SP:Iteration 21Q (6389.280000 sec): 3 clusters Score: Raw -2616353.804362 + Penalty 4826.329129 = -2611527.475233 nChanged 76 SP:Iteration 22Q (6389.340000 sec): 3 clusters Score: Raw -2616400.127607 + Penalty 4826.329129 = -2611573.798478 nChanged 63 SP:Iteration 23Q (6389.400000 sec): 3 clusters Score: Raw -2616436.794383 + Penalty 4826.329129 = -2611610.465254 nChanged 38 SP:Iteration 24Q (6389.460000 sec): 3 clusters Score: Raw -2616461.792540 + Penalty 4826.329129 = -2611635.463411 nChanged 31 SP:Iteration 25Q (6389.510000 sec): 3 clusters Score: Raw -2616481.047133 + Penalty 4826.329129 = -2611654.718004 nChanged 25 SP:Iteration 26Q (6389.570000 sec): 3 clusters Score: Raw -2616498.806067 + Penalty 4826.329129 = -2611672.476938 nChanged 22 SP:Iteration 27Q (6389.620000 sec): 3 clusters Score: Raw -2616516.475623 + Penalty 4826.329129 = -2611690.146494 nChanged 22 SP:Iteration 28Q (6389.680000 sec): 3 clusters Score: Raw -2616531.958775 + Penalty 4826.329129 = -2611705.629646 nChanged 21 SP:Iteration 29Q (6389.740000 sec): 3 clusters Score: Raw -2616547.847751 + Penalty 4826.329129 = -2611721.518622 nChanged 14 SP:Iteration 30Q (6389.790000 sec): 3 clusters Score: Raw -2616556.535957 + Penalty 4826.329129 = -2611730.206828 nChanged 11 SP:Iteration 31Q (6389.840000 sec): 3 clusters Score: Raw -2616564.465014 + Penalty 4826.329129 = -2611738.135885 nChanged 12 SP:Iteration 32Q (6389.900000 sec): 3 clusters Score: Raw -2616575.800417 + Penalty 4826.329129 = -2611749.471287 nChanged 13 SP:Iteration 33Q (6389.960000 sec): 3 clusters Score: Raw -2616584.548397 + Penalty 4826.329129 = -2611758.219268 nChanged 13 SP:Iteration 34Q (6390.010000 sec): 3 clusters Score: Raw -2616593.236191 + Penalty 4826.329129 = -2611766.907062 nChanged 10 SP:Iteration 35Q (6390.060000 sec): 3 clusters Score: Raw -2616600.019969 + Penalty 4826.329129 = -2611773.690840 nChanged 7 SP:Iteration 36Q (6390.120000 sec): 3 clusters Score: Raw -2616604.987475 + Penalty 4826.329129 = -2611778.658346 nChanged 5 SP:Iteration 37Q (6390.170000 sec): 3 clusters Score: Raw -2616609.651295 + Penalty 4826.329129 = -2611783.322166 nChanged 9 SP:Iteration 38Q (6390.220000 sec): 3 clusters Score: Raw -2616615.456541 + Penalty 4826.329129 = -2611789.127412 nChanged 5 SP:Iteration 39Q (6390.280000 sec): 3 clusters Score: Raw -2616617.958503 + Penalty 4826.329129 = -2611791.629373 nChanged 3 SP:Iteration 40F (6390.350000 sec): 3 clusters Score: Raw -2616620.366511 + Penalty 4826.329129 = -2611794.037382 nChanged 2 SP:Iteration 41Q (6390.400000 sec): 3 clusters Score: Raw -2616621.765457 + Penalty 4826.329129 = -2611795.436328 nChanged 3 SP:Iteration 42Q (6390.460000 sec): 3 clusters Score: Raw -2616623.569394 + Penalty 4826.329129 = -2611797.240264 nChanged 2 SP:Iteration 43Q (6390.510000 sec): 3 clusters Score: Raw -2616624.842157 + Penalty 4826.329129 = -2611798.513027 nChanged 1 SP:Iteration 44Q (6390.570000 sec): 3 clusters Score: Raw -2616625.447403 + Penalty 4826.329129 = -2611799.118274 nChanged 1 SP:Iteration 45Q (6390.620000 sec): 3 clusters Score: Raw -2616627.527778 + Penalty 4826.329129 = -2611801.198649 nChanged 5 SP:Iteration 46Q (6390.680000 sec): 3 clusters Score: Raw -2616630.692808 + Penalty 4826.329129 = -2611804.363679 nChanged 5 SP:Iteration 47Q (6390.730000 sec): 3 clusters Score: Raw -2616635.895281 + Penalty 4826.329129 = -2611809.566152 nChanged 2 SP:Iteration 48Q (6390.780000 sec): 3 clusters Score: Raw -2616636.754555 + Penalty 4826.329129 = -2611810.425426 nChanged 1 SP:Iteration 49Q (6390.840000 sec): 3 clusters Score: Raw -2616636.968454 + Penalty 4826.329129 = -2611810.639325 nChanged 0 SP:Iteration 50F (6390.910000 sec): 3 clusters Score: Raw -2616636.968454 + Penalty 4826.329129 = -2611810.639325 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 32 (3518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6390.930000 sec): 2 clusters Score: Raw -485575.866545 + Penalty 2025.080685 = -483550.785860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6390.950000 sec): 3 clusters Score: Raw -484019.298173 + Penalty 4050.161371 = -479969.136802 nChanged 1286 SP:Iteration 1F (6390.960000 sec): 3 clusters Score: Raw -484824.451849 + Penalty 4050.161371 = -480774.290478 nChanged 310 SP:Iteration 2F (6390.980000 sec): 3 clusters Score: Raw -485087.522112 + Penalty 4050.161371 = -481037.360741 nChanged 226 SP:Iteration 3F (6390.990000 sec): 3 clusters Score: Raw -485255.909678 + Penalty 4050.161371 = -481205.748307 nChanged 171 SP:Iteration 4Q (6391.010000 sec): 3 clusters Score: Raw -485373.781011 + Penalty 4050.161371 = -481323.619640 nChanged 125 SP:Iteration 5Q (6391.020000 sec): 3 clusters Score: Raw -485471.934311 + Penalty 4050.161371 = -481421.772941 nChanged 127 SP:Iteration 6Q (6391.040000 sec): 3 clusters Score: Raw -485571.868967 + Penalty 4050.161371 = -481521.707596 nChanged 112 SP:Iteration 7Q (6391.050000 sec): 3 clusters Score: Raw -485652.524326 + Penalty 4050.161371 = -481602.362955 nChanged 101 SP:Iteration 8Q (6391.060000 sec): 3 clusters Score: Raw -485726.899067 + Penalty 4050.161371 = -481676.737696 nChanged 96 SP:Iteration 9Q (6391.080000 sec): 3 clusters Score: Raw -485794.541550 + Penalty 4050.161371 = -481744.380179 nChanged 80 SP:Iteration 10Q (6391.100000 sec): 3 clusters Score: Raw -485852.572829 + Penalty 4050.161371 = -481802.411458 nChanged 73 SP:Iteration 11Q (6391.110000 sec): 3 clusters Score: Raw -485891.067890 + Penalty 4050.161371 = -481840.906519 nChanged 51 SP:Iteration 12Q (6391.120000 sec): 3 clusters Score: Raw -485920.823688 + Penalty 4050.161371 = -481870.662317 nChanged 46 SP:Iteration 13Q (6391.140000 sec): 3 clusters Score: Raw -485944.068025 + Penalty 4050.161371 = -481893.906655 nChanged 38 SP:Iteration 14Q (6391.160000 sec): 3 clusters Score: Raw -485966.469019 + Penalty 4050.161371 = -481916.307648 nChanged 34 SP:Iteration 15Q (6391.170000 sec): 3 clusters Score: Raw -485987.075474 + Penalty 4050.161371 = -481936.914103 nChanged 34 SP:Iteration 16Q (6391.180000 sec): 3 clusters Score: Raw -486004.529611 + Penalty 4050.161371 = -481954.368240 nChanged 27 SP:Iteration 17Q (6391.200000 sec): 3 clusters Score: Raw -486017.544544 + Penalty 4050.161371 = -481967.383173 nChanged 22 SP:Iteration 18Q (6391.210000 sec): 3 clusters Score: Raw -486026.845607 + Penalty 4050.161371 = -481976.684236 nChanged 19 SP:Iteration 19Q (6391.230000 sec): 3 clusters Score: Raw -486035.983183 + Penalty 4050.161371 = -481985.821812 nChanged 17 SP:Iteration 20F (6391.240000 sec): 3 clusters Score: Raw -486042.023845 + Penalty 4050.161371 = -481991.862474 nChanged 17 SP:Iteration 21Q (6391.260000 sec): 3 clusters Score: Raw -486050.730582 + Penalty 4050.161371 = -482000.569211 nChanged 16 SP:Iteration 22Q (6391.270000 sec): 3 clusters Score: Raw -486060.673226 + Penalty 4050.161371 = -482010.511855 nChanged 23 SP:Iteration 23Q (6391.280000 sec): 3 clusters Score: Raw -486072.402901 + Penalty 4050.161371 = -482022.241531 nChanged 26 SP:Iteration 24Q (6391.300000 sec): 3 clusters Score: Raw -486083.498617 + Penalty 4050.161371 = -482033.337246 nChanged 22 SP:Iteration 25Q (6391.320000 sec): 3 clusters Score: Raw -486092.601887 + Penalty 4050.161371 = -482042.440516 nChanged 20 SP:Iteration 26Q (6391.330000 sec): 3 clusters Score: Raw -486104.761743 + Penalty 4050.161371 = -482054.600372 nChanged 19 SP:Iteration 27Q (6391.340000 sec): 3 clusters Score: Raw -486117.798680 + Penalty 4050.161371 = -482067.637309 nChanged 17 SP:Iteration 28Q (6391.360000 sec): 3 clusters Score: Raw -486129.444141 + Penalty 4050.161371 = -482079.282770 nChanged 22 SP:Iteration 29Q (6391.370000 sec): 3 clusters Score: Raw -486144.428772 + Penalty 4050.161371 = -482094.267401 nChanged 31 SP:Iteration 30Q (6391.380000 sec): 3 clusters Score: Raw -486168.158010 + Penalty 4050.161371 = -482117.996639 nChanged 30 SP:Iteration 31Q (6391.400000 sec): 3 clusters Score: Raw -486192.280001 + Penalty 4050.161371 = -482142.118630 nChanged 34 SP:Iteration 32Q (6391.410000 sec): 3 clusters Score: Raw -486223.672028 + Penalty 4050.161371 = -482173.510657 nChanged 36 SP:Iteration 33Q (6391.430000 sec): 3 clusters Score: Raw -486254.166805 + Penalty 4050.161371 = -482204.005434 nChanged 37 SP:Iteration 34Q (6391.440000 sec): 3 clusters Score: Raw -486285.485369 + Penalty 4050.161371 = -482235.323998 nChanged 34 SP:Iteration 35Q (6391.460000 sec): 3 clusters Score: Raw -486314.319170 + Penalty 4050.161371 = -482264.157799 nChanged 31 SP:Iteration 36Q (6391.470000 sec): 3 clusters Score: Raw -486339.788774 + Penalty 4050.161371 = -482289.627403 nChanged 31 SP:Iteration 37Q (6391.480000 sec): 3 clusters Score: Raw -486361.053312 + Penalty 4050.161371 = -482310.891941 nChanged 26 SP:Iteration 38Q (6391.500000 sec): 3 clusters Score: Raw -486376.712981 + Penalty 4050.161371 = -482326.551610 nChanged 17 SP:Iteration 39Q (6391.510000 sec): 3 clusters Score: Raw -486388.255492 + Penalty 4050.161371 = -482338.094121 nChanged 14 SP:Iteration 40F (6391.530000 sec): 3 clusters Score: Raw -486398.512452 + Penalty 4050.161371 = -482348.351081 nChanged 12 SP:Iteration 41Q (6391.540000 sec): 3 clusters Score: Raw -486409.959615 + Penalty 4050.161371 = -482359.798244 nChanged 13 SP:Iteration 42Q (6391.560000 sec): 3 clusters Score: Raw -486414.284591 + Penalty 4050.161371 = -482364.123220 nChanged 9 SP:Iteration 43Q (6391.570000 sec): 3 clusters Score: Raw -486418.241560 + Penalty 4050.161371 = -482368.080189 nChanged 6 SP:Iteration 44Q (6391.580000 sec): 3 clusters Score: Raw -486422.461071 + Penalty 4050.161371 = -482372.299700 nChanged 6 SP:Iteration 45Q (6391.600000 sec): 3 clusters Score: Raw -486427.665681 + Penalty 4050.161371 = -482377.504310 nChanged 8 SP:Iteration 46Q (6391.610000 sec): 3 clusters Score: Raw -486435.464663 + Penalty 4050.161371 = -482385.303292 nChanged 12 SP:Iteration 47Q (6391.620000 sec): 3 clusters Score: Raw -486444.768197 + Penalty 4050.161371 = -482394.606826 nChanged 12 SP:Iteration 48Q (6391.630000 sec): 3 clusters Score: Raw -486452.214054 + Penalty 4050.161371 = -482402.052683 nChanged 5 SP:Iteration 49Q (6391.650000 sec): 3 clusters Score: Raw -486454.584547 + Penalty 4050.161371 = -482404.423176 nChanged 3 SP:Iteration 50Q (6391.660000 sec): 3 clusters Score: Raw -486455.094081 + Penalty 4050.161371 = -482404.932710 nChanged 2 SP:Iteration 51Q (6391.670000 sec): 3 clusters Score: Raw -486455.781999 + Penalty 4050.161371 = -482405.620629 nChanged 4 SP:Iteration 52Q (6391.690000 sec): 3 clusters Score: Raw -486457.908652 + Penalty 4050.161371 = -482407.747281 nChanged 1 SP:Iteration 53Q (6391.700000 sec): 3 clusters Score: Raw -486458.110066 + Penalty 4050.161371 = -482407.948695 nChanged 1 SP:Iteration 54Q (6391.710000 sec): 3 clusters Score: Raw -486459.162802 + Penalty 4050.161371 = -482409.001431 nChanged 0 SP:Iteration 55F (6391.730000 sec): 3 clusters Score: Raw -486459.162802 + Penalty 4050.161371 = -482409.001431 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 33 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.730000 sec): 2 clusters Score: Raw -15479.988319 + Penalty 1158.861551 = -14321.126768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.730000 sec): 3 clusters Score: Raw -15811.830828 + Penalty 2317.723102 = -13494.107726 nChanged 1 SP:Iteration 1Q (6391.730000 sec): 3 clusters Score: Raw -15823.950799 + Penalty 2317.723102 = -13506.227697 nChanged 1 SP:Iteration 2Q (6391.730000 sec): 3 clusters Score: Raw -15831.754980 + Penalty 2317.723102 = -13514.031878 nChanged 0 SP:Iteration 3F (6391.730000 sec): 3 clusters Score: Raw -15831.754980 + Penalty 2317.723102 = -13514.031878 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 34 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.740000 sec): 2 clusters Score: Raw -22561.172946 + Penalty 1275.132562 = -21286.040384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.740000 sec): 3 clusters Score: Raw -22768.978645 + Penalty 2550.265124 = -20218.713520 nChanged 13 SP:Iteration 1F (6391.740000 sec): 3 clusters Score: Raw -22853.451589 + Penalty 2550.265124 = -20303.186465 nChanged 4 SP:Iteration 2Q (6391.740000 sec): 3 clusters Score: Raw -22894.800635 + Penalty 2550.265124 = -20344.535511 nChanged 1 SP:Iteration 3Q (6391.740000 sec): 3 clusters Score: Raw -22897.462837 + Penalty 2550.265124 = -20347.197713 nChanged 1 SP:Iteration 4Q (6391.740000 sec): 3 clusters Score: Raw -22905.086474 + Penalty 2550.265124 = -20354.821350 nChanged 0 SP:Iteration 5F (6391.740000 sec): 3 clusters Score: Raw -22905.086474 + Penalty 2550.265124 = -20354.821350 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 35 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.750000 sec): 2 clusters Score: Raw -80283.520033 + Penalty 1569.328322 = -78714.191710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.750000 sec): 3 clusters Score: Raw -80244.520035 + Penalty 3138.656645 = -77105.863390 nChanged 86 SP:Iteration 1F (6391.750000 sec): 3 clusters Score: Raw -80416.416692 + Penalty 3138.656645 = -77277.760047 nChanged 38 SP:Iteration 2F (6391.750000 sec): 3 clusters Score: Raw -80515.255132 + Penalty 3138.656645 = -77376.598487 nChanged 13 SP:Iteration 3Q (6391.760000 sec): 3 clusters Score: Raw -80546.674043 + Penalty 3138.656645 = -77408.017398 nChanged 5 SP:Iteration 4Q (6391.760000 sec): 3 clusters Score: Raw -80557.898499 + Penalty 3138.656645 = -77419.241854 nChanged 4 SP:Iteration 5Q (6391.760000 sec): 3 clusters Score: Raw -80565.925873 + Penalty 3138.656645 = -77427.269228 nChanged 4 SP:Iteration 6Q (6391.760000 sec): 3 clusters Score: Raw -80571.834191 + Penalty 3138.656645 = -77433.177546 nChanged 2 SP:Iteration 7Q (6391.770000 sec): 3 clusters Score: Raw -80575.003589 + Penalty 3138.656645 = -77436.346944 nChanged 3 SP:Iteration 8Q (6391.770000 sec): 3 clusters Score: Raw -80584.989690 + Penalty 3138.656645 = -77446.333045 nChanged 5 SP:Iteration 9Q (6391.770000 sec): 3 clusters Score: Raw -80598.594191 + Penalty 3138.656645 = -77459.937546 nChanged 4 SP:Iteration 10Q (6391.770000 sec): 3 clusters Score: Raw -80615.094097 + Penalty 3138.656645 = -77476.437452 nChanged 4 SP:Iteration 11Q (6391.770000 sec): 3 clusters Score: Raw -80627.792019 + Penalty 3138.656645 = -77489.135374 nChanged 1 SP:Iteration 12Q (6391.780000 sec): 3 clusters Score: Raw -80629.980170 + Penalty 3138.656645 = -77491.323525 nChanged 0 SP:Iteration 13F (6391.780000 sec): 3 clusters Score: Raw -80629.980170 + Penalty 3138.656645 = -77491.323525 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 36 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.780000 sec): 2 clusters Score: Raw -63484.149654 + Penalty 1497.983168 = -61986.166486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.790000 sec): 3 clusters Score: Raw -63546.172361 + Penalty 2995.966337 = -60550.206024 nChanged 76 SP:Iteration 1F (6391.790000 sec): 3 clusters Score: Raw -63697.460462 + Penalty 2995.966337 = -60701.494125 nChanged 15 SP:Iteration 2Q (6391.790000 sec): 3 clusters Score: Raw -63756.329824 + Penalty 2995.966337 = -60760.363488 nChanged 15 SP:Iteration 3Q (6391.790000 sec): 3 clusters Score: Raw -63847.337436 + Penalty 2995.966337 = -60851.371099 nChanged 8 SP:Iteration 4Q (6391.790000 sec): 3 clusters Score: Raw -63872.529827 + Penalty 2995.966337 = -60876.563490 nChanged 5 SP:Iteration 5Q (6391.790000 sec): 3 clusters Score: Raw -63888.421438 + Penalty 2995.966337 = -60892.455101 nChanged 5 SP:Iteration 6Q (6391.790000 sec): 3 clusters Score: Raw -63899.804164 + Penalty 2995.966337 = -60903.837827 nChanged 3 SP:Iteration 7Q (6391.800000 sec): 3 clusters Score: Raw -63905.419514 + Penalty 2995.966337 = -60909.453177 nChanged 3 SP:Iteration 8Q (6391.800000 sec): 3 clusters Score: Raw -63914.625922 + Penalty 2995.966337 = -60918.659586 nChanged 1 SP:Iteration 9Q (6391.800000 sec): 3 clusters Score: Raw -63918.022048 + Penalty 2995.966337 = -60922.055712 nChanged 1 SP:Iteration 10Q (6391.800000 sec): 3 clusters Score: Raw -63919.375336 + Penalty 2995.966337 = -60923.408999 nChanged 1 SP:Iteration 11Q (6391.800000 sec): 3 clusters Score: Raw -63923.665877 + Penalty 2995.966337 = -60927.699541 nChanged 1 SP:Iteration 12Q (6391.810000 sec): 3 clusters Score: Raw -63927.194880 + Penalty 2995.966337 = -60931.228543 nChanged 2 SP:Iteration 13Q (6391.810000 sec): 3 clusters Score: Raw -63930.472721 + Penalty 2995.966337 = -60934.506384 nChanged 0 SP:Iteration 14F (6391.810000 sec): 3 clusters Score: Raw -63930.472721 + Penalty 2995.966337 = -60934.506384 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 37 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.810000 sec): 2 clusters Score: Raw -51444.944153 + Penalty 1465.204569 = -49979.739584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.810000 sec): 3 clusters Score: Raw -51493.345527 + Penalty 2930.409137 = -48562.936390 nChanged 54 SP:Iteration 1F (6391.810000 sec): 3 clusters Score: Raw -51638.365510 + Penalty 2930.409137 = -48707.956373 nChanged 14 SP:Iteration 2Q (6391.820000 sec): 3 clusters Score: Raw -51678.348532 + Penalty 2930.409137 = -48747.939395 nChanged 10 SP:Iteration 3Q (6391.820000 sec): 3 clusters Score: Raw -51705.562871 + Penalty 2930.409137 = -48775.153734 nChanged 6 SP:Iteration 4Q (6391.820000 sec): 3 clusters Score: Raw -51726.644283 + Penalty 2930.409137 = -48796.235146 nChanged 1 SP:Iteration 5Q (6391.820000 sec): 3 clusters Score: Raw -51728.214859 + Penalty 2930.409137 = -48797.805722 nChanged 1 SP:Iteration 6Q (6391.820000 sec): 3 clusters Score: Raw -51730.686855 + Penalty 2930.409137 = -48800.277717 nChanged 0 SP:Iteration 7F (6391.830000 sec): 3 clusters Score: Raw -51730.686855 + Penalty 2930.409137 = -48800.277717 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 38 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.830000 sec): 2 clusters Score: Raw -19863.944951 + Penalty 1266.274478 = -18597.670473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.830000 sec): 3 clusters Score: Raw -20214.692351 + Penalty 2532.548955 = -17682.143396 nChanged 12 SP:Iteration 1F (6391.830000 sec): 3 clusters Score: Raw -20266.733958 + Penalty 2532.548955 = -17734.185003 nChanged 3 SP:Iteration 2Q (6391.830000 sec): 3 clusters Score: Raw -20277.690992 + Penalty 2532.548955 = -17745.142037 nChanged 2 SP:Iteration 3Q (6391.830000 sec): 3 clusters Score: Raw -20292.007783 + Penalty 2532.548955 = -17759.458828 nChanged 0 SP:Iteration 4F (6391.830000 sec): 3 clusters Score: Raw -20292.007783 + Penalty 2532.548955 = -17759.458828 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 39 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.830000 sec): 2 clusters Score: Raw -13372.052388 + Penalty 1113.181820 = -12258.870569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.830000 sec): 3 clusters Score: Raw -13732.163705 + Penalty 2226.363639 = -11505.800065 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 40 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.840000 sec): 2 clusters Score: Raw -21544.145304 + Penalty 1269.262465 = -20274.882838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.840000 sec): 3 clusters Score: Raw -21956.067643 + Penalty 2538.524931 = -19417.542712 nChanged 15 SP:Iteration 1F (6391.840000 sec): 3 clusters Score: Raw -22020.220882 + Penalty 2538.524931 = -19481.695951 nChanged 9 SP:Iteration 2F (6391.840000 sec): 3 clusters Score: Raw -22080.400328 + Penalty 2538.524931 = -19541.875397 nChanged 5 SP:Iteration 3Q (6391.840000 sec): 3 clusters Score: Raw -22112.774914 + Penalty 2538.524931 = -19574.249983 nChanged 3 SP:Iteration 4Q (6391.840000 sec): 3 clusters Score: Raw -22142.433278 + Penalty 2538.524931 = -19603.908347 nChanged 2 SP:Iteration 5Q (6391.840000 sec): 3 clusters Score: Raw -22162.075670 + Penalty 2538.524931 = -19623.550739 nChanged 2 SP:Iteration 6Q (6391.840000 sec): 3 clusters Score: Raw -22181.490124 + Penalty 2538.524931 = -19642.965193 nChanged 0 SP:Iteration 7F (6391.840000 sec): 3 clusters Score: Raw -22181.490124 + Penalty 2538.524931 = -19642.965193 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 41 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.850000 sec): 2 clusters Score: Raw -42938.151413 + Penalty 1420.258241 = -41517.893172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.850000 sec): 3 clusters Score: Raw -43068.653990 + Penalty 2840.516483 = -40228.137507 nChanged 34 SP:Iteration 1F (6391.850000 sec): 3 clusters Score: Raw -43186.714210 + Penalty 2840.516483 = -40346.197727 nChanged 6 SP:Iteration 2Q (6391.850000 sec): 3 clusters Score: Raw -43219.625492 + Penalty 2840.516483 = -40379.109010 nChanged 4 SP:Iteration 3Q (6391.850000 sec): 3 clusters Score: Raw -43236.065323 + Penalty 2840.516483 = -40395.548841 nChanged 1 SP:Iteration 4Q (6391.850000 sec): 3 clusters Score: Raw -43242.121277 + Penalty 2840.516483 = -40401.604794 nChanged 3 SP:Iteration 5Q (6391.850000 sec): 3 clusters Score: Raw -43263.511397 + Penalty 2840.516483 = -40422.994915 nChanged 1 SP:Iteration 6Q (6391.850000 sec): 3 clusters Score: Raw -43269.589280 + Penalty 2840.516483 = -40429.072798 nChanged 1 SP:Iteration 7Q (6391.850000 sec): 3 clusters Score: Raw -43277.925252 + Penalty 2840.516483 = -40437.408769 nChanged 0 SP:Iteration 8F (6391.860000 sec): 3 clusters Score: Raw -43277.925252 + Penalty 2840.516483 = -40437.408769 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 42 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6391.870000 sec): 2 clusters Score: Raw -207828.680950 + Penalty 1809.846534 = -206018.834416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6391.870000 sec): 3 clusters Score: Raw -207380.887586 + Penalty 3619.693068 = -203761.194518 nChanged 436 SP:Iteration 1F (6391.880000 sec): 3 clusters Score: Raw -207821.880925 + Penalty 3619.693068 = -204202.187857 nChanged 123 SP:Iteration 2F (6391.880000 sec): 3 clusters Score: Raw -207987.450389 + Penalty 3619.693068 = -204367.757321 nChanged 80 SP:Iteration 3F (6391.890000 sec): 3 clusters Score: Raw -208101.151703 + Penalty 3619.693068 = -204481.458635 nChanged 57 SP:Iteration 4Q (6391.890000 sec): 3 clusters Score: Raw -208191.739455 + Penalty 3619.693068 = -204572.046387 nChanged 57 SP:Iteration 5Q (6391.900000 sec): 3 clusters Score: Raw -208272.742843 + Penalty 3619.693068 = -204653.049775 nChanged 57 SP:Iteration 6Q (6391.910000 sec): 3 clusters Score: Raw -208356.580788 + Penalty 3619.693068 = -204736.887720 nChanged 49 SP:Iteration 7Q (6391.910000 sec): 3 clusters Score: Raw -208435.885944 + Penalty 3619.693068 = -204816.192876 nChanged 48 SP:Iteration 8Q (6391.920000 sec): 3 clusters Score: Raw -208514.121368 + Penalty 3619.693068 = -204894.428300 nChanged 50 SP:Iteration 9Q (6391.930000 sec): 3 clusters Score: Raw -208580.482023 + Penalty 3619.693068 = -204960.788954 nChanged 43 SP:Iteration 10Q (6391.930000 sec): 3 clusters Score: Raw -208637.531885 + Penalty 3619.693068 = -205017.838817 nChanged 33 SP:Iteration 11Q (6391.940000 sec): 3 clusters Score: Raw -208683.883963 + Penalty 3619.693068 = -205064.190895 nChanged 27 SP:Iteration 12Q (6391.940000 sec): 3 clusters Score: Raw -208719.222485 + Penalty 3619.693068 = -205099.529417 nChanged 20 SP:Iteration 13Q (6391.950000 sec): 3 clusters Score: Raw -208749.164825 + Penalty 3619.693068 = -205129.471757 nChanged 12 SP:Iteration 14Q (6391.950000 sec): 3 clusters Score: Raw -208761.428355 + Penalty 3619.693068 = -205141.735286 nChanged 5 SP:Iteration 15Q (6391.960000 sec): 3 clusters Score: Raw -208765.853636 + Penalty 3619.693068 = -205146.160568 nChanged 4 SP:Iteration 16Q (6391.970000 sec): 3 clusters Score: Raw -208769.433010 + Penalty 3619.693068 = -205149.739942 nChanged 2 SP:Iteration 17Q (6391.970000 sec): 3 clusters Score: Raw -208770.803895 + Penalty 3619.693068 = -205151.110827 nChanged 2 SP:Iteration 18Q (6391.980000 sec): 3 clusters Score: Raw -208772.073522 + Penalty 3619.693068 = -205152.380453 nChanged 3 SP:Iteration 19Q (6391.980000 sec): 3 clusters Score: Raw -208775.826069 + Penalty 3619.693068 = -205156.133001 nChanged 5 SP:Iteration 20F (6391.990000 sec): 3 clusters Score: Raw -208780.729034 + Penalty 3619.693068 = -205161.035966 nChanged 7 SP:Iteration 21Q (6391.990000 sec): 3 clusters Score: Raw -208789.841747 + Penalty 3619.693068 = -205170.148679 nChanged 7 SP:Iteration 22Q (6392.000000 sec): 3 clusters Score: Raw -208799.952941 + Penalty 3619.693068 = -205180.259873 nChanged 8 SP:Iteration 23Q (6392.010000 sec): 3 clusters Score: Raw -208810.474472 + Penalty 3619.693068 = -205190.781404 nChanged 8 SP:Iteration 24Q (6392.010000 sec): 3 clusters Score: Raw -208819.530220 + Penalty 3619.693068 = -205199.837151 nChanged 7 SP:Iteration 25Q (6392.010000 sec): 3 clusters Score: Raw -208828.235841 + Penalty 3619.693068 = -205208.542773 nChanged 5 SP:Iteration 26Q (6392.020000 sec): 3 clusters Score: Raw -208835.059021 + Penalty 3619.693068 = -205215.365953 nChanged 1 SP:Iteration 27Q (6392.030000 sec): 3 clusters Score: Raw -208835.887027 + Penalty 3619.693068 = -205216.193959 nChanged 1 SP:Iteration 28Q (6392.030000 sec): 3 clusters Score: Raw -208836.540770 + Penalty 3619.693068 = -205216.847702 nChanged 2 SP:Iteration 29Q (6392.040000 sec): 3 clusters Score: Raw -208838.637410 + Penalty 3619.693068 = -205218.944342 nChanged 2 SP:Iteration 30Q (6392.040000 sec): 3 clusters Score: Raw -208841.479009 + Penalty 3619.693068 = -205221.785941 nChanged 0 SP:Iteration 31F (6392.050000 sec): 3 clusters Score: Raw -208841.479009 + Penalty 3619.693068 = -205221.785941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 43 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.050000 sec): 2 clusters Score: Raw -51857.523408 + Penalty 1455.585634 = -50401.937774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.050000 sec): 3 clusters Score: Raw -51961.225323 + Penalty 2911.171269 = -49050.054054 nChanged 52 SP:Iteration 1F (6392.060000 sec): 3 clusters Score: Raw -52157.793899 + Penalty 2911.171269 = -49246.622630 nChanged 20 SP:Iteration 2F (6392.060000 sec): 3 clusters Score: Raw -52265.687746 + Penalty 2911.171269 = -49354.516477 nChanged 17 SP:Iteration 3Q (6392.060000 sec): 3 clusters Score: Raw -52445.527107 + Penalty 2911.171269 = -49534.355838 nChanged 13 SP:Iteration 4Q (6392.060000 sec): 3 clusters Score: Raw -52641.883146 + Penalty 2911.171269 = -49730.711877 nChanged 12 SP:Iteration 5Q (6392.060000 sec): 3 clusters Score: Raw -52738.930894 + Penalty 2911.171269 = -49827.759625 nChanged 10 SP:Iteration 6Q (6392.060000 sec): 3 clusters Score: Raw -52818.228290 + Penalty 2911.171269 = -49907.057021 nChanged 13 SP:Iteration 7Q (6392.070000 sec): 3 clusters Score: Raw -52971.210757 + Penalty 2911.171269 = -50060.039488 nChanged 8 SP:Iteration 8Q (6392.070000 sec): 3 clusters Score: Raw -53008.189143 + Penalty 2911.171269 = -50097.017874 nChanged 4 SP:Iteration 9Q (6392.070000 sec): 3 clusters Score: Raw -53033.821480 + Penalty 2911.171269 = -50122.650212 nChanged 2 SP:Iteration 10Q (6392.070000 sec): 3 clusters Score: Raw -53047.762635 + Penalty 2911.171269 = -50136.591366 nChanged 3 SP:Iteration 11Q (6392.070000 sec): 3 clusters Score: Raw -53063.889991 + Penalty 2911.171269 = -50152.718722 nChanged 5 SP:Iteration 12Q (6392.070000 sec): 3 clusters Score: Raw -53097.030552 + Penalty 2911.171269 = -50185.859284 nChanged 3 SP:Iteration 13Q (6392.070000 sec): 3 clusters Score: Raw -53117.031491 + Penalty 2911.171269 = -50205.860222 nChanged 3 SP:Iteration 14Q (6392.070000 sec): 3 clusters Score: Raw -53132.998967 + Penalty 2911.171269 = -50221.827698 nChanged 2 SP:Iteration 15Q (6392.070000 sec): 3 clusters Score: Raw -53145.673728 + Penalty 2911.171269 = -50234.502459 nChanged 2 SP:Iteration 16Q (6392.070000 sec): 3 clusters Score: Raw -53173.492183 + Penalty 2911.171269 = -50262.320914 nChanged 2 SP:Iteration 17Q (6392.080000 sec): 3 clusters Score: Raw -53186.104392 + Penalty 2911.171269 = -50274.933123 nChanged 0 SP:Iteration 18F (6392.080000 sec): 3 clusters Score: Raw -53188.978059 + Penalty 2911.171269 = -50277.806790 nChanged 2 SP:Iteration 19Q (6392.080000 sec): 3 clusters Score: Raw -53203.042408 + Penalty 2911.171269 = -50291.871139 nChanged 4 SP:Iteration 20F (6392.080000 sec): 3 clusters Score: Raw -53270.201678 + Penalty 2911.171269 = -50359.030409 nChanged 5 SP:Iteration 21Q (6392.080000 sec): 3 clusters Score: Raw -53384.381612 + Penalty 2911.171269 = -50473.210343 nChanged 5 SP:Iteration 22Q (6392.080000 sec): 3 clusters Score: Raw -53710.903786 + Penalty 2911.171269 = -50799.732517 nChanged 1 SP:Iteration 23Q (6392.090000 sec): 3 clusters Score: Raw -53744.817733 + Penalty 2911.171269 = -50833.646464 nChanged 0 SP:Iteration 24F (6392.090000 sec): 3 clusters Score: Raw -53744.817733 + Penalty 2911.171269 = -50833.646464 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 45 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.110000 sec): 2 clusters Score: Raw -592375.981415 + Penalty 2045.115579 = -590330.865836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.130000 sec): 3 clusters Score: Raw -590671.055478 + Penalty 4090.231158 = -586580.824320 nChanged 1360 SP:Iteration 1F (6392.140000 sec): 3 clusters Score: Raw -591505.078201 + Penalty 4090.231158 = -587414.847043 nChanged 287 SP:Iteration 2F (6392.160000 sec): 3 clusters Score: Raw -591703.391343 + Penalty 4090.231158 = -587613.160185 nChanged 191 SP:Iteration 3F (6392.170000 sec): 3 clusters Score: Raw -591844.674830 + Penalty 4090.231158 = -587754.443672 nChanged 136 SP:Iteration 4Q (6392.190000 sec): 3 clusters Score: Raw -591935.677393 + Penalty 4090.231158 = -587845.446235 nChanged 112 SP:Iteration 5Q (6392.210000 sec): 3 clusters Score: Raw -592008.030743 + Penalty 4090.231158 = -587917.799585 nChanged 96 SP:Iteration 6Q (6392.230000 sec): 3 clusters Score: Raw -592061.419725 + Penalty 4090.231158 = -587971.188567 nChanged 76 SP:Iteration 7Q (6392.240000 sec): 3 clusters Score: Raw -592105.257984 + Penalty 4090.231158 = -588015.026826 nChanged 88 SP:Iteration 8Q (6392.260000 sec): 3 clusters Score: Raw -592152.736169 + Penalty 4090.231158 = -588062.505011 nChanged 64 SP:Iteration 9Q (6392.270000 sec): 3 clusters Score: Raw -592185.349931 + Penalty 4090.231158 = -588095.118773 nChanged 61 SP:Iteration 10Q (6392.290000 sec): 3 clusters Score: Raw -592216.555299 + Penalty 4090.231158 = -588126.324141 nChanged 52 SP:Iteration 11Q (6392.310000 sec): 3 clusters Score: Raw -592245.463256 + Penalty 4090.231158 = -588155.232098 nChanged 67 SP:Iteration 12Q (6392.320000 sec): 3 clusters Score: Raw -592284.291774 + Penalty 4090.231158 = -588194.060616 nChanged 56 SP:Iteration 13Q (6392.340000 sec): 3 clusters Score: Raw -592320.234659 + Penalty 4090.231158 = -588230.003501 nChanged 65 SP:Iteration 14Q (6392.350000 sec): 3 clusters Score: Raw -592364.727130 + Penalty 4090.231158 = -588274.495972 nChanged 83 SP:Iteration 15Q (6392.370000 sec): 3 clusters Score: Raw -592415.258934 + Penalty 4090.231158 = -588325.027776 nChanged 85 SP:Iteration 16Q (6392.390000 sec): 3 clusters Score: Raw -592472.684005 + Penalty 4090.231158 = -588382.452847 nChanged 84 SP:Iteration 17Q (6392.400000 sec): 3 clusters Score: Raw -592535.296409 + Penalty 4090.231158 = -588445.065251 nChanged 91 SP:Iteration 18Q (6392.420000 sec): 3 clusters Score: Raw -592597.087746 + Penalty 4090.231158 = -588506.856588 nChanged 75 SP:Iteration 19Q (6392.430000 sec): 3 clusters Score: Raw -592652.164594 + Penalty 4090.231158 = -588561.933436 nChanged 80 SP:Iteration 20F (6392.450000 sec): 3 clusters Score: Raw -592706.053685 + Penalty 4090.231158 = -588615.822527 nChanged 72 SP:Iteration 21Q (6392.470000 sec): 3 clusters Score: Raw -592753.918125 + Penalty 4090.231158 = -588663.686967 nChanged 73 SP:Iteration 22Q (6392.480000 sec): 3 clusters Score: Raw -592801.182735 + Penalty 4090.231158 = -588710.951577 nChanged 69 SP:Iteration 23Q (6392.490000 sec): 3 clusters Score: Raw -592841.981619 + Penalty 4090.231158 = -588751.750461 nChanged 62 SP:Iteration 24Q (6392.510000 sec): 3 clusters Score: Raw -592884.668575 + Penalty 4090.231158 = -588794.437417 nChanged 68 SP:Iteration 25Q (6392.530000 sec): 3 clusters Score: Raw -592927.107127 + Penalty 4090.231158 = -588836.875969 nChanged 60 SP:Iteration 26Q (6392.540000 sec): 3 clusters Score: Raw -592966.212309 + Penalty 4090.231158 = -588875.981151 nChanged 52 SP:Iteration 27Q (6392.550000 sec): 3 clusters Score: Raw -592997.652730 + Penalty 4090.231158 = -588907.421572 nChanged 42 SP:Iteration 28Q (6392.570000 sec): 3 clusters Score: Raw -593019.880151 + Penalty 4090.231158 = -588929.648993 nChanged 29 SP:Iteration 29Q (6392.590000 sec): 3 clusters Score: Raw -593032.392236 + Penalty 4090.231158 = -588942.161078 nChanged 24 SP:Iteration 30Q (6392.600000 sec): 3 clusters Score: Raw -593044.221882 + Penalty 4090.231158 = -588953.990724 nChanged 18 SP:Iteration 31Q (6392.620000 sec): 3 clusters Score: Raw -593051.279993 + Penalty 4090.231158 = -588961.048835 nChanged 10 SP:Iteration 32Q (6392.630000 sec): 3 clusters Score: Raw -593056.100825 + Penalty 4090.231158 = -588965.869667 nChanged 10 SP:Iteration 33Q (6392.650000 sec): 3 clusters Score: Raw -593062.063518 + Penalty 4090.231158 = -588971.832361 nChanged 8 SP:Iteration 34Q (6392.660000 sec): 3 clusters Score: Raw -593064.563274 + Penalty 4090.231158 = -588974.332116 nChanged 8 SP:Iteration 35Q (6392.680000 sec): 3 clusters Score: Raw -593067.321147 + Penalty 4090.231158 = -588977.089989 nChanged 9 SP:Iteration 36Q (6392.690000 sec): 3 clusters Score: Raw -593071.137846 + Penalty 4090.231158 = -588980.906688 nChanged 6 SP:Iteration 37Q (6392.710000 sec): 3 clusters Score: Raw -593073.254904 + Penalty 4090.231158 = -588983.023746 nChanged 4 SP:Iteration 38Q (6392.720000 sec): 3 clusters Score: Raw -593074.355267 + Penalty 4090.231158 = -588984.124109 nChanged 2 SP:Iteration 39Q (6392.740000 sec): 3 clusters Score: Raw -593074.900011 + Penalty 4090.231158 = -588984.668853 nChanged 0 SP:Iteration 40F (6392.750000 sec): 3 clusters Score: Raw -593074.900011 + Penalty 4090.231158 = -588984.668853 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 46 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.760000 sec): 2 clusters Score: Raw -32441.671835 + Penalty 1326.082668 = -31115.589168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.760000 sec): 3 clusters Score: Raw -32596.001618 + Penalty 2652.165335 = -29943.836282 nChanged 14 SP:Iteration 1F (6392.760000 sec): 3 clusters Score: Raw -32653.521425 + Penalty 2652.165335 = -30001.356090 nChanged 4 SP:Iteration 2Q (6392.760000 sec): 3 clusters Score: Raw -32667.667609 + Penalty 2652.165335 = -30015.502274 nChanged 0 SP:Iteration 3F (6392.760000 sec): 3 clusters Score: Raw -32667.667609 + Penalty 2652.165335 = -30015.502274 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 47 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.770000 sec): 2 clusters Score: Raw -54053.813402 + Penalty 1484.016198 = -52569.797204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.770000 sec): 3 clusters Score: Raw -54119.670661 + Penalty 2968.032395 = -51151.638266 nChanged 47 SP:Iteration 1F (6392.770000 sec): 3 clusters Score: Raw -54278.290347 + Penalty 2968.032395 = -51310.257952 nChanged 21 SP:Iteration 2F (6392.770000 sec): 3 clusters Score: Raw -54359.443517 + Penalty 2968.032395 = -51391.411122 nChanged 17 SP:Iteration 3Q (6392.770000 sec): 3 clusters Score: Raw -54442.914075 + Penalty 2968.032395 = -51474.881680 nChanged 10 SP:Iteration 4Q (6392.770000 sec): 3 clusters Score: Raw -54490.361043 + Penalty 2968.032395 = -51522.328648 nChanged 6 SP:Iteration 5Q (6392.770000 sec): 3 clusters Score: Raw -54506.489052 + Penalty 2968.032395 = -51538.456656 nChanged 4 SP:Iteration 6Q (6392.780000 sec): 3 clusters Score: Raw -54528.623618 + Penalty 2968.032395 = -51560.591223 nChanged 3 SP:Iteration 7Q (6392.780000 sec): 3 clusters Score: Raw -54552.613094 + Penalty 2968.032395 = -51584.580699 nChanged 8 SP:Iteration 8Q (6392.780000 sec): 3 clusters Score: Raw -54634.126822 + Penalty 2968.032395 = -51666.094427 nChanged 6 SP:Iteration 9Q (6392.780000 sec): 3 clusters Score: Raw -54667.332690 + Penalty 2968.032395 = -51699.300295 nChanged 6 SP:Iteration 10Q (6392.780000 sec): 3 clusters Score: Raw -54691.120070 + Penalty 2968.032395 = -51723.087675 nChanged 5 SP:Iteration 11Q (6392.790000 sec): 3 clusters Score: Raw -54705.404623 + Penalty 2968.032395 = -51737.372228 nChanged 9 SP:Iteration 12Q (6392.790000 sec): 3 clusters Score: Raw -54755.061969 + Penalty 2968.032395 = -51787.029574 nChanged 10 SP:Iteration 13Q (6392.790000 sec): 3 clusters Score: Raw -54802.063228 + Penalty 2968.032395 = -51834.030832 nChanged 7 SP:Iteration 14Q (6392.790000 sec): 3 clusters Score: Raw -54868.790024 + Penalty 2968.032395 = -51900.757628 nChanged 14 SP:Iteration 15Q (6392.790000 sec): 3 clusters Score: Raw -54983.059529 + Penalty 2968.032395 = -52015.027134 nChanged 14 SP:Iteration 16Q (6392.790000 sec): 3 clusters Score: Raw -55107.429402 + Penalty 2968.032395 = -52139.397007 nChanged 13 SP:Iteration 17Q (6392.790000 sec): 3 clusters Score: Raw -55231.492177 + Penalty 2968.032395 = -52263.459782 nChanged 11 SP:Iteration 18Q (6392.790000 sec): 3 clusters Score: Raw -55307.588817 + Penalty 2968.032395 = -52339.556421 nChanged 3 SP:Iteration 19Q (6392.790000 sec): 3 clusters Score: Raw -55337.859220 + Penalty 2968.032395 = -52369.826825 nChanged 5 SP:Iteration 20F (6392.800000 sec): 3 clusters Score: Raw -55391.498567 + Penalty 2968.032395 = -52423.466172 nChanged 4 SP:Iteration 21Q (6392.800000 sec): 3 clusters Score: Raw -55433.115157 + Penalty 2968.032395 = -52465.082762 nChanged 5 SP:Iteration 22Q (6392.800000 sec): 3 clusters Score: Raw -55472.875395 + Penalty 2968.032395 = -52504.842999 nChanged 2 SP:Iteration 23Q (6392.800000 sec): 3 clusters Score: Raw -55486.110784 + Penalty 2968.032395 = -52518.078389 nChanged 2 SP:Iteration 24Q (6392.800000 sec): 3 clusters Score: Raw -55525.595947 + Penalty 2968.032395 = -52557.563552 nChanged 3 SP:Iteration 25Q (6392.810000 sec): 3 clusters Score: Raw -55599.957281 + Penalty 2968.032395 = -52631.924886 nChanged 4 SP:Iteration 26Q (6392.810000 sec): 3 clusters Score: Raw -56202.474224 + Penalty 2968.032395 = -53234.441829 nChanged 6 SP:Iteration 27Q (6392.810000 sec): 3 clusters Score: Raw -56241.451482 + Penalty 2968.032395 = -53273.419087 nChanged 1 SP:Iteration 28Q (6392.810000 sec): 3 clusters Score: Raw -56247.897308 + Penalty 2968.032395 = -53279.864913 nChanged 1 SP:Iteration 29Q (6392.810000 sec): 3 clusters Score: Raw -56251.661048 + Penalty 2968.032395 = -53283.628653 nChanged 1 SP:Iteration 30Q (6392.810000 sec): 3 clusters Score: Raw -56254.784915 + Penalty 2968.032395 = -53286.752520 nChanged 0 SP:Iteration 31F (6392.810000 sec): 3 clusters Score: Raw -56254.784915 + Penalty 2968.032395 = -53286.752520 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 48 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.820000 sec): 2 clusters Score: Raw -75097.943326 + Penalty 1562.139413 = -73535.803913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.830000 sec): 3 clusters Score: Raw -75077.542245 + Penalty 3124.278826 = -71953.263419 nChanged 94 SP:Iteration 1F (6392.830000 sec): 3 clusters Score: Raw -75244.771628 + Penalty 3124.278826 = -72120.492801 nChanged 20 SP:Iteration 2Q (6392.830000 sec): 3 clusters Score: Raw -75277.896372 + Penalty 3124.278826 = -72153.617545 nChanged 7 SP:Iteration 3Q (6392.830000 sec): 3 clusters Score: Raw -75290.518790 + Penalty 3124.278826 = -72166.239964 nChanged 2 SP:Iteration 4Q (6392.830000 sec): 3 clusters Score: Raw -75294.763179 + Penalty 3124.278826 = -72170.484352 nChanged 2 SP:Iteration 5Q (6392.830000 sec): 3 clusters Score: Raw -75297.824726 + Penalty 3124.278826 = -72173.545900 nChanged 2 SP:Iteration 6Q (6392.840000 sec): 3 clusters Score: Raw -75300.390107 + Penalty 3124.278826 = -72176.111280 nChanged 0 SP:Iteration 7F (6392.840000 sec): 3 clusters Score: Raw -75300.390107 + Penalty 3124.278826 = -72176.111280 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 49 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.850000 sec): 2 clusters Score: Raw -74459.760751 + Penalty 1549.034478 = -72910.726273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.850000 sec): 3 clusters Score: Raw -74444.203309 + Penalty 3098.068956 = -71346.134354 nChanged 93 SP:Iteration 1F (6392.850000 sec): 3 clusters Score: Raw -74623.688104 + Penalty 3098.068956 = -71525.619148 nChanged 20 SP:Iteration 2Q (6392.850000 sec): 3 clusters Score: Raw -74678.299693 + Penalty 3098.068956 = -71580.230738 nChanged 6 SP:Iteration 3Q (6392.850000 sec): 3 clusters Score: Raw -74692.274251 + Penalty 3098.068956 = -71594.205295 nChanged 3 SP:Iteration 4Q (6392.850000 sec): 3 clusters Score: Raw -74698.420586 + Penalty 3098.068956 = -71600.351631 nChanged 2 SP:Iteration 5Q (6392.860000 sec): 3 clusters Score: Raw -74700.616207 + Penalty 3098.068956 = -71602.547251 nChanged 0 SP:Iteration 6F (6392.860000 sec): 3 clusters Score: Raw -74700.616207 + Penalty 3098.068956 = -71602.547251 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.860000 sec): 2 clusters Score: Raw -22482.325357 + Penalty 1261.723891 = -21220.601466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.860000 sec): 3 clusters Score: Raw -22692.496064 + Penalty 2523.447782 = -20169.048282 nChanged 7 SP:Iteration 1Q (6392.860000 sec): 3 clusters Score: Raw -22737.695636 + Penalty 2523.447782 = -20214.247854 nChanged 3 SP:Iteration 2Q (6392.870000 sec): 3 clusters Score: Raw -22773.591367 + Penalty 2523.447782 = -20250.143585 nChanged 0 SP:Iteration 3F (6392.870000 sec): 3 clusters Score: Raw -22773.591367 + Penalty 2523.447782 = -20250.143585 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 51 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.870000 sec): 2 clusters Score: Raw -61149.374970 + Penalty 1520.004452 = -59629.370518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.870000 sec): 3 clusters Score: Raw -61304.517408 + Penalty 3040.008904 = -58264.508504 nChanged 89 SP:Iteration 1F (6392.870000 sec): 3 clusters Score: Raw -61667.577579 + Penalty 3040.008904 = -58627.568674 nChanged 33 SP:Iteration 2F (6392.870000 sec): 3 clusters Score: Raw -61886.204457 + Penalty 3040.008904 = -58846.195553 nChanged 26 SP:Iteration 3F (6392.880000 sec): 3 clusters Score: Raw -61998.226059 + Penalty 3040.008904 = -58958.217155 nChanged 24 SP:Iteration 4F (6392.880000 sec): 3 clusters Score: Raw -62112.572044 + Penalty 3040.008904 = -59072.563140 nChanged 10 SP:Iteration 5Q (6392.880000 sec): 3 clusters Score: Raw -62167.548087 + Penalty 3040.008904 = -59127.539183 nChanged 9 SP:Iteration 6Q (6392.880000 sec): 3 clusters Score: Raw -62208.106939 + Penalty 3040.008904 = -59168.098035 nChanged 8 SP:Iteration 7Q (6392.880000 sec): 3 clusters Score: Raw -62247.490728 + Penalty 3040.008904 = -59207.481824 nChanged 6 SP:Iteration 8Q (6392.890000 sec): 3 clusters Score: Raw -62280.874774 + Penalty 3040.008904 = -59240.865870 nChanged 3 SP:Iteration 9Q (6392.890000 sec): 3 clusters Score: Raw -62296.725554 + Penalty 3040.008904 = -59256.716650 nChanged 1 SP:Iteration 10Q (6392.890000 sec): 3 clusters Score: Raw -62302.394019 + Penalty 3040.008904 = -59262.385115 nChanged 2 SP:Iteration 11Q (6392.890000 sec): 3 clusters Score: Raw -62319.105179 + Penalty 3040.008904 = -59279.096275 nChanged 0 SP:Iteration 12F (6392.890000 sec): 3 clusters Score: Raw -62319.105179 + Penalty 3040.008904 = -59279.096275 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 52 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.890000 sec): 2 clusters Score: Raw -63272.718185 + Penalty 1544.181094 = -61728.537091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.900000 sec): 3 clusters Score: Raw -63383.200403 + Penalty 3088.362188 = -60294.838215 nChanged 134 SP:Iteration 1F (6392.900000 sec): 3 clusters Score: Raw -63838.688342 + Penalty 3088.362188 = -60750.326154 nChanged 57 SP:Iteration 2F (6392.900000 sec): 3 clusters Score: Raw -64101.983034 + Penalty 3088.362188 = -61013.620846 nChanged 32 SP:Iteration 3F (6392.910000 sec): 3 clusters Score: Raw -64280.959835 + Penalty 3088.362188 = -61192.597647 nChanged 20 SP:Iteration 4Q (6392.910000 sec): 3 clusters Score: Raw -64374.873968 + Penalty 3088.362188 = -61286.511780 nChanged 6 SP:Iteration 5Q (6392.910000 sec): 3 clusters Score: Raw -64455.762906 + Penalty 3088.362188 = -61367.400718 nChanged 6 SP:Iteration 6Q (6392.910000 sec): 3 clusters Score: Raw -64478.928995 + Penalty 3088.362188 = -61390.566807 nChanged 4 SP:Iteration 7Q (6392.910000 sec): 3 clusters Score: Raw -64492.027054 + Penalty 3088.362188 = -61403.664866 nChanged 3 SP:Iteration 8Q (6392.910000 sec): 3 clusters Score: Raw -64499.720406 + Penalty 3088.362188 = -61411.358218 nChanged 2 SP:Iteration 9Q (6392.910000 sec): 3 clusters Score: Raw -64510.431751 + Penalty 3088.362188 = -61422.069563 nChanged 1 SP:Iteration 10Q (6392.920000 sec): 3 clusters Score: Raw -64512.476044 + Penalty 3088.362188 = -61424.113856 nChanged 1 SP:Iteration 11Q (6392.920000 sec): 3 clusters Score: Raw -64516.213344 + Penalty 3088.362188 = -61427.851156 nChanged 2 SP:Iteration 12Q (6392.920000 sec): 3 clusters Score: Raw -64523.990295 + Penalty 3088.362188 = -61435.628107 nChanged 0 SP:Iteration 13F (6392.920000 sec): 3 clusters Score: Raw -64523.990295 + Penalty 3088.362188 = -61435.628107 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 53 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.930000 sec): 2 clusters Score: Raw -36971.631812 + Penalty 1390.238912 = -35581.392899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.930000 sec): 3 clusters Score: Raw -37144.050347 + Penalty 2780.477825 = -34363.572523 nChanged 34 SP:Iteration 1F (6392.930000 sec): 3 clusters Score: Raw -37271.602448 + Penalty 2780.477825 = -34491.124623 nChanged 12 SP:Iteration 2Q (6392.930000 sec): 3 clusters Score: Raw -37316.934858 + Penalty 2780.477825 = -34536.457033 nChanged 5 SP:Iteration 3Q (6392.930000 sec): 3 clusters Score: Raw -37335.150288 + Penalty 2780.477825 = -34554.672463 nChanged 4 SP:Iteration 4Q (6392.930000 sec): 3 clusters Score: Raw -37348.729897 + Penalty 2780.477825 = -34568.252073 nChanged 4 SP:Iteration 5Q (6392.930000 sec): 3 clusters Score: Raw -37383.449033 + Penalty 2780.477825 = -34602.971208 nChanged 1 SP:Iteration 6Q (6392.930000 sec): 3 clusters Score: Raw -37390.003906 + Penalty 2780.477825 = -34609.526081 nChanged 0 SP:Iteration 7F (6392.930000 sec): 3 clusters Score: Raw -37390.003906 + Penalty 2780.477825 = -34609.526081 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 54 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.940000 sec): 2 clusters Score: Raw -57388.613430 + Penalty 1501.500958 = -55887.112472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.940000 sec): 3 clusters Score: Raw -57530.497460 + Penalty 3003.001916 = -54527.495544 nChanged 77 SP:Iteration 1F (6392.940000 sec): 3 clusters Score: Raw -57735.576450 + Penalty 3003.001916 = -54732.574535 nChanged 23 SP:Iteration 2F (6392.950000 sec): 3 clusters Score: Raw -57825.813332 + Penalty 3003.001916 = -54822.811416 nChanged 15 SP:Iteration 3Q (6392.950000 sec): 3 clusters Score: Raw -57884.627823 + Penalty 3003.001916 = -54881.625907 nChanged 16 SP:Iteration 4Q (6392.950000 sec): 3 clusters Score: Raw -57956.459193 + Penalty 3003.001916 = -54953.457277 nChanged 15 SP:Iteration 5Q (6392.950000 sec): 3 clusters Score: Raw -58058.904593 + Penalty 3003.001916 = -55055.902677 nChanged 14 SP:Iteration 6Q (6392.950000 sec): 3 clusters Score: Raw -58151.095317 + Penalty 3003.001916 = -55148.093401 nChanged 18 SP:Iteration 7Q (6392.950000 sec): 3 clusters Score: Raw -58292.962356 + Penalty 3003.001916 = -55289.960441 nChanged 13 SP:Iteration 8Q (6392.950000 sec): 3 clusters Score: Raw -58342.116933 + Penalty 3003.001916 = -55339.115017 nChanged 5 SP:Iteration 9Q (6392.960000 sec): 3 clusters Score: Raw -58368.831506 + Penalty 3003.001916 = -55365.829590 nChanged 2 SP:Iteration 10Q (6392.960000 sec): 3 clusters Score: Raw -58388.605705 + Penalty 3003.001916 = -55385.603790 nChanged 5 SP:Iteration 11Q (6392.960000 sec): 3 clusters Score: Raw -58423.747665 + Penalty 3003.001916 = -55420.745750 nChanged 5 SP:Iteration 12Q (6392.960000 sec): 3 clusters Score: Raw -58455.450319 + Penalty 3003.001916 = -55452.448404 nChanged 1 SP:Iteration 13Q (6392.960000 sec): 3 clusters Score: Raw -58464.429983 + Penalty 3003.001916 = -55461.428067 nChanged 5 SP:Iteration 14Q (6392.960000 sec): 3 clusters Score: Raw -58488.931234 + Penalty 3003.001916 = -55485.929319 nChanged 0 SP:Iteration 15F (6392.970000 sec): 3 clusters Score: Raw -58489.048708 + Penalty 3003.001916 = -55486.046792 nChanged 1 SP:Iteration 16Q (6392.970000 sec): 3 clusters Score: Raw -58493.174883 + Penalty 3003.001916 = -55490.172967 nChanged 0 SP:Iteration 17F (6392.970000 sec): 3 clusters Score: Raw -58493.174883 + Penalty 3003.001916 = -55490.172967 nChanged 0 Deleting Class 43 (124 points): Lose 3181.520272 but Gain 3309.445538 Iteration 171F (6445.440000 sec): 55 clusters Score: Raw -95011761.472151 + Penalty 178710.059055 = -94833051.413096 nChanged 123 Deleting Class 39 (104 points): Lose 3033.466794 but Gain 3309.445538 Iteration 172F (6496.980000 sec): 54 clusters Score: Raw -95010556.400722 + Penalty 175400.613517 = -94835155.787205 nChanged 140 Iteration 173Q (6505.770000 sec): 54 clusters Score: Raw -95013052.414629 + Penalty 175400.613517 = -94837651.801112 nChanged 38 Iteration 174Q (6514.560000 sec): 54 clusters Score: Raw -95013294.555390 + Penalty 175400.613517 = -94837893.941873 nChanged 20 Iteration 175Q (6523.370000 sec): 54 clusters Score: Raw -95013362.147088 + Penalty 175400.613517 = -94837961.533571 nChanged 11 Iteration 176Q (6532.000000 sec): 54 clusters Score: Raw -95013373.675822 + Penalty 175400.613517 = -94837973.062305 nChanged 10 Iteration 177Q (6540.460000 sec): 54 clusters Score: Raw -95013388.444277 + Penalty 175400.613517 = -94837987.830760 nChanged 10 Iteration 178Q (6548.910000 sec): 54 clusters Score: Raw -95013395.807289 + Penalty 175400.613517 = -94837995.193772 nChanged 7 Writing temp clu file Because OldScore, -94837987.830760, is greater than current (better) Score,-94837995.193772 Compute initial score before splitting: Score: Raw -95013395.807289 + Penalty 175400.613517 = -94837995.193772 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6549.050000 sec): 2 clusters Score: Raw -74734.907704 + Penalty 1552.849938 = -73182.057766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6549.050000 sec): 3 clusters Score: Raw -74747.375532 + Penalty 3105.699875 = -71641.675657 nChanged 91 SP:Iteration 1F (6549.050000 sec): 3 clusters Score: Raw -74929.129065 + Penalty 3105.699875 = -71823.429190 nChanged 31 SP:Iteration 2F (6549.060000 sec): 3 clusters Score: Raw -74995.570589 + Penalty 3105.699875 = -71889.870714 nChanged 14 SP:Iteration 3Q (6549.060000 sec): 3 clusters Score: Raw -75039.297902 + Penalty 3105.699875 = -71933.598026 nChanged 12 SP:Iteration 4Q (6549.060000 sec): 3 clusters Score: Raw -75089.510080 + Penalty 3105.699875 = -71983.810204 nChanged 9 SP:Iteration 5Q (6549.060000 sec): 3 clusters Score: Raw -75117.295441 + Penalty 3105.699875 = -72011.595566 nChanged 6 SP:Iteration 6Q (6549.060000 sec): 3 clusters Score: Raw -75132.457367 + Penalty 3105.699875 = -72026.757492 nChanged 4 SP:Iteration 7Q (6549.060000 sec): 3 clusters Score: Raw -75148.637046 + Penalty 3105.699875 = -72042.937170 nChanged 1 SP:Iteration 8Q (6549.070000 sec): 3 clusters Score: Raw -75149.756907 + Penalty 3105.699875 = -72044.057032 nChanged 0 SP:Iteration 9F (6549.070000 sec): 3 clusters Score: Raw -75149.756907 + Penalty 3105.699875 = -72044.057032 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6549.620000 sec): 2 clusters Score: Raw -20641233.492997 + Penalty 2924.748618 = -20638308.744379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6550.200000 sec): 3 clusters Score: Raw -20555501.678211 + Penalty 5849.497236 = -20549652.180975 nChanged 63047 SP:Iteration 1F (6550.770000 sec): 3 clusters Score: Raw -20591872.881517 + Penalty 5849.497236 = -20586023.384281 nChanged 3936 SP:Iteration 2Q (6551.390000 sec): 3 clusters Score: Raw -20592703.637918 + Penalty 5849.497236 = -20586854.140683 nChanged 3933 SP:Iteration 3Q (6552.000000 sec): 3 clusters Score: Raw -20593590.811549 + Penalty 5849.497236 = -20587741.314313 nChanged 4078 SP:Iteration 4Q (6552.590000 sec): 3 clusters Score: Raw -20594583.522265 + Penalty 5849.497236 = -20588734.025029 nChanged 4313 SP:Iteration 5Q (6553.190000 sec): 3 clusters Score: Raw -20595765.176099 + Penalty 5849.497236 = -20589915.678863 nChanged 4635 SP:Iteration 6Q (6553.780000 sec): 3 clusters Score: Raw -20597202.466895 + Penalty 5849.497236 = -20591352.969659 nChanged 5038 SP:Iteration 7Q (6554.380000 sec): 3 clusters Score: Raw -20598986.165670 + Penalty 5849.497236 = -20593136.668434 nChanged 5576 SP:Iteration 8Q (6554.970000 sec): 3 clusters Score: Raw -20601322.435492 + Penalty 5849.497236 = -20595472.938256 nChanged 6252 SP:Iteration 9Q (6555.570000 sec): 3 clusters Score: Raw -20604427.470891 + Penalty 5849.497236 = -20598577.973655 nChanged 6789 SP:Iteration 10F (6556.140000 sec): 3 clusters Score: Raw -20608287.305782 + Penalty 5849.497236 = -20602437.808546 nChanged 6974 SP:Iteration 11F (6556.720000 sec): 3 clusters Score: Raw -20612576.898492 + Penalty 5849.497236 = -20606727.401256 nChanged 6583 SP:Iteration 12Q (6557.310000 sec): 3 clusters Score: Raw -20616572.770417 + Penalty 5849.497236 = -20610723.273181 nChanged 5483 SP:Iteration 13Q (6557.900000 sec): 3 clusters Score: Raw -20619287.073633 + Penalty 5849.497236 = -20613437.576397 nChanged 3965 SP:Iteration 14Q (6558.500000 sec): 3 clusters Score: Raw -20620827.451058 + Penalty 5849.497236 = -20614977.953822 nChanged 2856 SP:Iteration 15Q (6559.090000 sec): 3 clusters Score: Raw -20621745.011195 + Penalty 5849.497236 = -20615895.513959 nChanged 2268 SP:Iteration 16Q (6559.680000 sec): 3 clusters Score: Raw -20622432.142378 + Penalty 5849.497236 = -20616582.645142 nChanged 2135 SP:Iteration 17Q (6560.250000 sec): 3 clusters Score: Raw -20623056.311267 + Penalty 5849.497236 = -20617206.814031 nChanged 2039 SP:Iteration 18Q (6560.820000 sec): 3 clusters Score: Raw -20623663.068750 + Penalty 5849.497236 = -20617813.571514 nChanged 2071 SP:Iteration 19Q (6561.380000 sec): 3 clusters Score: Raw -20624294.110775 + Penalty 5849.497236 = -20618444.613539 nChanged 2069 SP:Iteration 20F (6561.960000 sec): 3 clusters Score: Raw -20624950.599176 + Penalty 5849.497236 = -20619101.101940 nChanged 2099 SP:Iteration 21Q (6562.490000 sec): 3 clusters Score: Raw -20625639.889188 + Penalty 5849.497236 = -20619790.391952 nChanged 2221 SP:Iteration 22Q (6563.020000 sec): 3 clusters Score: Raw -20626436.532100 + Penalty 5849.497236 = -20620587.034864 nChanged 2375 SP:Iteration 23Q (6563.540000 sec): 3 clusters Score: Raw -20627357.807185 + Penalty 5849.497236 = -20621508.309949 nChanged 2424 SP:Iteration 24Q (6564.050000 sec): 3 clusters Score: Raw -20628377.222438 + Penalty 5849.497236 = -20622527.725202 nChanged 2543 SP:Iteration 25Q (6564.550000 sec): 3 clusters Score: Raw -20629522.133795 + Penalty 5849.497236 = -20623672.636559 nChanged 2523 SP:Iteration 26Q (6565.040000 sec): 3 clusters Score: Raw -20630775.126235 + Penalty 5849.497236 = -20624925.628999 nChanged 2556 SP:Iteration 27Q (6565.530000 sec): 3 clusters Score: Raw -20632107.753755 + Penalty 5849.497236 = -20626258.256519 nChanged 2442 SP:Iteration 28Q (6566.020000 sec): 3 clusters Score: Raw -20633466.637241 + Penalty 5849.497236 = -20627617.140005 nChanged 2348 SP:Iteration 29Q (6566.480000 sec): 3 clusters Score: Raw -20634818.745648 + Penalty 5849.497236 = -20628969.248413 nChanged 2086 SP:Iteration 30Q (6566.950000 sec): 3 clusters Score: Raw -20636063.525435 + Penalty 5849.497236 = -20630214.028199 nChanged 1927 SP:Iteration 31Q (6567.420000 sec): 3 clusters Score: Raw -20637216.143180 + Penalty 5849.497236 = -20631366.645944 nChanged 1642 SP:Iteration 32Q (6567.870000 sec): 3 clusters Score: Raw -20638203.552589 + Penalty 5849.497236 = -20632354.055353 nChanged 1380 SP:Iteration 33Q (6568.320000 sec): 3 clusters Score: Raw -20639015.115036 + Penalty 5849.497236 = -20633165.617800 nChanged 1092 SP:Iteration 34Q (6568.750000 sec): 3 clusters Score: Raw -20639631.110094 + Penalty 5849.497236 = -20633781.612858 nChanged 878 SP:Iteration 35Q (6569.180000 sec): 3 clusters Score: Raw -20640139.947543 + Penalty 5849.497236 = -20634290.450307 nChanged 715 SP:Iteration 36Q (6569.600000 sec): 3 clusters Score: Raw -20640546.511619 + Penalty 5849.497236 = -20634697.014383 nChanged 512 SP:Iteration 37Q (6570.020000 sec): 3 clusters Score: Raw -20640838.188120 + Penalty 5849.497236 = -20634988.690885 nChanged 359 SP:Iteration 38Q (6570.440000 sec): 3 clusters Score: Raw -20641043.700292 + Penalty 5849.497236 = -20635194.203056 nChanged 257 SP:Iteration 39Q (6570.850000 sec): 3 clusters Score: Raw -20641185.172460 + Penalty 5849.497236 = -20635335.675224 nChanged 175 SP:Iteration 40F (6571.410000 sec): 3 clusters Score: Raw -20641295.847517 + Penalty 5849.497236 = -20635446.350281 nChanged 154 SP:Iteration 41Q (6571.830000 sec): 3 clusters Score: Raw -20641385.135910 + Penalty 5849.497236 = -20635535.638674 nChanged 112 SP:Iteration 42Q (6572.240000 sec): 3 clusters Score: Raw -20641443.460064 + Penalty 5849.497236 = -20635593.962828 nChanged 77 SP:Iteration 43Q (6572.650000 sec): 3 clusters Score: Raw -20641487.410041 + Penalty 5849.497236 = -20635637.912805 nChanged 59 SP:Iteration 44Q (6573.060000 sec): 3 clusters Score: Raw -20641521.063092 + Penalty 5849.497236 = -20635671.565856 nChanged 35 SP:Iteration 45Q (6573.470000 sec): 3 clusters Score: Raw -20641542.092815 + Penalty 5849.497236 = -20635692.595579 nChanged 32 SP:Iteration 46Q (6573.890000 sec): 3 clusters Score: Raw -20641563.053812 + Penalty 5849.497236 = -20635713.556576 nChanged 34 SP:Iteration 47Q (6574.300000 sec): 3 clusters Score: Raw -20641584.883515 + Penalty 5849.497236 = -20635735.386279 nChanged 27 SP:Iteration 48Q (6574.710000 sec): 3 clusters Score: Raw -20641600.564961 + Penalty 5849.497236 = -20635751.067725 nChanged 22 SP:Iteration 49Q (6575.110000 sec): 3 clusters Score: Raw -20641610.705914 + Penalty 5849.497236 = -20635761.208678 nChanged 19 SP:Iteration 50Q (6575.530000 sec): 3 clusters Score: Raw -20641621.059763 + Penalty 5849.497236 = -20635771.562527 nChanged 15 SP:Iteration 51Q (6575.950000 sec): 3 clusters Score: Raw -20641630.498072 + Penalty 5849.497236 = -20635781.000836 nChanged 12 SP:Iteration 52Q (6576.370000 sec): 3 clusters Score: Raw -20641635.876714 + Penalty 5849.497236 = -20635786.379478 nChanged 15 SP:Iteration 53Q (6576.790000 sec): 3 clusters Score: Raw -20641645.401828 + Penalty 5849.497236 = -20635795.904592 nChanged 11 SP:Iteration 54Q (6577.200000 sec): 3 clusters Score: Raw -20641651.888356 + Penalty 5849.497236 = -20635802.391120 nChanged 17 SP:Iteration 55Q (6577.610000 sec): 3 clusters Score: Raw -20641661.480392 + Penalty 5849.497236 = -20635811.983156 nChanged 15 SP:Iteration 56Q (6578.020000 sec): 3 clusters Score: Raw -20641669.998443 + Penalty 5849.497236 = -20635820.501207 nChanged 16 SP:Iteration 57Q (6578.430000 sec): 3 clusters Score: Raw -20641681.043853 + Penalty 5849.497236 = -20635831.546617 nChanged 13 SP:Iteration 58Q (6578.840000 sec): 3 clusters Score: Raw -20641689.524649 + Penalty 5849.497236 = -20635840.027413 nChanged 14 SP:Iteration 59Q (6579.250000 sec): 3 clusters Score: Raw -20641698.529457 + Penalty 5849.497236 = -20635849.032221 nChanged 10 SP:Iteration 60F (6579.810000 sec): 3 clusters Score: Raw -20641704.729920 + Penalty 5849.497236 = -20635855.232684 nChanged 7 SP:Iteration 61Q (6580.220000 sec): 3 clusters Score: Raw -20641708.423787 + Penalty 5849.497236 = -20635858.926551 nChanged 4 SP:Iteration 62Q (6580.630000 sec): 3 clusters Score: Raw -20641711.035147 + Penalty 5849.497236 = -20635861.537911 nChanged 5 SP:Iteration 63Q (6581.040000 sec): 3 clusters Score: Raw -20641713.405554 + Penalty 5849.497236 = -20635863.908318 nChanged 5 SP:Iteration 64Q (6581.450000 sec): 3 clusters Score: Raw -20641716.015772 + Penalty 5849.497236 = -20635866.518536 nChanged 3 SP:Iteration 65Q (6581.860000 sec): 3 clusters Score: Raw -20641717.643603 + Penalty 5849.497236 = -20635868.146368 nChanged 4 SP:Iteration 66Q (6582.270000 sec): 3 clusters Score: Raw -20641720.616239 + Penalty 5849.497236 = -20635871.119003 nChanged 4 SP:Iteration 67Q (6582.680000 sec): 3 clusters Score: Raw -20641722.452079 + Penalty 5849.497236 = -20635872.954843 nChanged 2 SP:Iteration 68Q (6583.090000 sec): 3 clusters Score: Raw -20641723.499117 + Penalty 5849.497236 = -20635874.001881 nChanged 1 SP:Iteration 69Q (6583.500000 sec): 3 clusters Score: Raw -20641724.024902 + Penalty 5849.497236 = -20635874.527666 nChanged 1 SP:Iteration 70Q (6583.920000 sec): 3 clusters Score: Raw -20641724.259939 + Penalty 5849.497236 = -20635874.762703 nChanged 0 SP:Iteration 71F (6584.510000 sec): 3 clusters Score: Raw -20641724.259939 + Penalty 5849.497236 = -20635874.762703 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6584.580000 sec): 2 clusters Score: Raw -57757.475505 + Penalty 1471.196806 = -56286.278699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6584.580000 sec): 3 clusters Score: Raw -57829.806182 + Penalty 2942.393613 = -54887.412569 nChanged 57 SP:Iteration 1F (6584.580000 sec): 3 clusters Score: Raw -57961.988148 + Penalty 2942.393613 = -55019.594535 nChanged 10 SP:Iteration 2Q (6584.580000 sec): 3 clusters Score: Raw -57991.594868 + Penalty 2942.393613 = -55049.201255 nChanged 5 SP:Iteration 3Q (6584.590000 sec): 3 clusters Score: Raw -58008.914526 + Penalty 2942.393613 = -55066.520913 nChanged 3 SP:Iteration 4Q (6584.590000 sec): 3 clusters Score: Raw -58017.499194 + Penalty 2942.393613 = -55075.105581 nChanged 1 SP:Iteration 5Q (6584.590000 sec): 3 clusters Score: Raw -58020.037994 + Penalty 2942.393613 = -55077.644381 nChanged 0 SP:Iteration 6F (6584.590000 sec): 3 clusters Score: Raw -58020.037994 + Penalty 2942.393613 = -55077.644381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6584.590000 sec): 2 clusters Score: Raw -74017.768460 + Penalty 1552.376203 = -72465.392257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6584.590000 sec): 3 clusters Score: Raw -74016.105845 + Penalty 3104.752406 = -70911.353439 nChanged 105 SP:Iteration 1F (6584.600000 sec): 3 clusters Score: Raw -74271.152649 + Penalty 3104.752406 = -71166.400243 nChanged 29 SP:Iteration 2F (6584.600000 sec): 3 clusters Score: Raw -74428.292827 + Penalty 3104.752406 = -71323.540421 nChanged 28 SP:Iteration 3F (6584.600000 sec): 3 clusters Score: Raw -74665.777812 + Penalty 3104.752406 = -71561.025406 nChanged 37 SP:Iteration 4F (6584.610000 sec): 3 clusters Score: Raw -74812.315798 + Penalty 3104.752406 = -71707.563392 nChanged 32 SP:Iteration 5F (6584.610000 sec): 3 clusters Score: Raw -74947.221471 + Penalty 3104.752406 = -71842.469065 nChanged 18 SP:Iteration 6Q (6584.610000 sec): 3 clusters Score: Raw -75045.379889 + Penalty 3104.752406 = -71940.627483 nChanged 15 SP:Iteration 7Q (6584.610000 sec): 3 clusters Score: Raw -75129.295675 + Penalty 3104.752406 = -72024.543268 nChanged 9 SP:Iteration 8Q (6584.610000 sec): 3 clusters Score: Raw -75175.392775 + Penalty 3104.752406 = -72070.640369 nChanged 4 SP:Iteration 9Q (6584.610000 sec): 3 clusters Score: Raw -75192.830378 + Penalty 3104.752406 = -72088.077972 nChanged 2 SP:Iteration 10Q (6584.620000 sec): 3 clusters Score: Raw -75204.424535 + Penalty 3104.752406 = -72099.672129 nChanged 2 SP:Iteration 11Q (6584.620000 sec): 3 clusters Score: Raw -75208.953300 + Penalty 3104.752406 = -72104.200894 nChanged 3 SP:Iteration 12Q (6584.620000 sec): 3 clusters Score: Raw -75221.965507 + Penalty 3104.752406 = -72117.213101 nChanged 1 SP:Iteration 13Q (6584.620000 sec): 3 clusters Score: Raw -75227.620369 + Penalty 3104.752406 = -72122.867963 nChanged 3 SP:Iteration 14Q (6584.620000 sec): 3 clusters Score: Raw -75245.147591 + Penalty 3104.752406 = -72140.395184 nChanged 2 SP:Iteration 15Q (6584.630000 sec): 3 clusters Score: Raw -75259.391039 + Penalty 3104.752406 = -72154.638633 nChanged 5 SP:Iteration 16Q (6584.630000 sec): 3 clusters Score: Raw -75284.464281 + Penalty 3104.752406 = -72179.711875 nChanged 3 SP:Iteration 17Q (6584.630000 sec): 3 clusters Score: Raw -75301.230755 + Penalty 3104.752406 = -72196.478349 nChanged 6 SP:Iteration 18Q (6584.630000 sec): 3 clusters Score: Raw -75340.021581 + Penalty 3104.752406 = -72235.269175 nChanged 7 SP:Iteration 19Q (6584.630000 sec): 3 clusters Score: Raw -75398.854710 + Penalty 3104.752406 = -72294.102304 nChanged 6 SP:Iteration 20F (6584.630000 sec): 3 clusters Score: Raw -75436.980500 + Penalty 3104.752406 = -72332.228094 nChanged 4 SP:Iteration 21Q (6584.640000 sec): 3 clusters Score: Raw -75482.076434 + Penalty 3104.752406 = -72377.324028 nChanged 10 SP:Iteration 22Q (6584.640000 sec): 3 clusters Score: Raw -75633.508061 + Penalty 3104.752406 = -72528.755655 nChanged 7 SP:Iteration 23Q (6584.640000 sec): 3 clusters Score: Raw -75696.926199 + Penalty 3104.752406 = -72592.173793 nChanged 10 SP:Iteration 24Q (6584.640000 sec): 3 clusters Score: Raw -75846.174385 + Penalty 3104.752406 = -72741.421979 nChanged 3 SP:Iteration 25Q (6584.640000 sec): 3 clusters Score: Raw -75911.993170 + Penalty 3104.752406 = -72807.240764 nChanged 2 SP:Iteration 26Q (6584.650000 sec): 3 clusters Score: Raw -75990.599851 + Penalty 3104.752406 = -72885.847444 nChanged 0 SP:Iteration 27F (6584.650000 sec): 3 clusters Score: Raw -75990.599851 + Penalty 3104.752406 = -72885.847444 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (7026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6584.680000 sec): 2 clusters Score: Raw -1032233.797155 + Penalty 2196.628463 = -1030037.168692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6584.710000 sec): 3 clusters Score: Raw -1028703.041546 + Penalty 4393.256925 = -1024309.784621 nChanged 2811 SP:Iteration 1F (6584.740000 sec): 3 clusters Score: Raw -1030743.863225 + Penalty 4393.256925 = -1026350.606300 nChanged 658 SP:Iteration 2F (6584.770000 sec): 3 clusters Score: Raw -1031322.628471 + Penalty 4393.256925 = -1026929.371545 nChanged 528 SP:Iteration 3F (6584.800000 sec): 3 clusters Score: Raw -1031747.397040 + Penalty 4393.256925 = -1027354.140115 nChanged 419 SP:Iteration 4F (6584.830000 sec): 3 clusters Score: Raw -1032048.851578 + Penalty 4393.256925 = -1027655.594653 nChanged 337 SP:Iteration 5Q (6584.860000 sec): 3 clusters Score: Raw -1032293.100538 + Penalty 4393.256925 = -1027899.843613 nChanged 264 SP:Iteration 6Q (6584.890000 sec): 3 clusters Score: Raw -1032489.130164 + Penalty 4393.256925 = -1028095.873239 nChanged 229 SP:Iteration 7Q (6584.920000 sec): 3 clusters Score: Raw -1032656.200389 + Penalty 4393.256925 = -1028262.943464 nChanged 178 SP:Iteration 8Q (6584.950000 sec): 3 clusters Score: Raw -1032789.863499 + Penalty 4393.256925 = -1028396.606574 nChanged 159 SP:Iteration 9Q (6584.980000 sec): 3 clusters Score: Raw -1032910.499932 + Penalty 4393.256925 = -1028517.243007 nChanged 154 SP:Iteration 10Q (6585.010000 sec): 3 clusters Score: Raw -1033030.354085 + Penalty 4393.256925 = -1028637.097160 nChanged 138 SP:Iteration 11Q (6585.040000 sec): 3 clusters Score: Raw -1033122.931400 + Penalty 4393.256925 = -1028729.674475 nChanged 105 SP:Iteration 12Q (6585.070000 sec): 3 clusters Score: Raw -1033186.324757 + Penalty 4393.256925 = -1028793.067832 nChanged 97 SP:Iteration 13Q (6585.100000 sec): 3 clusters Score: Raw -1033245.706578 + Penalty 4393.256925 = -1028852.449653 nChanged 91 SP:Iteration 14Q (6585.130000 sec): 3 clusters Score: Raw -1033304.365250 + Penalty 4393.256925 = -1028911.108325 nChanged 98 SP:Iteration 15Q (6585.160000 sec): 3 clusters Score: Raw -1033375.948054 + Penalty 4393.256925 = -1028982.691129 nChanged 76 SP:Iteration 16Q (6585.180000 sec): 3 clusters Score: Raw -1033441.885326 + Penalty 4393.256925 = -1029048.628401 nChanged 63 SP:Iteration 17Q (6585.210000 sec): 3 clusters Score: Raw -1033490.485724 + Penalty 4393.256925 = -1029097.228799 nChanged 52 SP:Iteration 18Q (6585.240000 sec): 3 clusters Score: Raw -1033517.961036 + Penalty 4393.256925 = -1029124.704111 nChanged 32 SP:Iteration 19Q (6585.260000 sec): 3 clusters Score: Raw -1033532.873310 + Penalty 4393.256925 = -1029139.616385 nChanged 23 SP:Iteration 20F (6585.290000 sec): 3 clusters Score: Raw -1033545.638996 + Penalty 4393.256925 = -1029152.382071 nChanged 17 SP:Iteration 21Q (6585.320000 sec): 3 clusters Score: Raw -1033556.270772 + Penalty 4393.256925 = -1029163.013847 nChanged 23 SP:Iteration 22Q (6585.340000 sec): 3 clusters Score: Raw -1033565.202833 + Penalty 4393.256925 = -1029171.945908 nChanged 19 SP:Iteration 23Q (6585.370000 sec): 3 clusters Score: Raw -1033573.460160 + Penalty 4393.256925 = -1029180.203235 nChanged 13 SP:Iteration 24Q (6585.390000 sec): 3 clusters Score: Raw -1033577.695139 + Penalty 4393.256925 = -1029184.438214 nChanged 14 SP:Iteration 25Q (6585.420000 sec): 3 clusters Score: Raw -1033582.847690 + Penalty 4393.256925 = -1029189.590765 nChanged 8 SP:Iteration 26Q (6585.440000 sec): 3 clusters Score: Raw -1033586.735890 + Penalty 4393.256925 = -1029193.478965 nChanged 8 SP:Iteration 27Q (6585.470000 sec): 3 clusters Score: Raw -1033589.030289 + Penalty 4393.256925 = -1029195.773364 nChanged 6 SP:Iteration 28Q (6585.490000 sec): 3 clusters Score: Raw -1033592.075594 + Penalty 4393.256925 = -1029198.818669 nChanged 10 SP:Iteration 29Q (6585.520000 sec): 3 clusters Score: Raw -1033595.560473 + Penalty 4393.256925 = -1029202.303548 nChanged 9 SP:Iteration 30Q (6585.540000 sec): 3 clusters Score: Raw -1033598.399344 + Penalty 4393.256925 = -1029205.142419 nChanged 7 SP:Iteration 31Q (6585.570000 sec): 3 clusters Score: Raw -1033600.971113 + Penalty 4393.256925 = -1029207.714187 nChanged 7 SP:Iteration 32Q (6585.590000 sec): 3 clusters Score: Raw -1033603.693351 + Penalty 4393.256925 = -1029210.436426 nChanged 4 SP:Iteration 33Q (6585.620000 sec): 3 clusters Score: Raw -1033606.680026 + Penalty 4393.256925 = -1029213.423100 nChanged 7 SP:Iteration 34Q (6585.640000 sec): 3 clusters Score: Raw -1033609.497111 + Penalty 4393.256925 = -1029216.240185 nChanged 2 SP:Iteration 35Q (6585.670000 sec): 3 clusters Score: Raw -1033611.360010 + Penalty 4393.256925 = -1029218.103085 nChanged 2 SP:Iteration 36Q (6585.690000 sec): 3 clusters Score: Raw -1033611.926144 + Penalty 4393.256925 = -1029218.669219 nChanged 0 SP:Iteration 37F (6585.720000 sec): 3 clusters Score: Raw -1033611.926144 + Penalty 4393.256925 = -1029218.669219 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6585.740000 sec): 2 clusters Score: Raw -658512.883128 + Penalty 2085.361745 = -656427.521383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6585.760000 sec): 3 clusters Score: Raw -656372.887070 + Penalty 4170.723491 = -652202.163579 nChanged 1679 SP:Iteration 1F (6585.780000 sec): 3 clusters Score: Raw -657372.484320 + Penalty 4170.723491 = -653201.760830 nChanged 379 SP:Iteration 2F (6585.800000 sec): 3 clusters Score: Raw -657649.217292 + Penalty 4170.723491 = -653478.493802 nChanged 264 SP:Iteration 3F (6585.820000 sec): 3 clusters Score: Raw -657842.321548 + Penalty 4170.723491 = -653671.598057 nChanged 222 SP:Iteration 4Q (6585.840000 sec): 3 clusters Score: Raw -657976.148245 + Penalty 4170.723491 = -653805.424755 nChanged 154 SP:Iteration 5Q (6585.860000 sec): 3 clusters Score: Raw -658064.893073 + Penalty 4170.723491 = -653894.169582 nChanged 129 SP:Iteration 6Q (6585.880000 sec): 3 clusters Score: Raw -658135.120105 + Penalty 4170.723491 = -653964.396614 nChanged 92 SP:Iteration 7Q (6585.900000 sec): 3 clusters Score: Raw -658180.462417 + Penalty 4170.723491 = -654009.738926 nChanged 67 SP:Iteration 8Q (6585.910000 sec): 3 clusters Score: Raw -658216.317776 + Penalty 4170.723491 = -654045.594285 nChanged 67 SP:Iteration 9Q (6585.930000 sec): 3 clusters Score: Raw -658248.034657 + Penalty 4170.723491 = -654077.311167 nChanged 66 SP:Iteration 10Q (6585.950000 sec): 3 clusters Score: Raw -658282.114337 + Penalty 4170.723491 = -654111.390847 nChanged 60 SP:Iteration 11Q (6585.970000 sec): 3 clusters Score: Raw -658310.668517 + Penalty 4170.723491 = -654139.945027 nChanged 48 SP:Iteration 12Q (6585.990000 sec): 3 clusters Score: Raw -658329.954173 + Penalty 4170.723491 = -654159.230682 nChanged 39 SP:Iteration 13Q (6586.010000 sec): 3 clusters Score: Raw -658348.185127 + Penalty 4170.723491 = -654177.461637 nChanged 39 SP:Iteration 14Q (6586.030000 sec): 3 clusters Score: Raw -658365.861400 + Penalty 4170.723491 = -654195.137909 nChanged 34 SP:Iteration 15Q (6586.040000 sec): 3 clusters Score: Raw -658383.295797 + Penalty 4170.723491 = -654212.572307 nChanged 42 SP:Iteration 16Q (6586.060000 sec): 3 clusters Score: Raw -658407.933853 + Penalty 4170.723491 = -654237.210362 nChanged 41 SP:Iteration 17Q (6586.080000 sec): 3 clusters Score: Raw -658428.809852 + Penalty 4170.723491 = -654258.086362 nChanged 38 SP:Iteration 18Q (6586.100000 sec): 3 clusters Score: Raw -658450.656752 + Penalty 4170.723491 = -654279.933262 nChanged 47 SP:Iteration 19Q (6586.120000 sec): 3 clusters Score: Raw -658468.648375 + Penalty 4170.723491 = -654297.924884 nChanged 39 SP:Iteration 20F (6586.140000 sec): 3 clusters Score: Raw -658486.272594 + Penalty 4170.723491 = -654315.549104 nChanged 35 SP:Iteration 21Q (6586.160000 sec): 3 clusters Score: Raw -658503.584946 + Penalty 4170.723491 = -654332.861456 nChanged 35 SP:Iteration 22Q (6586.180000 sec): 3 clusters Score: Raw -658517.427063 + Penalty 4170.723491 = -654346.703572 nChanged 26 SP:Iteration 23Q (6586.200000 sec): 3 clusters Score: Raw -658530.058685 + Penalty 4170.723491 = -654359.335194 nChanged 29 SP:Iteration 24Q (6586.210000 sec): 3 clusters Score: Raw -658541.758243 + Penalty 4170.723491 = -654371.034753 nChanged 16 SP:Iteration 25Q (6586.230000 sec): 3 clusters Score: Raw -658548.460339 + Penalty 4170.723491 = -654377.736848 nChanged 15 SP:Iteration 26Q (6586.250000 sec): 3 clusters Score: Raw -658553.811071 + Penalty 4170.723491 = -654383.087580 nChanged 20 SP:Iteration 27Q (6586.270000 sec): 3 clusters Score: Raw -658561.435718 + Penalty 4170.723491 = -654390.712227 nChanged 17 SP:Iteration 28Q (6586.290000 sec): 3 clusters Score: Raw -658568.178423 + Penalty 4170.723491 = -654397.454932 nChanged 19 SP:Iteration 29Q (6586.310000 sec): 3 clusters Score: Raw -658577.597556 + Penalty 4170.723491 = -654406.874065 nChanged 22 SP:Iteration 30Q (6586.320000 sec): 3 clusters Score: Raw -658588.600490 + Penalty 4170.723491 = -654417.876999 nChanged 28 SP:Iteration 31Q (6586.340000 sec): 3 clusters Score: Raw -658599.104161 + Penalty 4170.723491 = -654428.380670 nChanged 22 SP:Iteration 32Q (6586.360000 sec): 3 clusters Score: Raw -658608.752505 + Penalty 4170.723491 = -654438.029015 nChanged 21 SP:Iteration 33Q (6586.380000 sec): 3 clusters Score: Raw -658618.070438 + Penalty 4170.723491 = -654447.346947 nChanged 12 SP:Iteration 34Q (6586.400000 sec): 3 clusters Score: Raw -658622.670212 + Penalty 4170.723491 = -654451.946721 nChanged 18 SP:Iteration 35Q (6586.420000 sec): 3 clusters Score: Raw -658628.687084 + Penalty 4170.723491 = -654457.963594 nChanged 8 SP:Iteration 36Q (6586.440000 sec): 3 clusters Score: Raw -658630.577526 + Penalty 4170.723491 = -654459.854036 nChanged 4 SP:Iteration 37Q (6586.450000 sec): 3 clusters Score: Raw -658631.496475 + Penalty 4170.723491 = -654460.772984 nChanged 4 SP:Iteration 38Q (6586.470000 sec): 3 clusters Score: Raw -658633.282399 + Penalty 4170.723491 = -654462.558908 nChanged 8 SP:Iteration 39Q (6586.490000 sec): 3 clusters Score: Raw -658636.354972 + Penalty 4170.723491 = -654465.631481 nChanged 7 SP:Iteration 40F (6586.510000 sec): 3 clusters Score: Raw -658638.177691 + Penalty 4170.723491 = -654467.454200 nChanged 7 SP:Iteration 41Q (6586.530000 sec): 3 clusters Score: Raw -658639.745189 + Penalty 4170.723491 = -654469.021699 nChanged 6 SP:Iteration 42Q (6586.550000 sec): 3 clusters Score: Raw -658642.229716 + Penalty 4170.723491 = -654471.506225 nChanged 4 SP:Iteration 43Q (6586.560000 sec): 3 clusters Score: Raw -658643.891199 + Penalty 4170.723491 = -654473.167708 nChanged 5 SP:Iteration 44Q (6586.580000 sec): 3 clusters Score: Raw -658645.123104 + Penalty 4170.723491 = -654474.399614 nChanged 6 SP:Iteration 45Q (6586.600000 sec): 3 clusters Score: Raw -658647.032412 + Penalty 4170.723491 = -654476.308921 nChanged 7 SP:Iteration 46Q (6586.620000 sec): 3 clusters Score: Raw -658650.480755 + Penalty 4170.723491 = -654479.757265 nChanged 8 SP:Iteration 47Q (6586.640000 sec): 3 clusters Score: Raw -658653.128589 + Penalty 4170.723491 = -654482.405098 nChanged 8 SP:Iteration 48Q (6586.660000 sec): 3 clusters Score: Raw -658655.997780 + Penalty 4170.723491 = -654485.274289 nChanged 6 SP:Iteration 49Q (6586.680000 sec): 3 clusters Score: Raw -658657.871654 + Penalty 4170.723491 = -654487.148163 nChanged 5 SP:Iteration 50Q (6586.700000 sec): 3 clusters Score: Raw -658660.198156 + Penalty 4170.723491 = -654489.474665 nChanged 8 SP:Iteration 51Q (6586.710000 sec): 3 clusters Score: Raw -658662.321426 + Penalty 4170.723491 = -654491.597935 nChanged 6 SP:Iteration 52Q (6586.730000 sec): 3 clusters Score: Raw -658665.228315 + Penalty 4170.723491 = -654494.504824 nChanged 5 SP:Iteration 53Q (6586.750000 sec): 3 clusters Score: Raw -658666.518558 + Penalty 4170.723491 = -654495.795067 nChanged 2 SP:Iteration 54Q (6586.770000 sec): 3 clusters Score: Raw -658667.741179 + Penalty 4170.723491 = -654497.017689 nChanged 6 SP:Iteration 55Q (6586.790000 sec): 3 clusters Score: Raw -658670.068981 + Penalty 4170.723491 = -654499.345490 nChanged 8 SP:Iteration 56Q (6586.800000 sec): 3 clusters Score: Raw -658672.054636 + Penalty 4170.723491 = -654501.331145 nChanged 5 SP:Iteration 57Q (6586.820000 sec): 3 clusters Score: Raw -658673.895407 + Penalty 4170.723491 = -654503.171916 nChanged 6 SP:Iteration 58Q (6586.840000 sec): 3 clusters Score: Raw -658675.641404 + Penalty 4170.723491 = -654504.917914 nChanged 5 SP:Iteration 59Q (6586.860000 sec): 3 clusters Score: Raw -658677.298729 + Penalty 4170.723491 = -654506.575239 nChanged 3 SP:Iteration 60F (6586.880000 sec): 3 clusters Score: Raw -658678.008945 + Penalty 4170.723491 = -654507.285455 nChanged 2 SP:Iteration 61Q (6586.900000 sec): 3 clusters Score: Raw -658678.534148 + Penalty 4170.723491 = -654507.810657 nChanged 4 SP:Iteration 62Q (6586.920000 sec): 3 clusters Score: Raw -658680.041931 + Penalty 4170.723491 = -654509.318441 nChanged 3 SP:Iteration 63Q (6586.940000 sec): 3 clusters Score: Raw -658680.800091 + Penalty 4170.723491 = -654510.076600 nChanged 0 SP:Iteration 64F (6586.950000 sec): 3 clusters Score: Raw -658680.800091 + Penalty 4170.723491 = -654510.076600 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (29137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6587.080000 sec): 2 clusters Score: Raw -4565946.108582 + Penalty 2549.381503 = -4563396.727080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6587.200000 sec): 3 clusters Score: Raw -4548618.340473 + Penalty 5098.763005 = -4543519.577468 nChanged 13007 SP:Iteration 1F (6587.340000 sec): 3 clusters Score: Raw -4555892.739942 + Penalty 5098.763005 = -4550793.976937 nChanged 1564 SP:Iteration 2F (6587.460000 sec): 3 clusters Score: Raw -4556514.572222 + Penalty 5098.763005 = -4551415.809217 nChanged 1493 SP:Iteration 3F (6587.580000 sec): 3 clusters Score: Raw -4557159.000590 + Penalty 5098.763005 = -4552060.237585 nChanged 1533 SP:Iteration 4F (6587.720000 sec): 3 clusters Score: Raw -4557900.343081 + Penalty 5098.763005 = -4552801.580076 nChanged 1590 SP:Iteration 5F (6587.850000 sec): 3 clusters Score: Raw -4558795.713295 + Penalty 5098.763005 = -4553696.950289 nChanged 1588 SP:Iteration 6F (6587.980000 sec): 3 clusters Score: Raw -4559652.692916 + Penalty 5098.763005 = -4554553.929911 nChanged 1564 SP:Iteration 7F (6588.110000 sec): 3 clusters Score: Raw -4560498.475542 + Penalty 5098.763005 = -4555399.712537 nChanged 1448 SP:Iteration 8Q (6588.240000 sec): 3 clusters Score: Raw -4561228.127336 + Penalty 5098.763005 = -4556129.364331 nChanged 1265 SP:Iteration 9Q (6588.370000 sec): 3 clusters Score: Raw -4561809.583108 + Penalty 5098.763005 = -4556710.820103 nChanged 997 SP:Iteration 10Q (6588.500000 sec): 3 clusters Score: Raw -4562231.264850 + Penalty 5098.763005 = -4557132.501845 nChanged 903 SP:Iteration 11Q (6588.630000 sec): 3 clusters Score: Raw -4562575.415929 + Penalty 5098.763005 = -4557476.652924 nChanged 756 SP:Iteration 12Q (6588.760000 sec): 3 clusters Score: Raw -4562837.941244 + Penalty 5098.763005 = -4557739.178239 nChanged 658 SP:Iteration 13Q (6588.890000 sec): 3 clusters Score: Raw -4563054.349614 + Penalty 5098.763005 = -4557955.586609 nChanged 606 SP:Iteration 14Q (6589.020000 sec): 3 clusters Score: Raw -4563223.439403 + Penalty 5098.763005 = -4558124.676398 nChanged 509 SP:Iteration 15Q (6589.150000 sec): 3 clusters Score: Raw -4563346.783637 + Penalty 5098.763005 = -4558248.020632 nChanged 478 SP:Iteration 16Q (6589.280000 sec): 3 clusters Score: Raw -4563459.285680 + Penalty 5098.763005 = -4558360.522675 nChanged 462 SP:Iteration 17Q (6589.410000 sec): 3 clusters Score: Raw -4563571.293244 + Penalty 5098.763005 = -4558472.530239 nChanged 443 SP:Iteration 18Q (6589.540000 sec): 3 clusters Score: Raw -4563679.673052 + Penalty 5098.763005 = -4558580.910047 nChanged 423 SP:Iteration 19Q (6589.670000 sec): 3 clusters Score: Raw -4563786.219515 + Penalty 5098.763005 = -4558687.456510 nChanged 454 SP:Iteration 20F (6589.800000 sec): 3 clusters Score: Raw -4563900.943849 + Penalty 5098.763005 = -4558802.180844 nChanged 436 SP:Iteration 21Q (6589.930000 sec): 3 clusters Score: Raw -4564017.000350 + Penalty 5098.763005 = -4558918.237345 nChanged 454 SP:Iteration 22Q (6590.060000 sec): 3 clusters Score: Raw -4564139.966493 + Penalty 5098.763005 = -4559041.203488 nChanged 444 SP:Iteration 23Q (6590.180000 sec): 3 clusters Score: Raw -4564263.243109 + Penalty 5098.763005 = -4559164.480104 nChanged 474 SP:Iteration 24Q (6590.310000 sec): 3 clusters Score: Raw -4564395.417781 + Penalty 5098.763005 = -4559296.654776 nChanged 463 SP:Iteration 25Q (6590.430000 sec): 3 clusters Score: Raw -4564518.570079 + Penalty 5098.763005 = -4559419.807074 nChanged 441 SP:Iteration 26Q (6590.560000 sec): 3 clusters Score: Raw -4564634.847645 + Penalty 5098.763005 = -4559536.084640 nChanged 418 SP:Iteration 27Q (6590.680000 sec): 3 clusters Score: Raw -4564742.671048 + Penalty 5098.763005 = -4559643.908043 nChanged 425 SP:Iteration 28Q (6590.810000 sec): 3 clusters Score: Raw -4564850.364399 + Penalty 5098.763005 = -4559751.601394 nChanged 398 SP:Iteration 29Q (6590.930000 sec): 3 clusters Score: Raw -4564940.459196 + Penalty 5098.763005 = -4559841.696190 nChanged 356 SP:Iteration 30Q (6591.060000 sec): 3 clusters Score: Raw -4565014.262362 + Penalty 5098.763005 = -4559915.499357 nChanged 331 SP:Iteration 31Q (6591.190000 sec): 3 clusters Score: Raw -4565081.800098 + Penalty 5098.763005 = -4559983.037093 nChanged 310 SP:Iteration 32Q (6591.300000 sec): 3 clusters Score: Raw -4565145.354637 + Penalty 5098.763005 = -4560046.591632 nChanged 290 SP:Iteration 33Q (6591.420000 sec): 3 clusters Score: Raw -4565204.135152 + Penalty 5098.763005 = -4560105.372147 nChanged 285 SP:Iteration 34Q (6591.540000 sec): 3 clusters Score: Raw -4565268.456644 + Penalty 5098.763005 = -4560169.693639 nChanged 305 SP:Iteration 35Q (6591.660000 sec): 3 clusters Score: Raw -4565337.433584 + Penalty 5098.763005 = -4560238.670579 nChanged 281 SP:Iteration 36Q (6591.780000 sec): 3 clusters Score: Raw -4565402.907892 + Penalty 5098.763005 = -4560304.144887 nChanged 313 SP:Iteration 37Q (6591.900000 sec): 3 clusters Score: Raw -4565481.105416 + Penalty 5098.763005 = -4560382.342411 nChanged 327 SP:Iteration 38Q (6592.020000 sec): 3 clusters Score: Raw -4565562.028432 + Penalty 5098.763005 = -4560463.265427 nChanged 326 SP:Iteration 39Q (6592.150000 sec): 3 clusters Score: Raw -4565644.630833 + Penalty 5098.763005 = -4560545.867828 nChanged 298 SP:Iteration 40F (6592.270000 sec): 3 clusters Score: Raw -4565721.833914 + Penalty 5098.763005 = -4560623.070909 nChanged 274 SP:Iteration 41Q (6592.390000 sec): 3 clusters Score: Raw -4565792.868466 + Penalty 5098.763005 = -4560694.105461 nChanged 266 SP:Iteration 42Q (6592.510000 sec): 3 clusters Score: Raw -4565856.949062 + Penalty 5098.763005 = -4560758.186057 nChanged 257 SP:Iteration 43Q (6592.640000 sec): 3 clusters Score: Raw -4565919.677627 + Penalty 5098.763005 = -4560820.914621 nChanged 250 SP:Iteration 44Q (6592.760000 sec): 3 clusters Score: Raw -4565984.101521 + Penalty 5098.763005 = -4560885.338516 nChanged 242 SP:Iteration 45Q (6592.880000 sec): 3 clusters Score: Raw -4566046.220705 + Penalty 5098.763005 = -4560947.457699 nChanged 258 SP:Iteration 46Q (6593.000000 sec): 3 clusters Score: Raw -4566112.039484 + Penalty 5098.763005 = -4561013.276479 nChanged 250 SP:Iteration 47Q (6593.110000 sec): 3 clusters Score: Raw -4566177.226202 + Penalty 5098.763005 = -4561078.463197 nChanged 241 SP:Iteration 48Q (6593.220000 sec): 3 clusters Score: Raw -4566238.562913 + Penalty 5098.763005 = -4561139.799908 nChanged 230 SP:Iteration 49Q (6593.330000 sec): 3 clusters Score: Raw -4566290.678526 + Penalty 5098.763005 = -4561191.915521 nChanged 216 SP:Iteration 50Q (6593.450000 sec): 3 clusters Score: Raw -4566342.138450 + Penalty 5098.763005 = -4561243.375445 nChanged 188 SP:Iteration 51Q (6593.550000 sec): 3 clusters Score: Raw -4566385.272732 + Penalty 5098.763005 = -4561286.509727 nChanged 147 SP:Iteration 52Q (6593.660000 sec): 3 clusters Score: Raw -4566415.173125 + Penalty 5098.763005 = -4561316.410120 nChanged 133 SP:Iteration 53Q (6593.770000 sec): 3 clusters Score: Raw -4566444.843031 + Penalty 5098.763005 = -4561346.080025 nChanged 135 SP:Iteration 54Q (6593.880000 sec): 3 clusters Score: Raw -4566474.784532 + Penalty 5098.763005 = -4561376.021527 nChanged 111 SP:Iteration 55Q (6593.990000 sec): 3 clusters Score: Raw -4566497.046878 + Penalty 5098.763005 = -4561398.283872 nChanged 77 SP:Iteration 56Q (6594.110000 sec): 3 clusters Score: Raw -4566511.440633 + Penalty 5098.763005 = -4561412.677628 nChanged 73 SP:Iteration 57Q (6594.230000 sec): 3 clusters Score: Raw -4566524.252549 + Penalty 5098.763005 = -4561425.489544 nChanged 61 SP:Iteration 58Q (6594.350000 sec): 3 clusters Score: Raw -4566534.437606 + Penalty 5098.763005 = -4561435.674601 nChanged 56 SP:Iteration 59Q (6594.470000 sec): 3 clusters Score: Raw -4566542.969976 + Penalty 5098.763005 = -4561444.206971 nChanged 52 SP:Iteration 60F (6594.600000 sec): 3 clusters Score: Raw -4566553.596440 + Penalty 5098.763005 = -4561454.833435 nChanged 52 SP:Iteration 61Q (6594.720000 sec): 3 clusters Score: Raw -4566563.122951 + Penalty 5098.763005 = -4561464.359946 nChanged 53 SP:Iteration 62Q (6594.840000 sec): 3 clusters Score: Raw -4566572.265867 + Penalty 5098.763005 = -4561473.502862 nChanged 40 SP:Iteration 63Q (6594.950000 sec): 3 clusters Score: Raw -4566579.663710 + Penalty 5098.763005 = -4561480.900705 nChanged 46 SP:Iteration 64Q (6595.060000 sec): 3 clusters Score: Raw -4566587.617475 + Penalty 5098.763005 = -4561488.854470 nChanged 58 SP:Iteration 65Q (6595.170000 sec): 3 clusters Score: Raw -4566599.854784 + Penalty 5098.763005 = -4561501.091779 nChanged 54 SP:Iteration 66Q (6595.270000 sec): 3 clusters Score: Raw -4566611.890737 + Penalty 5098.763005 = -4561513.127732 nChanged 59 SP:Iteration 67Q (6595.370000 sec): 3 clusters Score: Raw -4566622.774274 + Penalty 5098.763005 = -4561524.011269 nChanged 53 SP:Iteration 68Q (6595.480000 sec): 3 clusters Score: Raw -4566632.838013 + Penalty 5098.763005 = -4561534.075008 nChanged 44 SP:Iteration 69Q (6595.590000 sec): 3 clusters Score: Raw -4566641.837616 + Penalty 5098.763005 = -4561543.074611 nChanged 38 SP:Iteration 70Q (6595.690000 sec): 3 clusters Score: Raw -4566647.528087 + Penalty 5098.763005 = -4561548.765082 nChanged 30 SP:Iteration 71Q (6595.790000 sec): 3 clusters Score: Raw -4566652.417232 + Penalty 5098.763005 = -4561553.654227 nChanged 28 SP:Iteration 72Q (6595.900000 sec): 3 clusters Score: Raw -4566656.814469 + Penalty 5098.763005 = -4561558.051464 nChanged 18 SP:Iteration 73Q (6596.000000 sec): 3 clusters Score: Raw -4566659.509832 + Penalty 5098.763005 = -4561560.746827 nChanged 19 SP:Iteration 74Q (6596.110000 sec): 3 clusters Score: Raw -4566662.577783 + Penalty 5098.763005 = -4561563.814778 nChanged 23 SP:Iteration 75Q (6596.210000 sec): 3 clusters Score: Raw -4566667.241687 + Penalty 5098.763005 = -4561568.478682 nChanged 33 SP:Iteration 76Q (6596.310000 sec): 3 clusters Score: Raw -4566672.393668 + Penalty 5098.763005 = -4561573.630663 nChanged 26 SP:Iteration 77Q (6596.410000 sec): 3 clusters Score: Raw -4566676.569356 + Penalty 5098.763005 = -4561577.806351 nChanged 26 SP:Iteration 78Q (6596.520000 sec): 3 clusters Score: Raw -4566681.192676 + Penalty 5098.763005 = -4561582.429671 nChanged 26 SP:Iteration 79Q (6596.620000 sec): 3 clusters Score: Raw -4566685.174376 + Penalty 5098.763005 = -4561586.411371 nChanged 12 SP:Iteration 80F (6596.740000 sec): 3 clusters Score: Raw -4566686.599250 + Penalty 5098.763005 = -4561587.836245 nChanged 12 SP:Iteration 81Q (6596.850000 sec): 3 clusters Score: Raw -4566688.432589 + Penalty 5098.763005 = -4561589.669584 nChanged 13 SP:Iteration 82Q (6596.950000 sec): 3 clusters Score: Raw -4566690.266126 + Penalty 5098.763005 = -4561591.503121 nChanged 16 SP:Iteration 83Q (6597.050000 sec): 3 clusters Score: Raw -4566692.169143 + Penalty 5098.763005 = -4561593.406138 nChanged 10 SP:Iteration 84Q (6597.150000 sec): 3 clusters Score: Raw -4566693.892248 + Penalty 5098.763005 = -4561595.129243 nChanged 11 SP:Iteration 85Q (6597.260000 sec): 3 clusters Score: Raw -4566695.504901 + Penalty 5098.763005 = -4561596.741896 nChanged 10 SP:Iteration 86Q (6597.360000 sec): 3 clusters Score: Raw -4566697.079223 + Penalty 5098.763005 = -4561598.316218 nChanged 8 SP:Iteration 87Q (6597.470000 sec): 3 clusters Score: Raw -4566698.233842 + Penalty 5098.763005 = -4561599.470837 nChanged 10 SP:Iteration 88Q (6597.570000 sec): 3 clusters Score: Raw -4566699.576168 + Penalty 5098.763005 = -4561600.813163 nChanged 11 SP:Iteration 89Q (6597.670000 sec): 3 clusters Score: Raw -4566701.117513 + Penalty 5098.763005 = -4561602.354508 nChanged 9 SP:Iteration 90Q (6597.780000 sec): 3 clusters Score: Raw -4566702.622592 + Penalty 5098.763005 = -4561603.859587 nChanged 12 SP:Iteration 91Q (6597.890000 sec): 3 clusters Score: Raw -4566704.242433 + Penalty 5098.763005 = -4561605.479428 nChanged 8 SP:Iteration 92Q (6597.990000 sec): 3 clusters Score: Raw -4566705.628443 + Penalty 5098.763005 = -4561606.865438 nChanged 7 SP:Iteration 93Q (6598.090000 sec): 3 clusters Score: Raw -4566706.467694 + Penalty 5098.763005 = -4561607.704689 nChanged 5 SP:Iteration 94Q (6598.200000 sec): 3 clusters Score: Raw -4566707.058275 + Penalty 5098.763005 = -4561608.295270 nChanged 3 SP:Iteration 95Q (6598.310000 sec): 3 clusters Score: Raw -4566707.371767 + Penalty 5098.763005 = -4561608.608762 nChanged 3 SP:Iteration 96Q (6598.410000 sec): 3 clusters Score: Raw -4566707.786855 + Penalty 5098.763005 = -4561609.023849 nChanged 1 SP:Iteration 97Q (6598.520000 sec): 3 clusters Score: Raw -4566707.919914 + Penalty 5098.763005 = -4561609.156909 nChanged 0 SP:Iteration 98F (6598.640000 sec): 3 clusters Score: Raw -4566707.919914 + Penalty 5098.763005 = -4561609.156909 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6598.680000 sec): 2 clusters Score: Raw -594227.391576 + Penalty 2044.334066 = -592183.057510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6598.690000 sec): 3 clusters Score: Raw -592538.530646 + Penalty 4088.668131 = -588449.862515 nChanged 1354 SP:Iteration 1F (6598.710000 sec): 3 clusters Score: Raw -593318.934120 + Penalty 4088.668131 = -589230.265988 nChanged 261 SP:Iteration 2F (6598.730000 sec): 3 clusters Score: Raw -593463.119539 + Penalty 4088.668131 = -589374.451408 nChanged 162 SP:Iteration 3Q (6598.740000 sec): 3 clusters Score: Raw -593562.356825 + Penalty 4088.668131 = -589473.688694 nChanged 127 SP:Iteration 4Q (6598.760000 sec): 3 clusters Score: Raw -593634.464168 + Penalty 4088.668131 = -589545.796036 nChanged 114 SP:Iteration 5Q (6598.770000 sec): 3 clusters Score: Raw -593696.823440 + Penalty 4088.668131 = -589608.155308 nChanged 92 SP:Iteration 6Q (6598.790000 sec): 3 clusters Score: Raw -593741.050408 + Penalty 4088.668131 = -589652.382277 nChanged 68 SP:Iteration 7Q (6598.810000 sec): 3 clusters Score: Raw -593776.103021 + Penalty 4088.668131 = -589687.434889 nChanged 58 SP:Iteration 8Q (6598.820000 sec): 3 clusters Score: Raw -593805.074806 + Penalty 4088.668131 = -589716.406674 nChanged 51 SP:Iteration 9Q (6598.840000 sec): 3 clusters Score: Raw -593829.846662 + Penalty 4088.668131 = -589741.178531 nChanged 54 SP:Iteration 10Q (6598.860000 sec): 3 clusters Score: Raw -593849.181130 + Penalty 4088.668131 = -589760.512998 nChanged 39 SP:Iteration 11Q (6598.870000 sec): 3 clusters Score: Raw -593861.774507 + Penalty 4088.668131 = -589773.106375 nChanged 25 SP:Iteration 12Q (6598.890000 sec): 3 clusters Score: Raw -593871.618777 + Penalty 4088.668131 = -589782.950645 nChanged 23 SP:Iteration 13Q (6598.910000 sec): 3 clusters Score: Raw -593879.382339 + Penalty 4088.668131 = -589790.714207 nChanged 26 SP:Iteration 14Q (6598.920000 sec): 3 clusters Score: Raw -593890.158861 + Penalty 4088.668131 = -589801.490730 nChanged 36 SP:Iteration 15Q (6598.940000 sec): 3 clusters Score: Raw -593906.993415 + Penalty 4088.668131 = -589818.325283 nChanged 38 SP:Iteration 16Q (6598.950000 sec): 3 clusters Score: Raw -593923.554236 + Penalty 4088.668131 = -589834.886104 nChanged 27 SP:Iteration 17Q (6598.970000 sec): 3 clusters Score: Raw -593933.977193 + Penalty 4088.668131 = -589845.309062 nChanged 18 SP:Iteration 18Q (6598.990000 sec): 3 clusters Score: Raw -593942.306449 + Penalty 4088.668131 = -589853.638318 nChanged 25 SP:Iteration 19Q (6599.000000 sec): 3 clusters Score: Raw -593951.875916 + Penalty 4088.668131 = -589863.207784 nChanged 22 SP:Iteration 20F (6599.020000 sec): 3 clusters Score: Raw -593960.755347 + Penalty 4088.668131 = -589872.087215 nChanged 18 SP:Iteration 21Q (6599.030000 sec): 3 clusters Score: Raw -593966.889210 + Penalty 4088.668131 = -589878.221078 nChanged 12 SP:Iteration 22Q (6599.050000 sec): 3 clusters Score: Raw -593970.857940 + Penalty 4088.668131 = -589882.189808 nChanged 10 SP:Iteration 23Q (6599.070000 sec): 3 clusters Score: Raw -593975.229600 + Penalty 4088.668131 = -589886.561468 nChanged 13 SP:Iteration 24Q (6599.080000 sec): 3 clusters Score: Raw -593979.812970 + Penalty 4088.668131 = -589891.144839 nChanged 16 SP:Iteration 25Q (6599.100000 sec): 3 clusters Score: Raw -593986.116088 + Penalty 4088.668131 = -589897.447956 nChanged 11 SP:Iteration 26Q (6599.110000 sec): 3 clusters Score: Raw -593990.339485 + Penalty 4088.668131 = -589901.671353 nChanged 9 SP:Iteration 27Q (6599.130000 sec): 3 clusters Score: Raw -593993.620739 + Penalty 4088.668131 = -589904.952608 nChanged 10 SP:Iteration 28Q (6599.150000 sec): 3 clusters Score: Raw -593998.103268 + Penalty 4088.668131 = -589909.435136 nChanged 12 SP:Iteration 29Q (6599.160000 sec): 3 clusters Score: Raw -594002.214248 + Penalty 4088.668131 = -589913.546116 nChanged 7 SP:Iteration 30Q (6599.180000 sec): 3 clusters Score: Raw -594005.299871 + Penalty 4088.668131 = -589916.631739 nChanged 10 SP:Iteration 31Q (6599.190000 sec): 3 clusters Score: Raw -594010.250468 + Penalty 4088.668131 = -589921.582337 nChanged 10 SP:Iteration 32Q (6599.210000 sec): 3 clusters Score: Raw -594013.325710 + Penalty 4088.668131 = -589924.657579 nChanged 6 SP:Iteration 33Q (6599.230000 sec): 3 clusters Score: Raw -594014.720054 + Penalty 4088.668131 = -589926.051923 nChanged 1 SP:Iteration 34Q (6599.240000 sec): 3 clusters Score: Raw -594014.940951 + Penalty 4088.668131 = -589926.272820 nChanged 3 SP:Iteration 35Q (6599.260000 sec): 3 clusters Score: Raw -594016.274412 + Penalty 4088.668131 = -589927.606281 nChanged 4 SP:Iteration 36Q (6599.280000 sec): 3 clusters Score: Raw -594017.515302 + Penalty 4088.668131 = -589928.847171 nChanged 3 SP:Iteration 37Q (6599.290000 sec): 3 clusters Score: Raw -594018.682703 + Penalty 4088.668131 = -589930.014571 nChanged 3 SP:Iteration 38Q (6599.310000 sec): 3 clusters Score: Raw -594019.586486 + Penalty 4088.668131 = -589930.918355 nChanged 3 SP:Iteration 39Q (6599.330000 sec): 3 clusters Score: Raw -594020.665112 + Penalty 4088.668131 = -589931.996980 nChanged 3 SP:Iteration 40F (6599.340000 sec): 3 clusters Score: Raw -594021.480654 + Penalty 4088.668131 = -589932.812523 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (29067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6599.460000 sec): 2 clusters Score: Raw -4217030.746147 + Penalty 2548.784980 = -4214481.961168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6599.590000 sec): 3 clusters Score: Raw -4199489.161571 + Penalty 5097.569959 = -4194391.591611 nChanged 13215 SP:Iteration 1F (6599.720000 sec): 3 clusters Score: Raw -4207031.225448 + Penalty 5097.569959 = -4201933.655488 nChanged 1830 SP:Iteration 2F (6599.850000 sec): 3 clusters Score: Raw -4207958.561462 + Penalty 5097.569959 = -4202860.991503 nChanged 1782 SP:Iteration 3F (6599.970000 sec): 3 clusters Score: Raw -4208955.020358 + Penalty 5097.569959 = -4203857.450398 nChanged 1766 SP:Iteration 4F (6600.100000 sec): 3 clusters Score: Raw -4210060.996021 + Penalty 5097.569959 = -4204963.426062 nChanged 1769 SP:Iteration 5F (6600.230000 sec): 3 clusters Score: Raw -4211206.703004 + Penalty 5097.569959 = -4206109.133045 nChanged 1788 SP:Iteration 6F (6600.350000 sec): 3 clusters Score: Raw -4212384.159378 + Penalty 5097.569959 = -4207286.589419 nChanged 1637 SP:Iteration 7F (6600.490000 sec): 3 clusters Score: Raw -4213413.696410 + Penalty 5097.569959 = -4208316.126450 nChanged 1399 SP:Iteration 8Q (6600.620000 sec): 3 clusters Score: Raw -4214249.296830 + Penalty 5097.569959 = -4209151.726870 nChanged 1187 SP:Iteration 9Q (6600.750000 sec): 3 clusters Score: Raw -4214960.868379 + Penalty 5097.569959 = -4209863.298420 nChanged 1053 SP:Iteration 10Q (6600.880000 sec): 3 clusters Score: Raw -4215605.340967 + Penalty 5097.569959 = -4210507.771008 nChanged 890 SP:Iteration 11Q (6601.010000 sec): 3 clusters Score: Raw -4216160.834949 + Penalty 5097.569959 = -4211063.264989 nChanged 733 SP:Iteration 12Q (6601.130000 sec): 3 clusters Score: Raw -4216609.548808 + Penalty 5097.569959 = -4211511.978849 nChanged 596 SP:Iteration 13Q (6601.250000 sec): 3 clusters Score: Raw -4216955.589882 + Penalty 5097.569959 = -4211858.019923 nChanged 475 SP:Iteration 14Q (6601.370000 sec): 3 clusters Score: Raw -4217205.362398 + Penalty 5097.569959 = -4212107.792439 nChanged 333 SP:Iteration 15Q (6601.490000 sec): 3 clusters Score: Raw -4217343.325529 + Penalty 5097.569959 = -4212245.755569 nChanged 223 SP:Iteration 16Q (6601.600000 sec): 3 clusters Score: Raw -4217427.716633 + Penalty 5097.569959 = -4212330.146673 nChanged 201 SP:Iteration 17Q (6601.710000 sec): 3 clusters Score: Raw -4217493.852276 + Penalty 5097.569959 = -4212396.282316 nChanged 138 SP:Iteration 18Q (6601.830000 sec): 3 clusters Score: Raw -4217535.100238 + Penalty 5097.569959 = -4212437.530278 nChanged 115 SP:Iteration 19Q (6601.940000 sec): 3 clusters Score: Raw -4217569.353142 + Penalty 5097.569959 = -4212471.783182 nChanged 106 SP:Iteration 20F (6602.070000 sec): 3 clusters Score: Raw -4217599.362262 + Penalty 5097.569959 = -4212501.792303 nChanged 90 SP:Iteration 21Q (6602.170000 sec): 3 clusters Score: Raw -4217620.607835 + Penalty 5097.569959 = -4212523.037875 nChanged 65 SP:Iteration 22Q (6602.280000 sec): 3 clusters Score: Raw -4217636.883148 + Penalty 5097.569959 = -4212539.313189 nChanged 75 SP:Iteration 23Q (6602.390000 sec): 3 clusters Score: Raw -4217654.893459 + Penalty 5097.569959 = -4212557.323500 nChanged 59 SP:Iteration 24Q (6602.500000 sec): 3 clusters Score: Raw -4217669.660643 + Penalty 5097.569959 = -4212572.090684 nChanged 64 SP:Iteration 25Q (6602.600000 sec): 3 clusters Score: Raw -4217687.136040 + Penalty 5097.569959 = -4212589.566080 nChanged 57 SP:Iteration 26Q (6602.710000 sec): 3 clusters Score: Raw -4217703.787795 + Penalty 5097.569959 = -4212606.217836 nChanged 50 SP:Iteration 27Q (6602.820000 sec): 3 clusters Score: Raw -4217718.475608 + Penalty 5097.569959 = -4212620.905648 nChanged 40 SP:Iteration 28Q (6602.920000 sec): 3 clusters Score: Raw -4217728.894505 + Penalty 5097.569959 = -4212631.324546 nChanged 36 SP:Iteration 29Q (6603.030000 sec): 3 clusters Score: Raw -4217740.248330 + Penalty 5097.569959 = -4212642.678370 nChanged 33 SP:Iteration 30Q (6603.130000 sec): 3 clusters Score: Raw -4217750.619094 + Penalty 5097.569959 = -4212653.049134 nChanged 40 SP:Iteration 31Q (6603.240000 sec): 3 clusters Score: Raw -4217764.477957 + Penalty 5097.569959 = -4212666.907997 nChanged 37 SP:Iteration 32Q (6603.340000 sec): 3 clusters Score: Raw -4217775.128837 + Penalty 5097.569959 = -4212677.558878 nChanged 36 SP:Iteration 33Q (6603.450000 sec): 3 clusters Score: Raw -4217787.024942 + Penalty 5097.569959 = -4212689.454983 nChanged 37 SP:Iteration 34Q (6603.550000 sec): 3 clusters Score: Raw -4217798.525030 + Penalty 5097.569959 = -4212700.955071 nChanged 28 SP:Iteration 35Q (6603.650000 sec): 3 clusters Score: Raw -4217805.579633 + Penalty 5097.569959 = -4212708.009674 nChanged 29 SP:Iteration 36Q (6603.760000 sec): 3 clusters Score: Raw -4217814.113013 + Penalty 5097.569959 = -4212716.543053 nChanged 29 SP:Iteration 37Q (6603.860000 sec): 3 clusters Score: Raw -4217820.932093 + Penalty 5097.569959 = -4212723.362134 nChanged 28 SP:Iteration 38Q (6603.960000 sec): 3 clusters Score: Raw -4217828.170420 + Penalty 5097.569959 = -4212730.600460 nChanged 27 SP:Iteration 39Q (6604.060000 sec): 3 clusters Score: Raw -4217833.889187 + Penalty 5097.569959 = -4212736.319228 nChanged 18 SP:Iteration 40F (6604.190000 sec): 3 clusters Score: Raw -4217837.825027 + Penalty 5097.569959 = -4212740.255068 nChanged 20 SP:Iteration 41Q (6604.290000 sec): 3 clusters Score: Raw -4217842.223749 + Penalty 5097.569959 = -4212744.653790 nChanged 14 SP:Iteration 42Q (6604.390000 sec): 3 clusters Score: Raw -4217845.462899 + Penalty 5097.569959 = -4212747.892940 nChanged 14 SP:Iteration 43Q (6604.490000 sec): 3 clusters Score: Raw -4217848.948534 + Penalty 5097.569959 = -4212751.378575 nChanged 19 SP:Iteration 44Q (6604.590000 sec): 3 clusters Score: Raw -4217854.886922 + Penalty 5097.569959 = -4212757.316963 nChanged 14 SP:Iteration 45Q (6604.690000 sec): 3 clusters Score: Raw -4217858.307827 + Penalty 5097.569959 = -4212760.737867 nChanged 12 SP:Iteration 46Q (6604.800000 sec): 3 clusters Score: Raw -4217861.001101 + Penalty 5097.569959 = -4212763.431141 nChanged 9 SP:Iteration 47Q (6604.900000 sec): 3 clusters Score: Raw -4217863.250282 + Penalty 5097.569959 = -4212765.680323 nChanged 12 SP:Iteration 48Q (6605.000000 sec): 3 clusters Score: Raw -4217867.688098 + Penalty 5097.569959 = -4212770.118139 nChanged 18 SP:Iteration 49Q (6605.100000 sec): 3 clusters Score: Raw -4217875.804378 + Penalty 5097.569959 = -4212778.234418 nChanged 18 SP:Iteration 50Q (6605.210000 sec): 3 clusters Score: Raw -4217881.007020 + Penalty 5097.569959 = -4212783.437060 nChanged 17 SP:Iteration 51Q (6605.310000 sec): 3 clusters Score: Raw -4217885.293525 + Penalty 5097.569959 = -4212787.723565 nChanged 18 SP:Iteration 52Q (6605.410000 sec): 3 clusters Score: Raw -4217889.413434 + Penalty 5097.569959 = -4212791.843474 nChanged 8 SP:Iteration 53Q (6605.510000 sec): 3 clusters Score: Raw -4217891.181828 + Penalty 5097.569959 = -4212793.611869 nChanged 12 SP:Iteration 54Q (6605.610000 sec): 3 clusters Score: Raw -4217895.802856 + Penalty 5097.569959 = -4212798.232897 nChanged 19 SP:Iteration 55Q (6605.710000 sec): 3 clusters Score: Raw -4217900.830656 + Penalty 5097.569959 = -4212803.260696 nChanged 12 SP:Iteration 56Q (6605.810000 sec): 3 clusters Score: Raw -4217904.094725 + Penalty 5097.569959 = -4212806.524766 nChanged 10 SP:Iteration 57Q (6605.920000 sec): 3 clusters Score: Raw -4217907.663922 + Penalty 5097.569959 = -4212810.093963 nChanged 11 SP:Iteration 58Q (6606.020000 sec): 3 clusters Score: Raw -4217911.866017 + Penalty 5097.569959 = -4212814.296058 nChanged 11 SP:Iteration 59Q (6606.120000 sec): 3 clusters Score: Raw -4217914.430660 + Penalty 5097.569959 = -4212816.860701 nChanged 7 SP:Iteration 60F (6606.250000 sec): 3 clusters Score: Raw -4217916.736308 + Penalty 5097.569959 = -4212819.166348 nChanged 4 SP:Iteration 61Q (6606.350000 sec): 3 clusters Score: Raw -4217917.569925 + Penalty 5097.569959 = -4212819.999966 nChanged 3 SP:Iteration 62Q (6606.450000 sec): 3 clusters Score: Raw -4217918.478039 + Penalty 5097.569959 = -4212820.908080 nChanged 7 SP:Iteration 63Q (6606.550000 sec): 3 clusters Score: Raw -4217919.978712 + Penalty 5097.569959 = -4212822.408753 nChanged 9 SP:Iteration 64Q (6606.650000 sec): 3 clusters Score: Raw -4217921.756338 + Penalty 5097.569959 = -4212824.186378 nChanged 8 SP:Iteration 65Q (6606.750000 sec): 3 clusters Score: Raw -4217923.414778 + Penalty 5097.569959 = -4212825.844819 nChanged 4 SP:Iteration 66Q (6606.850000 sec): 3 clusters Score: Raw -4217923.862062 + Penalty 5097.569959 = -4212826.292102 nChanged 2 SP:Iteration 67Q (6606.950000 sec): 3 clusters Score: Raw -4217924.348176 + Penalty 5097.569959 = -4212826.778217 nChanged 1 SP:Iteration 68Q (6607.050000 sec): 3 clusters Score: Raw -4217924.905180 + Penalty 5097.569959 = -4212827.335221 nChanged 0 SP:Iteration 69F (6607.170000 sec): 3 clusters Score: Raw -4217924.905180 + Penalty 5097.569959 = -4212827.335221 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6607.200000 sec): 2 clusters Score: Raw -662648.658894 + Penalty 2074.513547 = -660574.145348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6607.220000 sec): 3 clusters Score: Raw -660660.463407 + Penalty 4149.027093 = -656511.436314 nChanged 1638 SP:Iteration 1F (6607.240000 sec): 3 clusters Score: Raw -661792.714915 + Penalty 4149.027093 = -657643.687822 nChanged 392 SP:Iteration 2F (6607.250000 sec): 3 clusters Score: Raw -662164.175863 + Penalty 4149.027093 = -658015.148770 nChanged 287 SP:Iteration 3F (6607.270000 sec): 3 clusters Score: Raw -662416.173685 + Penalty 4149.027093 = -658267.146592 nChanged 234 SP:Iteration 4F (6607.290000 sec): 3 clusters Score: Raw -662602.679636 + Penalty 4149.027093 = -658453.652543 nChanged 195 SP:Iteration 5Q (6607.310000 sec): 3 clusters Score: Raw -662728.719621 + Penalty 4149.027093 = -658579.692528 nChanged 146 SP:Iteration 6Q (6607.330000 sec): 3 clusters Score: Raw -662825.320162 + Penalty 4149.027093 = -658676.293069 nChanged 116 SP:Iteration 7Q (6607.350000 sec): 3 clusters Score: Raw -662888.249796 + Penalty 4149.027093 = -658739.222702 nChanged 117 SP:Iteration 8Q (6607.360000 sec): 3 clusters Score: Raw -662951.788389 + Penalty 4149.027093 = -658802.761296 nChanged 94 SP:Iteration 9Q (6607.380000 sec): 3 clusters Score: Raw -662996.941203 + Penalty 4149.027093 = -658847.914110 nChanged 86 SP:Iteration 10Q (6607.400000 sec): 3 clusters Score: Raw -663043.500962 + Penalty 4149.027093 = -658894.473868 nChanged 85 SP:Iteration 11Q (6607.410000 sec): 3 clusters Score: Raw -663089.814837 + Penalty 4149.027093 = -658940.787743 nChanged 75 SP:Iteration 12Q (6607.430000 sec): 3 clusters Score: Raw -663126.601920 + Penalty 4149.027093 = -658977.574827 nChanged 65 SP:Iteration 13Q (6607.450000 sec): 3 clusters Score: Raw -663157.089755 + Penalty 4149.027093 = -659008.062662 nChanged 53 SP:Iteration 14Q (6607.470000 sec): 3 clusters Score: Raw -663182.489319 + Penalty 4149.027093 = -659033.462225 nChanged 39 SP:Iteration 15Q (6607.490000 sec): 3 clusters Score: Raw -663200.482009 + Penalty 4149.027093 = -659051.454916 nChanged 35 SP:Iteration 16Q (6607.500000 sec): 3 clusters Score: Raw -663218.904189 + Penalty 4149.027093 = -659069.877096 nChanged 33 SP:Iteration 17Q (6607.520000 sec): 3 clusters Score: Raw -663236.396731 + Penalty 4149.027093 = -659087.369638 nChanged 25 SP:Iteration 18Q (6607.540000 sec): 3 clusters Score: Raw -663246.825815 + Penalty 4149.027093 = -659097.798721 nChanged 24 SP:Iteration 19Q (6607.550000 sec): 3 clusters Score: Raw -663258.243518 + Penalty 4149.027093 = -659109.216424 nChanged 30 SP:Iteration 20F (6607.570000 sec): 3 clusters Score: Raw -663272.899774 + Penalty 4149.027093 = -659123.872680 nChanged 25 SP:Iteration 21Q (6607.590000 sec): 3 clusters Score: Raw -663285.581967 + Penalty 4149.027093 = -659136.554874 nChanged 19 SP:Iteration 22Q (6607.610000 sec): 3 clusters Score: Raw -663298.529294 + Penalty 4149.027093 = -659149.502200 nChanged 22 SP:Iteration 23Q (6607.630000 sec): 3 clusters Score: Raw -663307.916065 + Penalty 4149.027093 = -659158.888972 nChanged 20 SP:Iteration 24Q (6607.640000 sec): 3 clusters Score: Raw -663317.173571 + Penalty 4149.027093 = -659168.146478 nChanged 15 SP:Iteration 25Q (6607.660000 sec): 3 clusters Score: Raw -663322.088470 + Penalty 4149.027093 = -659173.061377 nChanged 5 SP:Iteration 26Q (6607.680000 sec): 3 clusters Score: Raw -663323.448781 + Penalty 4149.027093 = -659174.421687 nChanged 3 SP:Iteration 27Q (6607.690000 sec): 3 clusters Score: Raw -663324.323579 + Penalty 4149.027093 = -659175.296485 nChanged 2 SP:Iteration 28Q (6607.710000 sec): 3 clusters Score: Raw -663325.192924 + Penalty 4149.027093 = -659176.165831 nChanged 5 SP:Iteration 29Q (6607.730000 sec): 3 clusters Score: Raw -663328.295798 + Penalty 4149.027093 = -659179.268705 nChanged 6 SP:Iteration 30Q (6607.750000 sec): 3 clusters Score: Raw -663330.886918 + Penalty 4149.027093 = -659181.859824 nChanged 8 SP:Iteration 31Q (6607.770000 sec): 3 clusters Score: Raw -663333.438351 + Penalty 4149.027093 = -659184.411258 nChanged 4 SP:Iteration 32Q (6607.780000 sec): 3 clusters Score: Raw -663335.121878 + Penalty 4149.027093 = -659186.094785 nChanged 5 SP:Iteration 33Q (6607.800000 sec): 3 clusters Score: Raw -663337.104932 + Penalty 4149.027093 = -659188.077839 nChanged 6 SP:Iteration 34Q (6607.820000 sec): 3 clusters Score: Raw -663339.541428 + Penalty 4149.027093 = -659190.514335 nChanged 2 SP:Iteration 35Q (6607.830000 sec): 3 clusters Score: Raw -663340.256931 + Penalty 4149.027093 = -659191.229838 nChanged 1 SP:Iteration 36Q (6607.850000 sec): 3 clusters Score: Raw -663340.507943 + Penalty 4149.027093 = -659191.480850 nChanged 1 SP:Iteration 37Q (6607.870000 sec): 3 clusters Score: Raw -663340.693943 + Penalty 4149.027093 = -659191.666850 nChanged 0 SP:Iteration 38F (6607.890000 sec): 3 clusters Score: Raw -663340.693943 + Penalty 4149.027093 = -659191.666850 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6607.910000 sec): 2 clusters Score: Raw -694193.047890 + Penalty 2094.213041 = -692098.834849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6607.930000 sec): 3 clusters Score: Raw -692000.661076 + Penalty 4188.426081 = -687812.234995 nChanged 1759 SP:Iteration 1F (6607.950000 sec): 3 clusters Score: Raw -693123.607587 + Penalty 4188.426081 = -688935.181506 nChanged 382 SP:Iteration 2F (6607.970000 sec): 3 clusters Score: Raw -693445.339642 + Penalty 4188.426081 = -689256.913561 nChanged 314 SP:Iteration 3F (6607.990000 sec): 3 clusters Score: Raw -693692.575528 + Penalty 4188.426081 = -689504.149447 nChanged 248 SP:Iteration 4F (6608.010000 sec): 3 clusters Score: Raw -693883.968044 + Penalty 4188.426081 = -689695.541963 nChanged 228 SP:Iteration 5Q (6608.030000 sec): 3 clusters Score: Raw -694076.590723 + Penalty 4188.426081 = -689888.164642 nChanged 211 SP:Iteration 6Q (6608.040000 sec): 3 clusters Score: Raw -694265.597885 + Penalty 4188.426081 = -690077.171804 nChanged 182 SP:Iteration 7Q (6608.060000 sec): 3 clusters Score: Raw -694451.573556 + Penalty 4188.426081 = -690263.147475 nChanged 173 SP:Iteration 8Q (6608.080000 sec): 3 clusters Score: Raw -694628.871254 + Penalty 4188.426081 = -690440.445173 nChanged 163 SP:Iteration 9Q (6608.100000 sec): 3 clusters Score: Raw -694798.122047 + Penalty 4188.426081 = -690609.695966 nChanged 143 SP:Iteration 10Q (6608.120000 sec): 3 clusters Score: Raw -694923.286259 + Penalty 4188.426081 = -690734.860178 nChanged 136 SP:Iteration 11Q (6608.140000 sec): 3 clusters Score: Raw -695030.194969 + Penalty 4188.426081 = -690841.768888 nChanged 114 SP:Iteration 12Q (6608.150000 sec): 3 clusters Score: Raw -695123.929093 + Penalty 4188.426081 = -690935.503012 nChanged 110 SP:Iteration 13Q (6608.170000 sec): 3 clusters Score: Raw -695235.858476 + Penalty 4188.426081 = -691047.432395 nChanged 119 SP:Iteration 14Q (6608.190000 sec): 3 clusters Score: Raw -695365.250188 + Penalty 4188.426081 = -691176.824107 nChanged 119 SP:Iteration 15Q (6608.210000 sec): 3 clusters Score: Raw -695480.892767 + Penalty 4188.426081 = -691292.466686 nChanged 111 SP:Iteration 16Q (6608.230000 sec): 3 clusters Score: Raw -695565.653596 + Penalty 4188.426081 = -691377.227515 nChanged 113 SP:Iteration 17Q (6608.240000 sec): 3 clusters Score: Raw -695647.229645 + Penalty 4188.426081 = -691458.803564 nChanged 90 SP:Iteration 18Q (6608.260000 sec): 3 clusters Score: Raw -695709.431989 + Penalty 4188.426081 = -691521.005907 nChanged 65 SP:Iteration 19Q (6608.280000 sec): 3 clusters Score: Raw -695746.911137 + Penalty 4188.426081 = -691558.485056 nChanged 48 SP:Iteration 20F (6608.290000 sec): 3 clusters Score: Raw -695773.854468 + Penalty 4188.426081 = -691585.428387 nChanged 52 SP:Iteration 21Q (6608.310000 sec): 3 clusters Score: Raw -695807.252322 + Penalty 4188.426081 = -691618.826241 nChanged 50 SP:Iteration 22Q (6608.330000 sec): 3 clusters Score: Raw -695836.300209 + Penalty 4188.426081 = -691647.874128 nChanged 33 SP:Iteration 23Q (6608.350000 sec): 3 clusters Score: Raw -695853.802212 + Penalty 4188.426081 = -691665.376131 nChanged 24 SP:Iteration 24Q (6608.370000 sec): 3 clusters Score: Raw -695868.371871 + Penalty 4188.426081 = -691679.945790 nChanged 25 SP:Iteration 25Q (6608.380000 sec): 3 clusters Score: Raw -695881.545169 + Penalty 4188.426081 = -691693.119088 nChanged 16 SP:Iteration 26Q (6608.400000 sec): 3 clusters Score: Raw -695888.470799 + Penalty 4188.426081 = -691700.044718 nChanged 13 SP:Iteration 27Q (6608.410000 sec): 3 clusters Score: Raw -695894.534540 + Penalty 4188.426081 = -691706.108459 nChanged 16 SP:Iteration 28Q (6608.430000 sec): 3 clusters Score: Raw -695902.611296 + Penalty 4188.426081 = -691714.185215 nChanged 15 SP:Iteration 29Q (6608.450000 sec): 3 clusters Score: Raw -695910.243885 + Penalty 4188.426081 = -691721.817804 nChanged 13 SP:Iteration 30Q (6608.470000 sec): 3 clusters Score: Raw -695917.743666 + Penalty 4188.426081 = -691729.317585 nChanged 11 SP:Iteration 31Q (6608.480000 sec): 3 clusters Score: Raw -695923.546835 + Penalty 4188.426081 = -691735.120754 nChanged 18 SP:Iteration 32Q (6608.500000 sec): 3 clusters Score: Raw -695931.069587 + Penalty 4188.426081 = -691742.643505 nChanged 13 SP:Iteration 33Q (6608.510000 sec): 3 clusters Score: Raw -695938.304969 + Penalty 4188.426081 = -691749.878888 nChanged 16 SP:Iteration 34Q (6608.530000 sec): 3 clusters Score: Raw -695945.679900 + Penalty 4188.426081 = -691757.253819 nChanged 14 SP:Iteration 35Q (6608.550000 sec): 3 clusters Score: Raw -695950.969971 + Penalty 4188.426081 = -691762.543890 nChanged 6 SP:Iteration 36Q (6608.570000 sec): 3 clusters Score: Raw -695953.935169 + Penalty 4188.426081 = -691765.509088 nChanged 8 SP:Iteration 37Q (6608.580000 sec): 3 clusters Score: Raw -695956.286667 + Penalty 4188.426081 = -691767.860586 nChanged 3 SP:Iteration 38Q (6608.600000 sec): 3 clusters Score: Raw -695957.262218 + Penalty 4188.426081 = -691768.836136 nChanged 1 SP:Iteration 39Q (6608.610000 sec): 3 clusters Score: Raw -695957.715254 + Penalty 4188.426081 = -691769.289173 nChanged 3 SP:Iteration 40F (6608.630000 sec): 3 clusters Score: Raw -695958.897305 + Penalty 4188.426081 = -691770.471224 nChanged 2 SP:Iteration 41Q (6608.650000 sec): 3 clusters Score: Raw -695959.477889 + Penalty 4188.426081 = -691771.051808 nChanged 2 SP:Iteration 42Q (6608.670000 sec): 3 clusters Score: Raw -695960.553592 + Penalty 4188.426081 = -691772.127511 nChanged 7 SP:Iteration 43Q (6608.690000 sec): 3 clusters Score: Raw -695962.866734 + Penalty 4188.426081 = -691774.440653 nChanged 4 SP:Iteration 44Q (6608.700000 sec): 3 clusters Score: Raw -695964.318979 + Penalty 4188.426081 = -691775.892898 nChanged 5 SP:Iteration 45Q (6608.720000 sec): 3 clusters Score: Raw -695967.654114 + Penalty 4188.426081 = -691779.228033 nChanged 7 SP:Iteration 46Q (6608.730000 sec): 3 clusters Score: Raw -695972.196487 + Penalty 4188.426081 = -691783.770406 nChanged 3 SP:Iteration 47Q (6608.750000 sec): 3 clusters Score: Raw -695974.259674 + Penalty 4188.426081 = -691785.833593 nChanged 4 SP:Iteration 48Q (6608.770000 sec): 3 clusters Score: Raw -695978.579040 + Penalty 4188.426081 = -691790.152959 nChanged 4 SP:Iteration 49Q (6608.790000 sec): 3 clusters Score: Raw -695979.961064 + Penalty 4188.426081 = -691791.534983 nChanged 1 SP:Iteration 50Q (6608.800000 sec): 3 clusters Score: Raw -695980.089104 + Penalty 4188.426081 = -691791.663023 nChanged 1 SP:Iteration 51Q (6608.820000 sec): 3 clusters Score: Raw -695980.438080 + Penalty 4188.426081 = -691792.011999 nChanged 3 SP:Iteration 52Q (6608.840000 sec): 3 clusters Score: Raw -695982.446301 + Penalty 4188.426081 = -691794.020220 nChanged 1 SP:Iteration 53Q (6608.850000 sec): 3 clusters Score: Raw -695982.813370 + Penalty 4188.426081 = -691794.387289 nChanged 0 SP:Iteration 54F (6608.870000 sec): 3 clusters Score: Raw -695982.813370 + Penalty 4188.426081 = -691794.387289 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (13866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6608.930000 sec): 2 clusters Score: Raw -2169064.966553 + Penalty 2365.224380 = -2166699.742173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6608.990000 sec): 3 clusters Score: Raw -2161320.289755 + Penalty 4730.448759 = -2156589.840996 nChanged 5923 SP:Iteration 1F (6609.050000 sec): 3 clusters Score: Raw -2164429.193375 + Penalty 4730.448759 = -2159698.744615 nChanged 869 SP:Iteration 2F (6609.110000 sec): 3 clusters Score: Raw -2164794.610598 + Penalty 4730.448759 = -2160064.161839 nChanged 697 SP:Iteration 3F (6609.170000 sec): 3 clusters Score: Raw -2165076.984227 + Penalty 4730.448759 = -2160346.535467 nChanged 579 SP:Iteration 4Q (6609.230000 sec): 3 clusters Score: Raw -2165303.258652 + Penalty 4730.448759 = -2160572.809892 nChanged 501 SP:Iteration 5Q (6609.290000 sec): 3 clusters Score: Raw -2165499.112711 + Penalty 4730.448759 = -2160768.663952 nChanged 474 SP:Iteration 6Q (6609.350000 sec): 3 clusters Score: Raw -2165684.433143 + Penalty 4730.448759 = -2160953.984384 nChanged 490 SP:Iteration 7Q (6609.410000 sec): 3 clusters Score: Raw -2165869.901509 + Penalty 4730.448759 = -2161139.452749 nChanged 470 SP:Iteration 8Q (6609.470000 sec): 3 clusters Score: Raw -2166055.296644 + Penalty 4730.448759 = -2161324.847885 nChanged 472 SP:Iteration 9Q (6609.530000 sec): 3 clusters Score: Raw -2166240.010579 + Penalty 4730.448759 = -2161509.561819 nChanged 469 SP:Iteration 10Q (6609.590000 sec): 3 clusters Score: Raw -2166424.042134 + Penalty 4730.448759 = -2161693.593374 nChanged 483 SP:Iteration 11Q (6609.650000 sec): 3 clusters Score: Raw -2166621.879337 + Penalty 4730.448759 = -2161891.430578 nChanged 472 SP:Iteration 12Q (6609.710000 sec): 3 clusters Score: Raw -2166822.480798 + Penalty 4730.448759 = -2162092.032039 nChanged 462 SP:Iteration 13Q (6609.770000 sec): 3 clusters Score: Raw -2167016.961254 + Penalty 4730.448759 = -2162286.512495 nChanged 454 SP:Iteration 14Q (6609.830000 sec): 3 clusters Score: Raw -2167220.218347 + Penalty 4730.448759 = -2162489.769587 nChanged 432 SP:Iteration 15Q (6609.890000 sec): 3 clusters Score: Raw -2167407.432399 + Penalty 4730.448759 = -2162676.983639 nChanged 400 SP:Iteration 16Q (6609.950000 sec): 3 clusters Score: Raw -2167576.510174 + Penalty 4730.448759 = -2162846.061415 nChanged 381 SP:Iteration 17Q (6610.010000 sec): 3 clusters Score: Raw -2167737.303506 + Penalty 4730.448759 = -2163006.854747 nChanged 344 SP:Iteration 18Q (6610.070000 sec): 3 clusters Score: Raw -2167899.614085 + Penalty 4730.448759 = -2163169.165325 nChanged 363 SP:Iteration 19Q (6610.130000 sec): 3 clusters Score: Raw -2168072.076675 + Penalty 4730.448759 = -2163341.627916 nChanged 345 SP:Iteration 20F (6610.190000 sec): 3 clusters Score: Raw -2168242.145348 + Penalty 4730.448759 = -2163511.696588 nChanged 305 SP:Iteration 21Q (6610.250000 sec): 3 clusters Score: Raw -2168394.959006 + Penalty 4730.448759 = -2163664.510247 nChanged 285 SP:Iteration 22Q (6610.310000 sec): 3 clusters Score: Raw -2168537.842837 + Penalty 4730.448759 = -2163807.394078 nChanged 259 SP:Iteration 23Q (6610.370000 sec): 3 clusters Score: Raw -2168688.856691 + Penalty 4730.448759 = -2163958.407932 nChanged 225 SP:Iteration 24Q (6610.430000 sec): 3 clusters Score: Raw -2168821.673327 + Penalty 4730.448759 = -2164091.224568 nChanged 176 SP:Iteration 25Q (6610.490000 sec): 3 clusters Score: Raw -2168919.138189 + Penalty 4730.448759 = -2164188.689430 nChanged 142 SP:Iteration 26Q (6610.550000 sec): 3 clusters Score: Raw -2169004.627429 + Penalty 4730.448759 = -2164274.178670 nChanged 116 SP:Iteration 27Q (6610.600000 sec): 3 clusters Score: Raw -2169077.520415 + Penalty 4730.448759 = -2164347.071656 nChanged 111 SP:Iteration 28Q (6610.660000 sec): 3 clusters Score: Raw -2169148.339279 + Penalty 4730.448759 = -2164417.890520 nChanged 83 SP:Iteration 29Q (6610.720000 sec): 3 clusters Score: Raw -2169200.233092 + Penalty 4730.448759 = -2164469.784333 nChanged 74 SP:Iteration 30Q (6610.770000 sec): 3 clusters Score: Raw -2169245.407721 + Penalty 4730.448759 = -2164514.958962 nChanged 50 SP:Iteration 31Q (6610.830000 sec): 3 clusters Score: Raw -2169278.697745 + Penalty 4730.448759 = -2164548.248985 nChanged 37 SP:Iteration 32Q (6610.880000 sec): 3 clusters Score: Raw -2169299.231489 + Penalty 4730.448759 = -2164568.782730 nChanged 20 SP:Iteration 33Q (6610.930000 sec): 3 clusters Score: Raw -2169312.758590 + Penalty 4730.448759 = -2164582.309831 nChanged 28 SP:Iteration 34Q (6610.990000 sec): 3 clusters Score: Raw -2169329.002584 + Penalty 4730.448759 = -2164598.553825 nChanged 26 SP:Iteration 35Q (6611.040000 sec): 3 clusters Score: Raw -2169345.507570 + Penalty 4730.448759 = -2164615.058811 nChanged 22 SP:Iteration 36Q (6611.090000 sec): 3 clusters Score: Raw -2169359.771921 + Penalty 4730.448759 = -2164629.323162 nChanged 17 SP:Iteration 37Q (6611.150000 sec): 3 clusters Score: Raw -2169371.420582 + Penalty 4730.448759 = -2164640.971823 nChanged 18 SP:Iteration 38Q (6611.200000 sec): 3 clusters Score: Raw -2169383.334749 + Penalty 4730.448759 = -2164652.885990 nChanged 21 SP:Iteration 39Q (6611.250000 sec): 3 clusters Score: Raw -2169399.227548 + Penalty 4730.448759 = -2164668.778789 nChanged 22 SP:Iteration 40F (6611.310000 sec): 3 clusters Score: Raw -2169418.387456 + Penalty 4730.448759 = -2164687.938697 nChanged 19 SP:Iteration 41Q (6611.360000 sec): 3 clusters Score: Raw -2169433.146567 + Penalty 4730.448759 = -2164702.697807 nChanged 12 SP:Iteration 42Q (6611.410000 sec): 3 clusters Score: Raw -2169443.042264 + Penalty 4730.448759 = -2164712.593504 nChanged 11 SP:Iteration 43Q (6611.460000 sec): 3 clusters Score: Raw -2169450.570841 + Penalty 4730.448759 = -2164720.122081 nChanged 10 SP:Iteration 44Q (6611.510000 sec): 3 clusters Score: Raw -2169458.090013 + Penalty 4730.448759 = -2164727.641253 nChanged 12 SP:Iteration 45Q (6611.560000 sec): 3 clusters Score: Raw -2169465.847603 + Penalty 4730.448759 = -2164735.398844 nChanged 6 SP:Iteration 46Q (6611.610000 sec): 3 clusters Score: Raw -2169468.768570 + Penalty 4730.448759 = -2164738.319811 nChanged 5 SP:Iteration 47Q (6611.660000 sec): 3 clusters Score: Raw -2169471.663171 + Penalty 4730.448759 = -2164741.214412 nChanged 1 SP:Iteration 48Q (6611.710000 sec): 3 clusters Score: Raw -2169472.777539 + Penalty 4730.448759 = -2164742.328780 nChanged 1 SP:Iteration 49Q (6611.760000 sec): 3 clusters Score: Raw -2169473.351525 + Penalty 4730.448759 = -2164742.902766 nChanged 0 SP:Iteration 50F (6611.820000 sec): 3 clusters Score: Raw -2169473.351525 + Penalty 4730.448759 = -2164742.902766 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (245264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6612.820000 sec): 2 clusters Score: Raw -38187616.379077 + Penalty 3077.702434 = -38184538.676643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6613.940000 sec): 3 clusters Score: Raw -38025942.896343 + Penalty 6155.404868 = -38019787.491475 nChanged 118168 SP:Iteration 1F (6615.050000 sec): 3 clusters Score: Raw -38096183.084572 + Penalty 6155.404868 = -38090027.679704 nChanged 9006 SP:Iteration 2Q (6616.210000 sec): 3 clusters Score: Raw -38099088.524702 + Penalty 6155.404868 = -38092933.119834 nChanged 12473 SP:Iteration 3F (6617.310000 sec): 3 clusters Score: Raw -38104861.695899 + Penalty 6155.404868 = -38098706.291030 nChanged 16887 SP:Iteration 4F (6618.420000 sec): 3 clusters Score: Raw -38115566.017618 + Penalty 6155.404868 = -38109410.612750 nChanged 21109 SP:Iteration 5F (6619.530000 sec): 3 clusters Score: Raw -38132990.153730 + Penalty 6155.404868 = -38126834.748862 nChanged 22504 SP:Iteration 6F (6620.630000 sec): 3 clusters Score: Raw -38155127.935672 + Penalty 6155.404868 = -38148972.530804 nChanged 17856 SP:Iteration 7F (6621.730000 sec): 3 clusters Score: Raw -38173430.341539 + Penalty 6155.404868 = -38167274.936670 nChanged 9697 SP:Iteration 8Q (6622.850000 sec): 3 clusters Score: Raw -38182888.136972 + Penalty 6155.404868 = -38176732.732104 nChanged 3765 SP:Iteration 9Q (6623.900000 sec): 3 clusters Score: Raw -38186324.874813 + Penalty 6155.404868 = -38180169.469945 nChanged 1143 SP:Iteration 10Q (6624.800000 sec): 3 clusters Score: Raw -38187353.133365 + Penalty 6155.404868 = -38181197.728496 nChanged 321 SP:Iteration 11Q (6625.630000 sec): 3 clusters Score: Raw -38187706.508468 + Penalty 6155.404868 = -38181551.103600 nChanged 112 SP:Iteration 12Q (6626.440000 sec): 3 clusters Score: Raw -38187848.737692 + Penalty 6155.404868 = -38181693.332823 nChanged 49 SP:Iteration 13Q (6627.230000 sec): 3 clusters Score: Raw -38187905.913406 + Penalty 6155.404868 = -38181750.508538 nChanged 31 SP:Iteration 14Q (6628.040000 sec): 3 clusters Score: Raw -38187942.640688 + Penalty 6155.404868 = -38181787.235819 nChanged 20 SP:Iteration 15Q (6628.830000 sec): 3 clusters Score: Raw -38187963.747797 + Penalty 6155.404868 = -38181808.342929 nChanged 18 SP:Iteration 16Q (6629.630000 sec): 3 clusters Score: Raw -38187988.368177 + Penalty 6155.404868 = -38181832.963308 nChanged 11 SP:Iteration 17Q (6630.410000 sec): 3 clusters Score: Raw -38188003.255212 + Penalty 6155.404868 = -38181847.850344 nChanged 4 SP:Iteration 18Q (6631.190000 sec): 3 clusters Score: Raw -38188007.932414 + Penalty 6155.404868 = -38181852.527546 nChanged 3 SP:Iteration 19Q (6631.980000 sec): 3 clusters Score: Raw -38188011.370423 + Penalty 6155.404868 = -38181855.965554 nChanged 0 SP:Iteration 20F (6633.060000 sec): 3 clusters Score: Raw -38188011.370423 + Penalty 6155.404868 = -38181855.965554 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6633.240000 sec): 2 clusters Score: Raw -2330875.663276 + Penalty 2384.868514 = -2328490.794761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6633.310000 sec): 3 clusters Score: Raw -2322346.816293 + Penalty 4769.737029 = -2317577.079264 nChanged 6499 SP:Iteration 1F (6633.370000 sec): 3 clusters Score: Raw -2325838.444751 + Penalty 4769.737029 = -2321068.707722 nChanged 843 SP:Iteration 2F (6633.440000 sec): 3 clusters Score: Raw -2326188.641309 + Penalty 4769.737029 = -2321418.904280 nChanged 735 SP:Iteration 3Q (6633.500000 sec): 3 clusters Score: Raw -2326514.016175 + Penalty 4769.737029 = -2321744.279146 nChanged 657 SP:Iteration 4Q (6633.560000 sec): 3 clusters Score: Raw -2326811.645185 + Penalty 4769.737029 = -2322041.908157 nChanged 618 SP:Iteration 5Q (6633.630000 sec): 3 clusters Score: Raw -2327096.766542 + Penalty 4769.737029 = -2322327.029513 nChanged 551 SP:Iteration 6Q (6633.700000 sec): 3 clusters Score: Raw -2327344.931017 + Penalty 4769.737029 = -2322575.193988 nChanged 573 SP:Iteration 7Q (6633.760000 sec): 3 clusters Score: Raw -2327550.389552 + Penalty 4769.737029 = -2322780.652523 nChanged 463 SP:Iteration 8Q (6633.830000 sec): 3 clusters Score: Raw -2327697.527334 + Penalty 4769.737029 = -2322927.790305 nChanged 403 SP:Iteration 9Q (6633.890000 sec): 3 clusters Score: Raw -2327833.075826 + Penalty 4769.737029 = -2323063.338797 nChanged 397 SP:Iteration 10Q (6633.960000 sec): 3 clusters Score: Raw -2327956.292535 + Penalty 4769.737029 = -2323186.555506 nChanged 366 SP:Iteration 11Q (6634.020000 sec): 3 clusters Score: Raw -2328073.631815 + Penalty 4769.737029 = -2323303.894786 nChanged 345 SP:Iteration 12Q (6634.080000 sec): 3 clusters Score: Raw -2328183.298046 + Penalty 4769.737029 = -2323413.561017 nChanged 359 SP:Iteration 13Q (6634.140000 sec): 3 clusters Score: Raw -2328316.319867 + Penalty 4769.737029 = -2323546.582838 nChanged 382 SP:Iteration 14Q (6634.210000 sec): 3 clusters Score: Raw -2328461.421282 + Penalty 4769.737029 = -2323691.684253 nChanged 407 SP:Iteration 15Q (6634.270000 sec): 3 clusters Score: Raw -2328620.525861 + Penalty 4769.737029 = -2323850.788832 nChanged 382 SP:Iteration 16Q (6634.340000 sec): 3 clusters Score: Raw -2328784.599043 + Penalty 4769.737029 = -2324014.862014 nChanged 411 SP:Iteration 17Q (6634.400000 sec): 3 clusters Score: Raw -2328955.426183 + Penalty 4769.737029 = -2324185.689154 nChanged 394 SP:Iteration 18Q (6634.460000 sec): 3 clusters Score: Raw -2329128.860251 + Penalty 4769.737029 = -2324359.123222 nChanged 383 SP:Iteration 19Q (6634.530000 sec): 3 clusters Score: Raw -2329295.870473 + Penalty 4769.737029 = -2324526.133445 nChanged 368 SP:Iteration 20F (6634.590000 sec): 3 clusters Score: Raw -2329453.346649 + Penalty 4769.737029 = -2324683.609620 nChanged 293 SP:Iteration 21Q (6634.650000 sec): 3 clusters Score: Raw -2329573.048553 + Penalty 4769.737029 = -2324803.311524 nChanged 267 SP:Iteration 22Q (6634.720000 sec): 3 clusters Score: Raw -2329685.670372 + Penalty 4769.737029 = -2324915.933343 nChanged 271 SP:Iteration 23Q (6634.780000 sec): 3 clusters Score: Raw -2329796.145844 + Penalty 4769.737029 = -2325026.408815 nChanged 248 SP:Iteration 24Q (6634.840000 sec): 3 clusters Score: Raw -2329887.386296 + Penalty 4769.737029 = -2325117.649267 nChanged 227 SP:Iteration 25Q (6634.900000 sec): 3 clusters Score: Raw -2329975.589203 + Penalty 4769.737029 = -2325205.852174 nChanged 218 SP:Iteration 26Q (6634.960000 sec): 3 clusters Score: Raw -2330051.222362 + Penalty 4769.737029 = -2325281.485333 nChanged 213 SP:Iteration 27Q (6635.020000 sec): 3 clusters Score: Raw -2330119.375221 + Penalty 4769.737029 = -2325349.638193 nChanged 193 SP:Iteration 28Q (6635.080000 sec): 3 clusters Score: Raw -2330190.639662 + Penalty 4769.737029 = -2325420.902633 nChanged 190 SP:Iteration 29Q (6635.140000 sec): 3 clusters Score: Raw -2330268.458614 + Penalty 4769.737029 = -2325498.721585 nChanged 205 SP:Iteration 30Q (6635.200000 sec): 3 clusters Score: Raw -2330348.183758 + Penalty 4769.737029 = -2325578.446729 nChanged 202 SP:Iteration 31Q (6635.260000 sec): 3 clusters Score: Raw -2330422.330769 + Penalty 4769.737029 = -2325652.593741 nChanged 162 SP:Iteration 32Q (6635.320000 sec): 3 clusters Score: Raw -2330476.971783 + Penalty 4769.737029 = -2325707.234754 nChanged 144 SP:Iteration 33Q (6635.380000 sec): 3 clusters Score: Raw -2330529.907028 + Penalty 4769.737029 = -2325760.169999 nChanged 151 SP:Iteration 34Q (6635.440000 sec): 3 clusters Score: Raw -2330586.863470 + Penalty 4769.737029 = -2325817.126442 nChanged 151 SP:Iteration 35Q (6635.500000 sec): 3 clusters Score: Raw -2330641.074467 + Penalty 4769.737029 = -2325871.337438 nChanged 159 SP:Iteration 36Q (6635.550000 sec): 3 clusters Score: Raw -2330709.893541 + Penalty 4769.737029 = -2325940.156512 nChanged 170 SP:Iteration 37Q (6635.610000 sec): 3 clusters Score: Raw -2330778.037806 + Penalty 4769.737029 = -2326008.300777 nChanged 168 SP:Iteration 38Q (6635.660000 sec): 3 clusters Score: Raw -2330849.940092 + Penalty 4769.737029 = -2326080.203064 nChanged 166 SP:Iteration 39Q (6635.720000 sec): 3 clusters Score: Raw -2330933.363696 + Penalty 4769.737029 = -2326163.626667 nChanged 159 SP:Iteration 40F (6635.780000 sec): 3 clusters Score: Raw -2331007.786568 + Penalty 4769.737029 = -2326238.049539 nChanged 139 SP:Iteration 41Q (6635.840000 sec): 3 clusters Score: Raw -2331072.218803 + Penalty 4769.737029 = -2326302.481774 nChanged 141 SP:Iteration 42Q (6635.900000 sec): 3 clusters Score: Raw -2331138.136314 + Penalty 4769.737029 = -2326368.399285 nChanged 141 SP:Iteration 43Q (6635.950000 sec): 3 clusters Score: Raw -2331212.844666 + Penalty 4769.737029 = -2326443.107637 nChanged 153 SP:Iteration 44Q (6636.000000 sec): 3 clusters Score: Raw -2331306.300687 + Penalty 4769.737029 = -2326536.563658 nChanged 136 SP:Iteration 45Q (6636.060000 sec): 3 clusters Score: Raw -2331391.242710 + Penalty 4769.737029 = -2326621.505681 nChanged 120 SP:Iteration 46Q (6636.110000 sec): 3 clusters Score: Raw -2331455.179758 + Penalty 4769.737029 = -2326685.442729 nChanged 93 SP:Iteration 47Q (6636.160000 sec): 3 clusters Score: Raw -2331507.887127 + Penalty 4769.737029 = -2326738.150098 nChanged 69 SP:Iteration 48Q (6636.220000 sec): 3 clusters Score: Raw -2331553.077211 + Penalty 4769.737029 = -2326783.340182 nChanged 67 SP:Iteration 49Q (6636.260000 sec): 3 clusters Score: Raw -2331597.095921 + Penalty 4769.737029 = -2326827.358892 nChanged 58 SP:Iteration 50Q (6636.320000 sec): 3 clusters Score: Raw -2331631.638261 + Penalty 4769.737029 = -2326861.901232 nChanged 45 SP:Iteration 51Q (6636.370000 sec): 3 clusters Score: Raw -2331658.530062 + Penalty 4769.737029 = -2326888.793033 nChanged 40 SP:Iteration 52Q (6636.420000 sec): 3 clusters Score: Raw -2331685.385704 + Penalty 4769.737029 = -2326915.648675 nChanged 39 SP:Iteration 53Q (6636.470000 sec): 3 clusters Score: Raw -2331708.664138 + Penalty 4769.737029 = -2326938.927109 nChanged 32 SP:Iteration 54Q (6636.520000 sec): 3 clusters Score: Raw -2331728.553057 + Penalty 4769.737029 = -2326958.816028 nChanged 34 SP:Iteration 55Q (6636.560000 sec): 3 clusters Score: Raw -2331749.876647 + Penalty 4769.737029 = -2326980.139618 nChanged 27 SP:Iteration 56Q (6636.620000 sec): 3 clusters Score: Raw -2331772.424085 + Penalty 4769.737029 = -2327002.687056 nChanged 26 SP:Iteration 57Q (6636.660000 sec): 3 clusters Score: Raw -2331797.409512 + Penalty 4769.737029 = -2327027.672484 nChanged 26 SP:Iteration 58Q (6636.720000 sec): 3 clusters Score: Raw -2331816.421797 + Penalty 4769.737029 = -2327046.684768 nChanged 27 SP:Iteration 59Q (6636.770000 sec): 3 clusters Score: Raw -2331834.323005 + Penalty 4769.737029 = -2327064.585976 nChanged 17 SP:Iteration 60F (6636.830000 sec): 3 clusters Score: Raw -2331848.317008 + Penalty 4769.737029 = -2327078.579979 nChanged 13 SP:Iteration 61Q (6636.880000 sec): 3 clusters Score: Raw -2331863.257007 + Penalty 4769.737029 = -2327093.519978 nChanged 14 SP:Iteration 62Q (6636.930000 sec): 3 clusters Score: Raw -2331872.882805 + Penalty 4769.737029 = -2327103.145776 nChanged 8 SP:Iteration 63Q (6636.980000 sec): 3 clusters Score: Raw -2331878.139270 + Penalty 4769.737029 = -2327108.402242 nChanged 7 SP:Iteration 64Q (6637.020000 sec): 3 clusters Score: Raw -2331884.565247 + Penalty 4769.737029 = -2327114.828218 nChanged 9 SP:Iteration 65Q (6637.070000 sec): 3 clusters Score: Raw -2331891.027221 + Penalty 4769.737029 = -2327121.290193 nChanged 8 SP:Iteration 66Q (6637.120000 sec): 3 clusters Score: Raw -2331898.699044 + Penalty 4769.737029 = -2327128.962015 nChanged 12 SP:Iteration 67Q (6637.160000 sec): 3 clusters Score: Raw -2331905.425279 + Penalty 4769.737029 = -2327135.688250 nChanged 8 SP:Iteration 68Q (6637.210000 sec): 3 clusters Score: Raw -2331912.223786 + Penalty 4769.737029 = -2327142.486757 nChanged 8 SP:Iteration 69Q (6637.260000 sec): 3 clusters Score: Raw -2331919.532241 + Penalty 4769.737029 = -2327149.795212 nChanged 11 SP:Iteration 70Q (6637.300000 sec): 3 clusters Score: Raw -2331930.884063 + Penalty 4769.737029 = -2327161.147034 nChanged 11 SP:Iteration 71Q (6637.350000 sec): 3 clusters Score: Raw -2331943.195077 + Penalty 4769.737029 = -2327173.458048 nChanged 14 SP:Iteration 72Q (6637.400000 sec): 3 clusters Score: Raw -2331967.955557 + Penalty 4769.737029 = -2327198.218528 nChanged 23 SP:Iteration 73Q (6637.450000 sec): 3 clusters Score: Raw -2331998.560830 + Penalty 4769.737029 = -2327228.823801 nChanged 23 SP:Iteration 74Q (6637.490000 sec): 3 clusters Score: Raw -2332028.084059 + Penalty 4769.737029 = -2327258.347030 nChanged 12 SP:Iteration 75Q (6637.540000 sec): 3 clusters Score: Raw -2332040.383359 + Penalty 4769.737029 = -2327270.646330 nChanged 5 SP:Iteration 76Q (6637.580000 sec): 3 clusters Score: Raw -2332044.210284 + Penalty 4769.737029 = -2327274.473255 nChanged 2 SP:Iteration 77Q (6637.630000 sec): 3 clusters Score: Raw -2332045.684194 + Penalty 4769.737029 = -2327275.947165 nChanged 3 SP:Iteration 78Q (6637.680000 sec): 3 clusters Score: Raw -2332048.322573 + Penalty 4769.737029 = -2327278.585544 nChanged 4 SP:Iteration 79Q (6637.720000 sec): 3 clusters Score: Raw -2332052.931162 + Penalty 4769.737029 = -2327283.194133 nChanged 11 SP:Iteration 80F (6637.790000 sec): 3 clusters Score: Raw -2332066.401926 + Penalty 4769.737029 = -2327296.664898 nChanged 6 SP:Iteration 81Q (6637.830000 sec): 3 clusters Score: Raw -2332072.035641 + Penalty 4769.737029 = -2327302.298612 nChanged 5 SP:Iteration 82Q (6637.880000 sec): 3 clusters Score: Raw -2332075.731842 + Penalty 4769.737029 = -2327305.994813 nChanged 2 SP:Iteration 83Q (6637.920000 sec): 3 clusters Score: Raw -2332076.840179 + Penalty 4769.737029 = -2327307.103150 nChanged 4 SP:Iteration 84Q (6637.970000 sec): 3 clusters Score: Raw -2332080.572790 + Penalty 4769.737029 = -2327310.835761 nChanged 6 SP:Iteration 85Q (6638.020000 sec): 3 clusters Score: Raw -2332084.298235 + Penalty 4769.737029 = -2327314.561206 nChanged 4 SP:Iteration 86Q (6638.060000 sec): 3 clusters Score: Raw -2332086.888630 + Penalty 4769.737029 = -2327317.151601 nChanged 1 SP:Iteration 87Q (6638.110000 sec): 3 clusters Score: Raw -2332087.202496 + Penalty 4769.737029 = -2327317.465467 nChanged 0 SP:Iteration 88F (6638.170000 sec): 3 clusters Score: Raw -2332087.202496 + Penalty 4769.737029 = -2327317.465467 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (7062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6638.200000 sec): 2 clusters Score: Raw -1099619.712731 + Penalty 2197.895927 = -1097421.816804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6638.230000 sec): 3 clusters Score: Raw -1096015.540377 + Penalty 4395.791854 = -1091619.748523 nChanged 2798 SP:Iteration 1F (6638.260000 sec): 3 clusters Score: Raw -1097499.971998 + Penalty 4395.791854 = -1093104.180144 nChanged 507 SP:Iteration 2F (6638.290000 sec): 3 clusters Score: Raw -1097779.157996 + Penalty 4395.791854 = -1093383.366142 nChanged 364 SP:Iteration 3F (6638.320000 sec): 3 clusters Score: Raw -1097981.430342 + Penalty 4395.791854 = -1093585.638488 nChanged 292 SP:Iteration 4Q (6638.350000 sec): 3 clusters Score: Raw -1098143.714276 + Penalty 4395.791854 = -1093747.922422 nChanged 264 SP:Iteration 5Q (6638.380000 sec): 3 clusters Score: Raw -1098264.990689 + Penalty 4395.791854 = -1093869.198835 nChanged 225 SP:Iteration 6Q (6638.410000 sec): 3 clusters Score: Raw -1098379.102804 + Penalty 4395.791854 = -1093983.310950 nChanged 230 SP:Iteration 7Q (6638.440000 sec): 3 clusters Score: Raw -1098476.637576 + Penalty 4395.791854 = -1094080.845722 nChanged 189 SP:Iteration 8Q (6638.470000 sec): 3 clusters Score: Raw -1098553.164171 + Penalty 4395.791854 = -1094157.372317 nChanged 200 SP:Iteration 9Q (6638.500000 sec): 3 clusters Score: Raw -1098645.243540 + Penalty 4395.791854 = -1094249.451686 nChanged 218 SP:Iteration 10Q (6638.530000 sec): 3 clusters Score: Raw -1098762.178998 + Penalty 4395.791854 = -1094366.387144 nChanged 259 SP:Iteration 11Q (6638.560000 sec): 3 clusters Score: Raw -1098921.154495 + Penalty 4395.791854 = -1094525.362641 nChanged 277 SP:Iteration 12Q (6638.590000 sec): 3 clusters Score: Raw -1099115.837050 + Penalty 4395.791854 = -1094720.045196 nChanged 278 SP:Iteration 13Q (6638.620000 sec): 3 clusters Score: Raw -1099311.611756 + Penalty 4395.791854 = -1094915.819903 nChanged 257 SP:Iteration 14Q (6638.650000 sec): 3 clusters Score: Raw -1099487.915228 + Penalty 4395.791854 = -1095092.123374 nChanged 185 SP:Iteration 15Q (6638.680000 sec): 3 clusters Score: Raw -1099616.683633 + Penalty 4395.791854 = -1095220.891779 nChanged 168 SP:Iteration 16Q (6638.700000 sec): 3 clusters Score: Raw -1099741.450189 + Penalty 4395.791854 = -1095345.658335 nChanged 142 SP:Iteration 17Q (6638.740000 sec): 3 clusters Score: Raw -1099844.518967 + Penalty 4395.791854 = -1095448.727114 nChanged 87 SP:Iteration 18Q (6638.760000 sec): 3 clusters Score: Raw -1099904.395437 + Penalty 4395.791854 = -1095508.603583 nChanged 68 SP:Iteration 19Q (6638.790000 sec): 3 clusters Score: Raw -1099957.184349 + Penalty 4395.791854 = -1095561.392495 nChanged 54 SP:Iteration 20F (6638.820000 sec): 3 clusters Score: Raw -1100003.972327 + Penalty 4395.791854 = -1095608.180473 nChanged 47 SP:Iteration 21Q (6638.850000 sec): 3 clusters Score: Raw -1100051.687859 + Penalty 4395.791854 = -1095655.896005 nChanged 34 SP:Iteration 22Q (6638.880000 sec): 3 clusters Score: Raw -1100081.818511 + Penalty 4395.791854 = -1095686.026657 nChanged 26 SP:Iteration 23Q (6638.900000 sec): 3 clusters Score: Raw -1100105.112996 + Penalty 4395.791854 = -1095709.321142 nChanged 25 SP:Iteration 24Q (6638.930000 sec): 3 clusters Score: Raw -1100123.064741 + Penalty 4395.791854 = -1095727.272887 nChanged 13 SP:Iteration 25Q (6638.960000 sec): 3 clusters Score: Raw -1100131.738930 + Penalty 4395.791854 = -1095735.947076 nChanged 13 SP:Iteration 26Q (6638.990000 sec): 3 clusters Score: Raw -1100138.543089 + Penalty 4395.791854 = -1095742.751235 nChanged 6 SP:Iteration 27Q (6639.020000 sec): 3 clusters Score: Raw -1100144.903852 + Penalty 4395.791854 = -1095749.111998 nChanged 14 SP:Iteration 28Q (6639.040000 sec): 3 clusters Score: Raw -1100156.581146 + Penalty 4395.791854 = -1095760.789292 nChanged 10 SP:Iteration 29Q (6639.070000 sec): 3 clusters Score: Raw -1100164.357772 + Penalty 4395.791854 = -1095768.565918 nChanged 10 SP:Iteration 30Q (6639.100000 sec): 3 clusters Score: Raw -1100170.505940 + Penalty 4395.791854 = -1095774.714086 nChanged 5 SP:Iteration 31Q (6639.120000 sec): 3 clusters Score: Raw -1100173.755694 + Penalty 4395.791854 = -1095777.963840 nChanged 4 SP:Iteration 32Q (6639.150000 sec): 3 clusters Score: Raw -1100176.154634 + Penalty 4395.791854 = -1095780.362780 nChanged 4 SP:Iteration 33Q (6639.180000 sec): 3 clusters Score: Raw -1100179.557844 + Penalty 4395.791854 = -1095783.765990 nChanged 6 SP:Iteration 34Q (6639.200000 sec): 3 clusters Score: Raw -1100184.635269 + Penalty 4395.791854 = -1095788.843415 nChanged 6 SP:Iteration 35Q (6639.230000 sec): 3 clusters Score: Raw -1100189.087302 + Penalty 4395.791854 = -1095793.295448 nChanged 3 SP:Iteration 36Q (6639.250000 sec): 3 clusters Score: Raw -1100191.025100 + Penalty 4395.791854 = -1095795.233246 nChanged 4 SP:Iteration 37Q (6639.280000 sec): 3 clusters Score: Raw -1100195.301350 + Penalty 4395.791854 = -1095799.509496 nChanged 4 SP:Iteration 38Q (6639.310000 sec): 3 clusters Score: Raw -1100198.662690 + Penalty 4395.791854 = -1095802.870836 nChanged 2 SP:Iteration 39Q (6639.330000 sec): 3 clusters Score: Raw -1100201.131653 + Penalty 4395.791854 = -1095805.339799 nChanged 4 SP:Iteration 40F (6639.360000 sec): 3 clusters Score: Raw -1100204.696086 + Penalty 4395.791854 = -1095808.904232 nChanged 1 SP:Iteration 41Q (6639.390000 sec): 3 clusters Score: Raw -1100205.324315 + Penalty 4395.791854 = -1095809.532461 nChanged 0 SP:Iteration 42F (6639.420000 sec): 3 clusters Score: Raw -1100205.324315 + Penalty 4395.791854 = -1095809.532461 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.420000 sec): 2 clusters Score: Raw -72525.616894 + Penalty 1550.472163 = -70975.144731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.430000 sec): 3 clusters Score: Raw -72585.840089 + Penalty 3100.944326 = -69484.895763 nChanged 80 SP:Iteration 1F (6639.430000 sec): 3 clusters Score: Raw -72746.096403 + Penalty 3100.944326 = -69645.152077 nChanged 26 SP:Iteration 2F (6639.430000 sec): 3 clusters Score: Raw -72798.168880 + Penalty 3100.944326 = -69697.224554 nChanged 7 SP:Iteration 3Q (6639.440000 sec): 3 clusters Score: Raw -72819.170550 + Penalty 3100.944326 = -69718.226224 nChanged 6 SP:Iteration 4Q (6639.440000 sec): 3 clusters Score: Raw -72828.348353 + Penalty 3100.944326 = -69727.404027 nChanged 2 SP:Iteration 5Q (6639.440000 sec): 3 clusters Score: Raw -72830.745619 + Penalty 3100.944326 = -69729.801293 nChanged 1 SP:Iteration 6Q (6639.440000 sec): 3 clusters Score: Raw -72832.814687 + Penalty 3100.944326 = -69731.870361 nChanged 0 SP:Iteration 7F (6639.440000 sec): 3 clusters Score: Raw -72832.814687 + Penalty 3100.944326 = -69731.870361 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.450000 sec): 2 clusters Score: Raw -45471.614666 + Penalty 1441.904372 = -44029.710294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.450000 sec): 3 clusters Score: Raw -45698.911892 + Penalty 2883.808744 = -42815.103149 nChanged 63 SP:Iteration 1F (6639.450000 sec): 3 clusters Score: Raw -45926.111192 + Penalty 2883.808744 = -43042.302448 nChanged 14 SP:Iteration 2Q (6639.450000 sec): 3 clusters Score: Raw -46014.528680 + Penalty 2883.808744 = -43130.719937 nChanged 8 SP:Iteration 3Q (6639.450000 sec): 3 clusters Score: Raw -46075.236795 + Penalty 2883.808744 = -43191.428052 nChanged 7 SP:Iteration 4Q (6639.460000 sec): 3 clusters Score: Raw -46096.155143 + Penalty 2883.808744 = -43212.346399 nChanged 1 SP:Iteration 5Q (6639.460000 sec): 3 clusters Score: Raw -46100.113691 + Penalty 2883.808744 = -43216.304947 nChanged 2 SP:Iteration 6Q (6639.460000 sec): 3 clusters Score: Raw -46104.946780 + Penalty 2883.808744 = -43221.138036 nChanged 0 SP:Iteration 7F (6639.460000 sec): 3 clusters Score: Raw -46104.946780 + Penalty 2883.808744 = -43221.138036 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.460000 sec): 2 clusters Score: Raw -81558.822979 + Penalty 1551.426010 = -80007.396969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.460000 sec): 3 clusters Score: Raw -81553.802334 + Penalty 3102.852021 = -78450.950314 nChanged 80 SP:Iteration 1F (6639.470000 sec): 3 clusters Score: Raw -81714.869340 + Penalty 3102.852021 = -78612.017320 nChanged 20 SP:Iteration 2Q (6639.470000 sec): 3 clusters Score: Raw -81761.284175 + Penalty 3102.852021 = -78658.432154 nChanged 7 SP:Iteration 3Q (6639.470000 sec): 3 clusters Score: Raw -81775.413210 + Penalty 3102.852021 = -78672.561189 nChanged 4 SP:Iteration 4Q (6639.470000 sec): 3 clusters Score: Raw -81789.315827 + Penalty 3102.852021 = -78686.463807 nChanged 0 SP:Iteration 5F (6639.480000 sec): 3 clusters Score: Raw -81789.315827 + Penalty 3102.852021 = -78686.463807 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.580000 sec): 2 clusters Score: Raw -4058307.681792 + Penalty 2522.955906 = -4055784.725886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.700000 sec): 3 clusters Score: Raw -4042726.932158 + Penalty 5045.911813 = -4037681.020345 nChanged 11765 SP:Iteration 1F (6639.820000 sec): 3 clusters Score: Raw -4049103.801266 + Penalty 5045.911813 = -4044057.889454 nChanged 1337 SP:Iteration 2F (6639.930000 sec): 3 clusters Score: Raw -4049564.889336 + Penalty 5045.911813 = -4044518.977524 nChanged 1154 SP:Iteration 3Q (6640.050000 sec): 3 clusters Score: Raw -4049950.165345 + Penalty 5045.911813 = -4044904.253533 nChanged 1096 SP:Iteration 4Q (6640.170000 sec): 3 clusters Score: Raw -4050332.014171 + Penalty 5045.911813 = -4045286.102358 nChanged 1096 SP:Iteration 5Q (6640.280000 sec): 3 clusters Score: Raw -4050760.157206 + Penalty 5045.911813 = -4045714.245393 nChanged 1180 SP:Iteration 6Q (6640.400000 sec): 3 clusters Score: Raw -4051284.132271 + Penalty 5045.911813 = -4046238.220459 nChanged 1345 SP:Iteration 7F (6640.520000 sec): 3 clusters Score: Raw -4051982.305817 + Penalty 5045.911813 = -4046936.394005 nChanged 1472 SP:Iteration 8F (6640.640000 sec): 3 clusters Score: Raw -4052845.216282 + Penalty 5045.911813 = -4047799.304470 nChanged 1488 SP:Iteration 9F (6640.750000 sec): 3 clusters Score: Raw -4053841.231596 + Penalty 5045.911813 = -4048795.319783 nChanged 1504 SP:Iteration 10F (6640.870000 sec): 3 clusters Score: Raw -4054962.601904 + Penalty 5045.911813 = -4049916.690091 nChanged 1330 SP:Iteration 11F (6640.980000 sec): 3 clusters Score: Raw -4056056.160700 + Penalty 5045.911813 = -4051010.248888 nChanged 1058 SP:Iteration 12Q (6641.090000 sec): 3 clusters Score: Raw -4056983.388078 + Penalty 5045.911813 = -4051937.476265 nChanged 728 SP:Iteration 13Q (6641.200000 sec): 3 clusters Score: Raw -4057639.200082 + Penalty 5045.911813 = -4052593.288269 nChanged 446 SP:Iteration 14Q (6641.310000 sec): 3 clusters Score: Raw -4058042.542702 + Penalty 5045.911813 = -4052996.630889 nChanged 257 SP:Iteration 15Q (6641.410000 sec): 3 clusters Score: Raw -4058283.418239 + Penalty 5045.911813 = -4053237.506426 nChanged 119 SP:Iteration 16Q (6641.500000 sec): 3 clusters Score: Raw -4058416.534935 + Penalty 5045.911813 = -4053370.623123 nChanged 69 SP:Iteration 17Q (6641.580000 sec): 3 clusters Score: Raw -4058485.300880 + Penalty 5045.911813 = -4053439.389067 nChanged 34 SP:Iteration 18Q (6641.670000 sec): 3 clusters Score: Raw -4058519.907100 + Penalty 5045.911813 = -4053473.995287 nChanged 16 SP:Iteration 19Q (6641.760000 sec): 3 clusters Score: Raw -4058538.856621 + Penalty 5045.911813 = -4053492.944808 nChanged 14 SP:Iteration 20F (6641.870000 sec): 3 clusters Score: Raw -4058555.736589 + Penalty 5045.911813 = -4053509.824776 nChanged 12 SP:Iteration 21Q (6641.950000 sec): 3 clusters Score: Raw -4058570.511091 + Penalty 5045.911813 = -4053524.599278 nChanged 9 SP:Iteration 22Q (6642.040000 sec): 3 clusters Score: Raw -4058580.480637 + Penalty 5045.911813 = -4053534.568824 nChanged 10 SP:Iteration 23Q (6642.120000 sec): 3 clusters Score: Raw -4058591.884219 + Penalty 5045.911813 = -4053545.972406 nChanged 9 SP:Iteration 24Q (6642.200000 sec): 3 clusters Score: Raw -4058602.475773 + Penalty 5045.911813 = -4053556.563961 nChanged 5 SP:Iteration 25Q (6642.280000 sec): 3 clusters Score: Raw -4058609.486438 + Penalty 5045.911813 = -4053563.574625 nChanged 5 SP:Iteration 26Q (6642.360000 sec): 3 clusters Score: Raw -4058616.042561 + Penalty 5045.911813 = -4053570.130748 nChanged 2 SP:Iteration 27Q (6642.450000 sec): 3 clusters Score: Raw -4058618.199857 + Penalty 5045.911813 = -4053572.288044 nChanged 1 SP:Iteration 28Q (6642.530000 sec): 3 clusters Score: Raw -4058618.945090 + Penalty 5045.911813 = -4053573.033278 nChanged 0 SP:Iteration 29F (6642.640000 sec): 3 clusters Score: Raw -4058618.945090 + Penalty 5045.911813 = -4053573.033278 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6642.670000 sec): 2 clusters Score: Raw -890143.968913 + Penalty 2144.628360 = -887999.340553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6642.700000 sec): 3 clusters Score: Raw -887333.275668 + Penalty 4289.256720 = -883044.018949 nChanged 2205 SP:Iteration 1F (6642.720000 sec): 3 clusters Score: Raw -888471.617644 + Penalty 4289.256720 = -884182.360924 nChanged 404 SP:Iteration 2F (6642.740000 sec): 3 clusters Score: Raw -888679.939543 + Penalty 4289.256720 = -884390.682823 nChanged 305 SP:Iteration 3F (6642.770000 sec): 3 clusters Score: Raw -888836.402612 + Penalty 4289.256720 = -884547.145892 nChanged 219 SP:Iteration 4Q (6642.790000 sec): 3 clusters Score: Raw -888937.042576 + Penalty 4289.256720 = -884647.785857 nChanged 181 SP:Iteration 5Q (6642.820000 sec): 3 clusters Score: Raw -889006.847859 + Penalty 4289.256720 = -884717.591139 nChanged 132 SP:Iteration 6Q (6642.840000 sec): 3 clusters Score: Raw -889055.392858 + Penalty 4289.256720 = -884766.136139 nChanged 107 SP:Iteration 7Q (6642.860000 sec): 3 clusters Score: Raw -889097.236288 + Penalty 4289.256720 = -884807.979568 nChanged 109 SP:Iteration 8Q (6642.890000 sec): 3 clusters Score: Raw -889137.461453 + Penalty 4289.256720 = -884848.204733 nChanged 95 SP:Iteration 9Q (6642.910000 sec): 3 clusters Score: Raw -889174.856414 + Penalty 4289.256720 = -884885.599694 nChanged 118 SP:Iteration 10Q (6642.940000 sec): 3 clusters Score: Raw -889222.043750 + Penalty 4289.256720 = -884932.787030 nChanged 116 SP:Iteration 11Q (6642.960000 sec): 3 clusters Score: Raw -889272.311059 + Penalty 4289.256720 = -884983.054339 nChanged 110 SP:Iteration 12Q (6642.980000 sec): 3 clusters Score: Raw -889321.130165 + Penalty 4289.256720 = -885031.873446 nChanged 121 SP:Iteration 13Q (6643.010000 sec): 3 clusters Score: Raw -889376.463148 + Penalty 4289.256720 = -885087.206428 nChanged 97 SP:Iteration 14Q (6643.030000 sec): 3 clusters Score: Raw -889414.883213 + Penalty 4289.256720 = -885125.626493 nChanged 93 SP:Iteration 15Q (6643.060000 sec): 3 clusters Score: Raw -889451.556207 + Penalty 4289.256720 = -885162.299487 nChanged 83 SP:Iteration 16Q (6643.080000 sec): 3 clusters Score: Raw -889488.685033 + Penalty 4289.256720 = -885199.428313 nChanged 101 SP:Iteration 17Q (6643.100000 sec): 3 clusters Score: Raw -889537.885368 + Penalty 4289.256720 = -885248.628648 nChanged 95 SP:Iteration 18Q (6643.130000 sec): 3 clusters Score: Raw -889588.894986 + Penalty 4289.256720 = -885299.638266 nChanged 99 SP:Iteration 19Q (6643.150000 sec): 3 clusters Score: Raw -889640.626545 + Penalty 4289.256720 = -885351.369826 nChanged 109 SP:Iteration 20F (6643.180000 sec): 3 clusters Score: Raw -889694.040912 + Penalty 4289.256720 = -885404.784192 nChanged 114 SP:Iteration 21Q (6643.200000 sec): 3 clusters Score: Raw -889753.201917 + Penalty 4289.256720 = -885463.945197 nChanged 118 SP:Iteration 22Q (6643.220000 sec): 3 clusters Score: Raw -889819.411699 + Penalty 4289.256720 = -885530.154979 nChanged 116 SP:Iteration 23Q (6643.250000 sec): 3 clusters Score: Raw -889883.996548 + Penalty 4289.256720 = -885594.739829 nChanged 94 SP:Iteration 24Q (6643.270000 sec): 3 clusters Score: Raw -889939.189368 + Penalty 4289.256720 = -885649.932648 nChanged 102 SP:Iteration 25Q (6643.300000 sec): 3 clusters Score: Raw -890004.458689 + Penalty 4289.256720 = -885715.201969 nChanged 101 SP:Iteration 26Q (6643.320000 sec): 3 clusters Score: Raw -890061.391840 + Penalty 4289.256720 = -885772.135121 nChanged 80 SP:Iteration 27Q (6643.340000 sec): 3 clusters Score: Raw -890112.763184 + Penalty 4289.256720 = -885823.506464 nChanged 81 SP:Iteration 28Q (6643.360000 sec): 3 clusters Score: Raw -890160.876901 + Penalty 4289.256720 = -885871.620182 nChanged 65 SP:Iteration 29Q (6643.390000 sec): 3 clusters Score: Raw -890196.659987 + Penalty 4289.256720 = -885907.403267 nChanged 55 SP:Iteration 30Q (6643.410000 sec): 3 clusters Score: Raw -890232.502460 + Penalty 4289.256720 = -885943.245740 nChanged 57 SP:Iteration 31Q (6643.440000 sec): 3 clusters Score: Raw -890275.421011 + Penalty 4289.256720 = -885986.164291 nChanged 55 SP:Iteration 32Q (6643.460000 sec): 3 clusters Score: Raw -890312.858911 + Penalty 4289.256720 = -886023.602192 nChanged 34 SP:Iteration 33Q (6643.480000 sec): 3 clusters Score: Raw -890341.488356 + Penalty 4289.256720 = -886052.231636 nChanged 41 SP:Iteration 34Q (6643.500000 sec): 3 clusters Score: Raw -890369.082457 + Penalty 4289.256720 = -886079.825737 nChanged 30 SP:Iteration 35Q (6643.520000 sec): 3 clusters Score: Raw -890388.766922 + Penalty 4289.256720 = -886099.510202 nChanged 23 SP:Iteration 36Q (6643.550000 sec): 3 clusters Score: Raw -890405.298531 + Penalty 4289.256720 = -886116.041811 nChanged 16 SP:Iteration 37Q (6643.570000 sec): 3 clusters Score: Raw -890415.755909 + Penalty 4289.256720 = -886126.499189 nChanged 9 SP:Iteration 38Q (6643.590000 sec): 3 clusters Score: Raw -890420.562126 + Penalty 4289.256720 = -886131.305406 nChanged 11 SP:Iteration 39Q (6643.620000 sec): 3 clusters Score: Raw -890427.694894 + Penalty 4289.256720 = -886138.438175 nChanged 9 SP:Iteration 40F (6643.640000 sec): 3 clusters Score: Raw -890435.057430 + Penalty 4289.256720 = -886145.800711 nChanged 7 SP:Iteration 41Q (6643.660000 sec): 3 clusters Score: Raw -890440.406612 + Penalty 4289.256720 = -886151.149892 nChanged 5 SP:Iteration 42Q (6643.680000 sec): 3 clusters Score: Raw -890443.211088 + Penalty 4289.256720 = -886153.954368 nChanged 1 SP:Iteration 43Q (6643.710000 sec): 3 clusters Score: Raw -890443.747832 + Penalty 4289.256720 = -886154.491112 nChanged 1 SP:Iteration 44Q (6643.730000 sec): 3 clusters Score: Raw -890444.468456 + Penalty 4289.256720 = -886155.211736 nChanged 0 SP:Iteration 45F (6643.760000 sec): 3 clusters Score: Raw -890444.468456 + Penalty 4289.256720 = -886155.211736 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6643.770000 sec): 2 clusters Score: Raw -626488.948149 + Penalty 2073.645705 = -624415.302444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6643.790000 sec): 3 clusters Score: Raw -624509.382448 + Penalty 4147.291410 = -620362.091039 nChanged 1587 SP:Iteration 1F (6643.810000 sec): 3 clusters Score: Raw -625507.274101 + Penalty 4147.291410 = -621359.982691 nChanged 375 SP:Iteration 2F (6643.830000 sec): 3 clusters Score: Raw -625870.572289 + Penalty 4147.291410 = -621723.280879 nChanged 321 SP:Iteration 3F (6643.840000 sec): 3 clusters Score: Raw -626296.818057 + Penalty 4147.291410 = -622149.526648 nChanged 296 SP:Iteration 4F (6643.860000 sec): 3 clusters Score: Raw -626670.948603 + Penalty 4147.291410 = -622523.657194 nChanged 255 SP:Iteration 5F (6643.880000 sec): 3 clusters Score: Raw -626958.813709 + Penalty 4147.291410 = -622811.522299 nChanged 226 SP:Iteration 6F (6643.900000 sec): 3 clusters Score: Raw -627201.357980 + Penalty 4147.291410 = -623054.066570 nChanged 199 SP:Iteration 7Q (6643.920000 sec): 3 clusters Score: Raw -627421.016994 + Penalty 4147.291410 = -623273.725585 nChanged 177 SP:Iteration 8Q (6643.930000 sec): 3 clusters Score: Raw -627581.573766 + Penalty 4147.291410 = -623434.282356 nChanged 151 SP:Iteration 9Q (6643.950000 sec): 3 clusters Score: Raw -627718.463141 + Penalty 4147.291410 = -623571.171731 nChanged 120 SP:Iteration 10Q (6643.970000 sec): 3 clusters Score: Raw -627822.473822 + Penalty 4147.291410 = -623675.182412 nChanged 104 SP:Iteration 11Q (6643.980000 sec): 3 clusters Score: Raw -627916.366507 + Penalty 4147.291410 = -623769.075098 nChanged 86 SP:Iteration 12Q (6644.000000 sec): 3 clusters Score: Raw -627987.981219 + Penalty 4147.291410 = -623840.689809 nChanged 72 SP:Iteration 13Q (6644.020000 sec): 3 clusters Score: Raw -628042.047042 + Penalty 4147.291410 = -623894.755632 nChanged 47 SP:Iteration 14Q (6644.030000 sec): 3 clusters Score: Raw -628074.577353 + Penalty 4147.291410 = -623927.285943 nChanged 44 SP:Iteration 15Q (6644.050000 sec): 3 clusters Score: Raw -628110.004345 + Penalty 4147.291410 = -623962.712935 nChanged 36 SP:Iteration 16Q (6644.060000 sec): 3 clusters Score: Raw -628129.289463 + Penalty 4147.291410 = -623981.998053 nChanged 17 SP:Iteration 17Q (6644.080000 sec): 3 clusters Score: Raw -628142.994886 + Penalty 4147.291410 = -623995.703476 nChanged 9 SP:Iteration 18Q (6644.100000 sec): 3 clusters Score: Raw -628147.952886 + Penalty 4147.291410 = -624000.661476 nChanged 7 SP:Iteration 19Q (6644.110000 sec): 3 clusters Score: Raw -628152.645252 + Penalty 4147.291410 = -624005.353842 nChanged 3 SP:Iteration 20F (6644.130000 sec): 3 clusters Score: Raw -628153.662221 + Penalty 4147.291410 = -624006.370811 nChanged 3 SP:Iteration 21Q (6644.140000 sec): 3 clusters Score: Raw -628154.904328 + Penalty 4147.291410 = -624007.612918 nChanged 6 SP:Iteration 22Q (6644.160000 sec): 3 clusters Score: Raw -628157.382296 + Penalty 4147.291410 = -624010.090886 nChanged 7 SP:Iteration 23Q (6644.180000 sec): 3 clusters Score: Raw -628162.206972 + Penalty 4147.291410 = -624014.915562 nChanged 11 SP:Iteration 24Q (6644.190000 sec): 3 clusters Score: Raw -628166.698648 + Penalty 4147.291410 = -624019.407238 nChanged 9 SP:Iteration 25Q (6644.210000 sec): 3 clusters Score: Raw -628171.756995 + Penalty 4147.291410 = -624024.465586 nChanged 8 SP:Iteration 26Q (6644.220000 sec): 3 clusters Score: Raw -628179.005361 + Penalty 4147.291410 = -624031.713951 nChanged 13 SP:Iteration 27Q (6644.240000 sec): 3 clusters Score: Raw -628186.858287 + Penalty 4147.291410 = -624039.566877 nChanged 9 SP:Iteration 28Q (6644.260000 sec): 3 clusters Score: Raw -628190.870603 + Penalty 4147.291410 = -624043.579194 nChanged 5 SP:Iteration 29Q (6644.270000 sec): 3 clusters Score: Raw -628193.257183 + Penalty 4147.291410 = -624045.965774 nChanged 3 SP:Iteration 30Q (6644.280000 sec): 3 clusters Score: Raw -628195.214400 + Penalty 4147.291410 = -624047.922990 nChanged 3 SP:Iteration 31Q (6644.300000 sec): 3 clusters Score: Raw -628197.475476 + Penalty 4147.291410 = -624050.184066 nChanged 5 SP:Iteration 32Q (6644.320000 sec): 3 clusters Score: Raw -628201.325267 + Penalty 4147.291410 = -624054.033858 nChanged 4 SP:Iteration 33Q (6644.330000 sec): 3 clusters Score: Raw -628203.285364 + Penalty 4147.291410 = -624055.993955 nChanged 5 SP:Iteration 34Q (6644.350000 sec): 3 clusters Score: Raw -628205.873278 + Penalty 4147.291410 = -624058.581869 nChanged 2 SP:Iteration 35Q (6644.360000 sec): 3 clusters Score: Raw -628207.641066 + Penalty 4147.291410 = -624060.349657 nChanged 3 SP:Iteration 36Q (6644.380000 sec): 3 clusters Score: Raw -628208.808140 + Penalty 4147.291410 = -624061.516730 nChanged 0 SP:Iteration 37F (6644.400000 sec): 3 clusters Score: Raw -628208.808140 + Penalty 4147.291410 = -624061.516730 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (6391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6644.420000 sec): 2 clusters Score: Raw -958389.311625 + Penalty 2173.136215 = -956216.175410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6644.450000 sec): 3 clusters Score: Raw -955221.892057 + Penalty 4346.272431 = -950875.619626 nChanged 2498 SP:Iteration 1F (6644.480000 sec): 3 clusters Score: Raw -956579.042233 + Penalty 4346.272431 = -952232.769802 nChanged 438 SP:Iteration 2F (6644.500000 sec): 3 clusters Score: Raw -956802.490628 + Penalty 4346.272431 = -952456.218197 nChanged 311 SP:Iteration 3Q (6644.530000 sec): 3 clusters Score: Raw -956950.827278 + Penalty 4346.272431 = -952604.554848 nChanged 221 SP:Iteration 4Q (6644.560000 sec): 3 clusters Score: Raw -957045.920210 + Penalty 4346.272431 = -952699.647780 nChanged 176 SP:Iteration 5Q (6644.580000 sec): 3 clusters Score: Raw -957126.899223 + Penalty 4346.272431 = -952780.626792 nChanged 161 SP:Iteration 6Q (6644.610000 sec): 3 clusters Score: Raw -957188.321228 + Penalty 4346.272431 = -952842.048797 nChanged 158 SP:Iteration 7Q (6644.640000 sec): 3 clusters Score: Raw -957247.581676 + Penalty 4346.272431 = -952901.309245 nChanged 142 SP:Iteration 8Q (6644.670000 sec): 3 clusters Score: Raw -957299.593206 + Penalty 4346.272431 = -952953.320775 nChanged 114 SP:Iteration 9Q (6644.700000 sec): 3 clusters Score: Raw -957344.826489 + Penalty 4346.272431 = -952998.554058 nChanged 122 SP:Iteration 10Q (6644.720000 sec): 3 clusters Score: Raw -957388.900618 + Penalty 4346.272431 = -953042.628188 nChanged 117 SP:Iteration 11Q (6644.750000 sec): 3 clusters Score: Raw -957436.397190 + Penalty 4346.272431 = -953090.124759 nChanged 129 SP:Iteration 12Q (6644.780000 sec): 3 clusters Score: Raw -957492.078087 + Penalty 4346.272431 = -953145.805656 nChanged 125 SP:Iteration 13Q (6644.800000 sec): 3 clusters Score: Raw -957541.024425 + Penalty 4346.272431 = -953194.751995 nChanged 124 SP:Iteration 14Q (6644.830000 sec): 3 clusters Score: Raw -957589.112763 + Penalty 4346.272431 = -953242.840333 nChanged 122 SP:Iteration 15Q (6644.860000 sec): 3 clusters Score: Raw -957645.108355 + Penalty 4346.272431 = -953298.835925 nChanged 150 SP:Iteration 16Q (6644.880000 sec): 3 clusters Score: Raw -957715.051544 + Penalty 4346.272431 = -953368.779114 nChanged 142 SP:Iteration 17Q (6644.910000 sec): 3 clusters Score: Raw -957781.895519 + Penalty 4346.272431 = -953435.623088 nChanged 132 SP:Iteration 18Q (6644.940000 sec): 3 clusters Score: Raw -957848.193122 + Penalty 4346.272431 = -953501.920691 nChanged 145 SP:Iteration 19Q (6644.970000 sec): 3 clusters Score: Raw -957912.719314 + Penalty 4346.272431 = -953566.446884 nChanged 121 SP:Iteration 20F (6644.990000 sec): 3 clusters Score: Raw -957978.090537 + Penalty 4346.272431 = -953631.818107 nChanged 116 SP:Iteration 21Q (6645.020000 sec): 3 clusters Score: Raw -958044.456609 + Penalty 4346.272431 = -953698.184178 nChanged 110 SP:Iteration 22Q (6645.050000 sec): 3 clusters Score: Raw -958109.798168 + Penalty 4346.272431 = -953763.525737 nChanged 99 SP:Iteration 23Q (6645.080000 sec): 3 clusters Score: Raw -958167.035166 + Penalty 4346.272431 = -953820.762735 nChanged 84 SP:Iteration 24Q (6645.100000 sec): 3 clusters Score: Raw -958211.512245 + Penalty 4346.272431 = -953865.239815 nChanged 67 SP:Iteration 25Q (6645.130000 sec): 3 clusters Score: Raw -958246.352748 + Penalty 4346.272431 = -953900.080317 nChanged 62 SP:Iteration 26Q (6645.160000 sec): 3 clusters Score: Raw -958279.084667 + Penalty 4346.272431 = -953932.812236 nChanged 44 SP:Iteration 27Q (6645.190000 sec): 3 clusters Score: Raw -958301.213546 + Penalty 4346.272431 = -953954.941115 nChanged 38 SP:Iteration 28Q (6645.210000 sec): 3 clusters Score: Raw -958321.709417 + Penalty 4346.272431 = -953975.436986 nChanged 37 SP:Iteration 29Q (6645.240000 sec): 3 clusters Score: Raw -958342.992302 + Penalty 4346.272431 = -953996.719872 nChanged 39 SP:Iteration 30Q (6645.270000 sec): 3 clusters Score: Raw -958366.954850 + Penalty 4346.272431 = -954020.682420 nChanged 35 SP:Iteration 31Q (6645.290000 sec): 3 clusters Score: Raw -958382.787376 + Penalty 4346.272431 = -954036.514945 nChanged 20 SP:Iteration 32Q (6645.320000 sec): 3 clusters Score: Raw -958393.680560 + Penalty 4346.272431 = -954047.408129 nChanged 26 SP:Iteration 33Q (6645.340000 sec): 3 clusters Score: Raw -958408.059542 + Penalty 4346.272431 = -954061.787112 nChanged 17 SP:Iteration 34Q (6645.370000 sec): 3 clusters Score: Raw -958419.747412 + Penalty 4346.272431 = -954073.474981 nChanged 18 SP:Iteration 35Q (6645.390000 sec): 3 clusters Score: Raw -958433.684559 + Penalty 4346.272431 = -954087.412129 nChanged 21 SP:Iteration 36Q (6645.420000 sec): 3 clusters Score: Raw -958447.196224 + Penalty 4346.272431 = -954100.923793 nChanged 21 SP:Iteration 37Q (6645.440000 sec): 3 clusters Score: Raw -958462.406620 + Penalty 4346.272431 = -954116.134189 nChanged 23 SP:Iteration 38Q (6645.470000 sec): 3 clusters Score: Raw -958475.644537 + Penalty 4346.272431 = -954129.372106 nChanged 24 SP:Iteration 39Q (6645.490000 sec): 3 clusters Score: Raw -958490.721561 + Penalty 4346.272431 = -954144.449131 nChanged 25 SP:Iteration 40F (6645.520000 sec): 3 clusters Score: Raw -958507.036442 + Penalty 4346.272431 = -954160.764012 nChanged 21 SP:Iteration 41Q (6645.550000 sec): 3 clusters Score: Raw -958521.045642 + Penalty 4346.272431 = -954174.773212 nChanged 14 SP:Iteration 42Q (6645.570000 sec): 3 clusters Score: Raw -958533.506824 + Penalty 4346.272431 = -954187.234393 nChanged 17 SP:Iteration 43Q (6645.590000 sec): 3 clusters Score: Raw -958546.390768 + Penalty 4346.272431 = -954200.118338 nChanged 14 SP:Iteration 44Q (6645.620000 sec): 3 clusters Score: Raw -958557.548179 + Penalty 4346.272431 = -954211.275749 nChanged 11 SP:Iteration 45Q (6645.650000 sec): 3 clusters Score: Raw -958565.064608 + Penalty 4346.272431 = -954218.792177 nChanged 10 SP:Iteration 46Q (6645.670000 sec): 3 clusters Score: Raw -958573.905445 + Penalty 4346.272431 = -954227.633015 nChanged 6 SP:Iteration 47Q (6645.690000 sec): 3 clusters Score: Raw -958578.155374 + Penalty 4346.272431 = -954231.882943 nChanged 12 SP:Iteration 48Q (6645.710000 sec): 3 clusters Score: Raw -958586.762286 + Penalty 4346.272431 = -954240.489855 nChanged 9 SP:Iteration 49Q (6645.740000 sec): 3 clusters Score: Raw -958591.555920 + Penalty 4346.272431 = -954245.283489 nChanged 2 SP:Iteration 50Q (6645.760000 sec): 3 clusters Score: Raw -958592.711885 + Penalty 4346.272431 = -954246.439454 nChanged 2 SP:Iteration 51Q (6645.790000 sec): 3 clusters Score: Raw -958593.999124 + Penalty 4346.272431 = -954247.726693 nChanged 3 SP:Iteration 52Q (6645.810000 sec): 3 clusters Score: Raw -958595.720991 + Penalty 4346.272431 = -954249.448560 nChanged 3 SP:Iteration 53Q (6645.830000 sec): 3 clusters Score: Raw -958596.845151 + Penalty 4346.272431 = -954250.572721 nChanged 2 SP:Iteration 54Q (6645.850000 sec): 3 clusters Score: Raw -958598.218336 + Penalty 4346.272431 = -954251.945905 nChanged 1 SP:Iteration 55Q (6645.870000 sec): 3 clusters Score: Raw -958598.881459 + Penalty 4346.272431 = -954252.609028 nChanged 0 SP:Iteration 56F (6645.900000 sec): 3 clusters Score: Raw -958598.881459 + Penalty 4346.272431 = -954252.609028 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6646.000000 sec): 2 clusters Score: Raw -3751078.433985 + Penalty 2504.565475 = -3748573.868510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6646.110000 sec): 3 clusters Score: Raw -3736756.238180 + Penalty 5009.130951 = -3731747.107229 nChanged 10862 SP:Iteration 1F (6646.210000 sec): 3 clusters Score: Raw -3742510.421735 + Penalty 5009.130951 = -3737501.290784 nChanged 1274 SP:Iteration 2F (6646.320000 sec): 3 clusters Score: Raw -3743015.816466 + Penalty 5009.130951 = -3738006.685516 nChanged 1243 SP:Iteration 3F (6646.430000 sec): 3 clusters Score: Raw -3743498.146508 + Penalty 5009.130951 = -3738489.015557 nChanged 1168 SP:Iteration 4Q (6646.540000 sec): 3 clusters Score: Raw -3744005.683240 + Penalty 5009.130951 = -3738996.552289 nChanged 1159 SP:Iteration 5Q (6646.650000 sec): 3 clusters Score: Raw -3744561.461523 + Penalty 5009.130951 = -3739552.330573 nChanged 1220 SP:Iteration 6F (6646.750000 sec): 3 clusters Score: Raw -3745286.514796 + Penalty 5009.130951 = -3740277.383846 nChanged 1362 SP:Iteration 7F (6646.850000 sec): 3 clusters Score: Raw -3746196.877877 + Penalty 5009.130951 = -3741187.746926 nChanged 1402 SP:Iteration 8F (6646.960000 sec): 3 clusters Score: Raw -3747231.321803 + Penalty 5009.130951 = -3742222.190852 nChanged 1379 SP:Iteration 9F (6647.070000 sec): 3 clusters Score: Raw -3748358.230781 + Penalty 5009.130951 = -3743349.099831 nChanged 1212 SP:Iteration 10Q (6647.170000 sec): 3 clusters Score: Raw -3749401.659780 + Penalty 5009.130951 = -3744392.528829 nChanged 873 SP:Iteration 11Q (6647.280000 sec): 3 clusters Score: Raw -3750117.520373 + Penalty 5009.130951 = -3745108.389422 nChanged 589 SP:Iteration 12Q (6647.370000 sec): 3 clusters Score: Raw -3750592.052132 + Penalty 5009.130951 = -3745582.921181 nChanged 365 SP:Iteration 13Q (6647.470000 sec): 3 clusters Score: Raw -3750892.216543 + Penalty 5009.130951 = -3745883.085592 nChanged 238 SP:Iteration 14Q (6647.560000 sec): 3 clusters Score: Raw -3751092.618505 + Penalty 5009.130951 = -3746083.487555 nChanged 159 SP:Iteration 15Q (6647.650000 sec): 3 clusters Score: Raw -3751237.243724 + Penalty 5009.130951 = -3746228.112774 nChanged 106 SP:Iteration 16Q (6647.730000 sec): 3 clusters Score: Raw -3751317.409866 + Penalty 5009.130951 = -3746308.278915 nChanged 67 SP:Iteration 17Q (6647.810000 sec): 3 clusters Score: Raw -3751371.191130 + Penalty 5009.130951 = -3746362.060179 nChanged 43 SP:Iteration 18Q (6647.890000 sec): 3 clusters Score: Raw -3751401.964157 + Penalty 5009.130951 = -3746392.833207 nChanged 22 SP:Iteration 19Q (6647.970000 sec): 3 clusters Score: Raw -3751415.133439 + Penalty 5009.130951 = -3746406.002488 nChanged 17 SP:Iteration 20F (6648.070000 sec): 3 clusters Score: Raw -3751425.333483 + Penalty 5009.130951 = -3746416.202532 nChanged 12 SP:Iteration 21Q (6648.150000 sec): 3 clusters Score: Raw -3751435.964216 + Penalty 5009.130951 = -3746426.833266 nChanged 14 SP:Iteration 22Q (6648.230000 sec): 3 clusters Score: Raw -3751445.700493 + Penalty 5009.130951 = -3746436.569542 nChanged 15 SP:Iteration 23Q (6648.310000 sec): 3 clusters Score: Raw -3751457.311830 + Penalty 5009.130951 = -3746448.180880 nChanged 10 SP:Iteration 24Q (6648.380000 sec): 3 clusters Score: Raw -3751463.959838 + Penalty 5009.130951 = -3746454.828887 nChanged 8 SP:Iteration 25Q (6648.460000 sec): 3 clusters Score: Raw -3751471.416397 + Penalty 5009.130951 = -3746462.285447 nChanged 8 SP:Iteration 26Q (6648.530000 sec): 3 clusters Score: Raw -3751477.169327 + Penalty 5009.130951 = -3746468.038377 nChanged 10 SP:Iteration 27Q (6648.610000 sec): 3 clusters Score: Raw -3751488.201464 + Penalty 5009.130951 = -3746479.070513 nChanged 12 SP:Iteration 28Q (6648.690000 sec): 3 clusters Score: Raw -3751500.119479 + Penalty 5009.130951 = -3746490.988528 nChanged 10 SP:Iteration 29Q (6648.760000 sec): 3 clusters Score: Raw -3751508.617378 + Penalty 5009.130951 = -3746499.486428 nChanged 8 SP:Iteration 30Q (6648.840000 sec): 3 clusters Score: Raw -3751513.494078 + Penalty 5009.130951 = -3746504.363127 nChanged 6 SP:Iteration 31Q (6648.910000 sec): 3 clusters Score: Raw -3751515.901739 + Penalty 5009.130951 = -3746506.770788 nChanged 1 SP:Iteration 32Q (6648.990000 sec): 3 clusters Score: Raw -3751516.507139 + Penalty 5009.130951 = -3746507.376189 nChanged 1 SP:Iteration 33Q (6649.070000 sec): 3 clusters Score: Raw -3751517.801357 + Penalty 5009.130951 = -3746508.670406 nChanged 1 SP:Iteration 34Q (6649.150000 sec): 3 clusters Score: Raw -3751518.409733 + Penalty 5009.130951 = -3746509.278782 nChanged 0 SP:Iteration 35F (6649.250000 sec): 3 clusters Score: Raw -3751518.409733 + Penalty 5009.130951 = -3746509.278782 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.300000 sec): 2 clusters Score: Raw -1643531.214973 + Penalty 2299.782162 = -1641231.432811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.340000 sec): 3 clusters Score: Raw -1637856.753497 + Penalty 4599.564325 = -1633257.189172 nChanged 4389 SP:Iteration 1F (6649.390000 sec): 3 clusters Score: Raw -1640323.976622 + Penalty 4599.564325 = -1635724.412297 nChanged 722 SP:Iteration 2F (6649.430000 sec): 3 clusters Score: Raw -1640697.165016 + Penalty 4599.564325 = -1636097.600691 nChanged 587 SP:Iteration 3F (6649.480000 sec): 3 clusters Score: Raw -1640982.502713 + Penalty 4599.564325 = -1636382.938388 nChanged 453 SP:Iteration 4Q (6649.520000 sec): 3 clusters Score: Raw -1641202.305833 + Penalty 4599.564325 = -1636602.741508 nChanged 430 SP:Iteration 5Q (6649.570000 sec): 3 clusters Score: Raw -1641425.026921 + Penalty 4599.564325 = -1636825.462596 nChanged 385 SP:Iteration 6Q (6649.610000 sec): 3 clusters Score: Raw -1641618.965945 + Penalty 4599.564325 = -1637019.401620 nChanged 348 SP:Iteration 7Q (6649.660000 sec): 3 clusters Score: Raw -1641812.156181 + Penalty 4599.564325 = -1637212.591856 nChanged 354 SP:Iteration 8Q (6649.710000 sec): 3 clusters Score: Raw -1641989.954355 + Penalty 4599.564325 = -1637390.390030 nChanged 328 SP:Iteration 9Q (6649.750000 sec): 3 clusters Score: Raw -1642173.933940 + Penalty 4599.564325 = -1637574.369615 nChanged 304 SP:Iteration 10Q (6649.800000 sec): 3 clusters Score: Raw -1642336.887674 + Penalty 4599.564325 = -1637737.323349 nChanged 268 SP:Iteration 11Q (6649.840000 sec): 3 clusters Score: Raw -1642479.218351 + Penalty 4599.564325 = -1637879.654026 nChanged 241 SP:Iteration 12Q (6649.890000 sec): 3 clusters Score: Raw -1642609.825324 + Penalty 4599.564325 = -1638010.260999 nChanged 235 SP:Iteration 13Q (6649.930000 sec): 3 clusters Score: Raw -1642762.532481 + Penalty 4599.564325 = -1638162.968156 nChanged 240 SP:Iteration 14Q (6649.970000 sec): 3 clusters Score: Raw -1642915.398433 + Penalty 4599.564325 = -1638315.834109 nChanged 242 SP:Iteration 15Q (6650.010000 sec): 3 clusters Score: Raw -1643070.806277 + Penalty 4599.564325 = -1638471.241953 nChanged 214 SP:Iteration 16Q (6650.060000 sec): 3 clusters Score: Raw -1643222.394535 + Penalty 4599.564325 = -1638622.830210 nChanged 225 SP:Iteration 17Q (6650.100000 sec): 3 clusters Score: Raw -1643393.802962 + Penalty 4599.564325 = -1638794.238637 nChanged 206 SP:Iteration 18Q (6650.140000 sec): 3 clusters Score: Raw -1643577.933169 + Penalty 4599.564325 = -1638978.368844 nChanged 189 SP:Iteration 19Q (6650.180000 sec): 3 clusters Score: Raw -1643765.491137 + Penalty 4599.564325 = -1639165.926812 nChanged 170 SP:Iteration 20F (6650.230000 sec): 3 clusters Score: Raw -1643937.456227 + Penalty 4599.564325 = -1639337.891903 nChanged 156 SP:Iteration 21Q (6650.260000 sec): 3 clusters Score: Raw -1644048.651187 + Penalty 4599.564325 = -1639449.086862 nChanged 126 SP:Iteration 22Q (6650.300000 sec): 3 clusters Score: Raw -1644117.626463 + Penalty 4599.564325 = -1639518.062138 nChanged 93 SP:Iteration 23Q (6650.340000 sec): 3 clusters Score: Raw -1644173.458347 + Penalty 4599.564325 = -1639573.894022 nChanged 109 SP:Iteration 24Q (6650.370000 sec): 3 clusters Score: Raw -1644248.782026 + Penalty 4599.564325 = -1639649.217701 nChanged 128 SP:Iteration 25Q (6650.410000 sec): 3 clusters Score: Raw -1644338.951556 + Penalty 4599.564325 = -1639739.387231 nChanged 141 SP:Iteration 26Q (6650.450000 sec): 3 clusters Score: Raw -1644445.308280 + Penalty 4599.564325 = -1639845.743955 nChanged 155 SP:Iteration 27Q (6650.490000 sec): 3 clusters Score: Raw -1644598.286977 + Penalty 4599.564325 = -1639998.722653 nChanged 183 SP:Iteration 28Q (6650.520000 sec): 3 clusters Score: Raw -1644759.656667 + Penalty 4599.564325 = -1640160.092342 nChanged 169 SP:Iteration 29Q (6650.560000 sec): 3 clusters Score: Raw -1644892.913119 + Penalty 4599.564325 = -1640293.348794 nChanged 145 SP:Iteration 30Q (6650.590000 sec): 3 clusters Score: Raw -1644983.403863 + Penalty 4599.564325 = -1640383.839538 nChanged 121 SP:Iteration 31Q (6650.630000 sec): 3 clusters Score: Raw -1645058.760837 + Penalty 4599.564325 = -1640459.196512 nChanged 91 SP:Iteration 32Q (6650.670000 sec): 3 clusters Score: Raw -1645109.530179 + Penalty 4599.564325 = -1640509.965854 nChanged 84 SP:Iteration 33Q (6650.700000 sec): 3 clusters Score: Raw -1645155.222447 + Penalty 4599.564325 = -1640555.658122 nChanged 70 SP:Iteration 34Q (6650.740000 sec): 3 clusters Score: Raw -1645180.884951 + Penalty 4599.564325 = -1640581.320627 nChanged 60 SP:Iteration 35Q (6650.770000 sec): 3 clusters Score: Raw -1645212.920047 + Penalty 4599.564325 = -1640613.355723 nChanged 57 SP:Iteration 36Q (6650.810000 sec): 3 clusters Score: Raw -1645234.339262 + Penalty 4599.564325 = -1640634.774937 nChanged 54 SP:Iteration 37Q (6650.850000 sec): 3 clusters Score: Raw -1645251.799959 + Penalty 4599.564325 = -1640652.235635 nChanged 40 SP:Iteration 38Q (6650.880000 sec): 3 clusters Score: Raw -1645264.795135 + Penalty 4599.564325 = -1640665.230810 nChanged 24 SP:Iteration 39Q (6650.920000 sec): 3 clusters Score: Raw -1645272.154334 + Penalty 4599.564325 = -1640672.590009 nChanged 19 SP:Iteration 40F (6650.960000 sec): 3 clusters Score: Raw -1645319.070208 + Penalty 4599.564325 = -1640719.505884 nChanged 41 SP:Iteration 41Q (6651.000000 sec): 3 clusters Score: Raw -1645337.130434 + Penalty 4599.564325 = -1640737.566109 nChanged 36 SP:Iteration 42Q (6651.030000 sec): 3 clusters Score: Raw -1645347.527706 + Penalty 4599.564325 = -1640747.963381 nChanged 24 SP:Iteration 43Q (6651.080000 sec): 3 clusters Score: Raw -1645354.793830 + Penalty 4599.564325 = -1640755.229505 nChanged 26 SP:Iteration 44Q (6651.120000 sec): 3 clusters Score: Raw -1645362.500759 + Penalty 4599.564325 = -1640762.936434 nChanged 33 SP:Iteration 45Q (6651.150000 sec): 3 clusters Score: Raw -1645373.622466 + Penalty 4599.564325 = -1640774.058142 nChanged 38 SP:Iteration 46Q (6651.190000 sec): 3 clusters Score: Raw -1645384.946844 + Penalty 4599.564325 = -1640785.382519 nChanged 24 SP:Iteration 47Q (6651.220000 sec): 3 clusters Score: Raw -1645391.559624 + Penalty 4599.564325 = -1640791.995299 nChanged 21 SP:Iteration 48Q (6651.260000 sec): 3 clusters Score: Raw -1645397.944492 + Penalty 4599.564325 = -1640798.380167 nChanged 27 SP:Iteration 49Q (6651.300000 sec): 3 clusters Score: Raw -1645405.937262 + Penalty 4599.564325 = -1640806.372937 nChanged 23 SP:Iteration 50Q (6651.340000 sec): 3 clusters Score: Raw -1645413.369735 + Penalty 4599.564325 = -1640813.805410 nChanged 27 SP:Iteration 51Q (6651.370000 sec): 3 clusters Score: Raw -1645422.629009 + Penalty 4599.564325 = -1640823.064684 nChanged 31 SP:Iteration 52Q (6651.410000 sec): 3 clusters Score: Raw -1645431.426452 + Penalty 4599.564325 = -1640831.862127 nChanged 30 SP:Iteration 53Q (6651.440000 sec): 3 clusters Score: Raw -1645438.958970 + Penalty 4599.564325 = -1640839.394645 nChanged 23 SP:Iteration 54Q (6651.480000 sec): 3 clusters Score: Raw -1645445.424936 + Penalty 4599.564325 = -1640845.860611 nChanged 32 SP:Iteration 55Q (6651.520000 sec): 3 clusters Score: Raw -1645455.036367 + Penalty 4599.564325 = -1640855.472042 nChanged 42 SP:Iteration 56Q (6651.560000 sec): 3 clusters Score: Raw -1645469.916253 + Penalty 4599.564325 = -1640870.351928 nChanged 35 SP:Iteration 57Q (6651.590000 sec): 3 clusters Score: Raw -1645480.866647 + Penalty 4599.564325 = -1640881.302322 nChanged 32 SP:Iteration 58Q (6651.630000 sec): 3 clusters Score: Raw -1645488.821121 + Penalty 4599.564325 = -1640889.256796 nChanged 21 SP:Iteration 59Q (6651.660000 sec): 3 clusters Score: Raw -1645494.098203 + Penalty 4599.564325 = -1640894.533878 nChanged 26 SP:Iteration 60F (6651.710000 sec): 3 clusters Score: Raw -1645502.331036 + Penalty 4599.564325 = -1640902.766711 nChanged 24 SP:Iteration 61Q (6651.740000 sec): 3 clusters Score: Raw -1645509.443539 + Penalty 4599.564325 = -1640909.879214 nChanged 25 SP:Iteration 62Q (6651.780000 sec): 3 clusters Score: Raw -1645516.323500 + Penalty 4599.564325 = -1640916.759175 nChanged 26 SP:Iteration 63Q (6651.820000 sec): 3 clusters Score: Raw -1645524.914030 + Penalty 4599.564325 = -1640925.349705 nChanged 23 SP:Iteration 64Q (6651.860000 sec): 3 clusters Score: Raw -1645530.573955 + Penalty 4599.564325 = -1640931.009630 nChanged 22 SP:Iteration 65Q (6651.890000 sec): 3 clusters Score: Raw -1645536.120994 + Penalty 4599.564325 = -1640936.556669 nChanged 23 SP:Iteration 66Q (6651.930000 sec): 3 clusters Score: Raw -1645543.154164 + Penalty 4599.564325 = -1640943.589839 nChanged 33 SP:Iteration 67Q (6651.960000 sec): 3 clusters Score: Raw -1645552.435205 + Penalty 4599.564325 = -1640952.870880 nChanged 28 SP:Iteration 68Q (6652.000000 sec): 3 clusters Score: Raw -1645560.079542 + Penalty 4599.564325 = -1640960.515217 nChanged 30 SP:Iteration 69Q (6652.040000 sec): 3 clusters Score: Raw -1645568.514832 + Penalty 4599.564325 = -1640968.950507 nChanged 26 SP:Iteration 70Q (6652.080000 sec): 3 clusters Score: Raw -1645574.542207 + Penalty 4599.564325 = -1640974.977882 nChanged 21 SP:Iteration 71Q (6652.110000 sec): 3 clusters Score: Raw -1645578.261867 + Penalty 4599.564325 = -1640978.697542 nChanged 17 SP:Iteration 72Q (6652.140000 sec): 3 clusters Score: Raw -1645582.820292 + Penalty 4599.564325 = -1640983.255968 nChanged 24 SP:Iteration 73Q (6652.180000 sec): 3 clusters Score: Raw -1645588.059128 + Penalty 4599.564325 = -1640988.494803 nChanged 18 SP:Iteration 74Q (6652.220000 sec): 3 clusters Score: Raw -1645591.842253 + Penalty 4599.564325 = -1640992.277928 nChanged 17 SP:Iteration 75Q (6652.260000 sec): 3 clusters Score: Raw -1645595.889364 + Penalty 4599.564325 = -1640996.325040 nChanged 16 SP:Iteration 76Q (6652.300000 sec): 3 clusters Score: Raw -1645599.948217 + Penalty 4599.564325 = -1641000.383892 nChanged 17 SP:Iteration 77Q (6652.330000 sec): 3 clusters Score: Raw -1645604.046844 + Penalty 4599.564325 = -1641004.482519 nChanged 17 SP:Iteration 78Q (6652.370000 sec): 3 clusters Score: Raw -1645608.306464 + Penalty 4599.564325 = -1641008.742139 nChanged 18 SP:Iteration 79Q (6652.400000 sec): 3 clusters Score: Raw -1645613.258746 + Penalty 4599.564325 = -1641013.694421 nChanged 31 SP:Iteration 80F (6652.450000 sec): 3 clusters Score: Raw -1645622.004495 + Penalty 4599.564325 = -1641022.440170 nChanged 15 SP:Iteration 81Q (6652.490000 sec): 3 clusters Score: Raw -1645625.140463 + Penalty 4599.564325 = -1641025.576138 nChanged 12 SP:Iteration 82Q (6652.520000 sec): 3 clusters Score: Raw -1645627.516306 + Penalty 4599.564325 = -1641027.951981 nChanged 9 SP:Iteration 83Q (6652.560000 sec): 3 clusters Score: Raw -1645629.997599 + Penalty 4599.564325 = -1641030.433274 nChanged 11 SP:Iteration 84Q (6652.600000 sec): 3 clusters Score: Raw -1645632.029413 + Penalty 4599.564325 = -1641032.465088 nChanged 13 SP:Iteration 85Q (6652.630000 sec): 3 clusters Score: Raw -1645634.478955 + Penalty 4599.564325 = -1641034.914630 nChanged 8 SP:Iteration 86Q (6652.670000 sec): 3 clusters Score: Raw -1645636.068808 + Penalty 4599.564325 = -1641036.504483 nChanged 12 SP:Iteration 87Q (6652.710000 sec): 3 clusters Score: Raw -1645638.828191 + Penalty 4599.564325 = -1641039.263866 nChanged 12 SP:Iteration 88Q (6652.740000 sec): 3 clusters Score: Raw -1645640.637235 + Penalty 4599.564325 = -1641041.072910 nChanged 10 SP:Iteration 89Q (6652.780000 sec): 3 clusters Score: Raw -1645643.227463 + Penalty 4599.564325 = -1641043.663139 nChanged 12 SP:Iteration 90Q (6652.820000 sec): 3 clusters Score: Raw -1645646.262203 + Penalty 4599.564325 = -1641046.697879 nChanged 12 SP:Iteration 91Q (6652.850000 sec): 3 clusters Score: Raw -1645648.174552 + Penalty 4599.564325 = -1641048.610228 nChanged 3 SP:Iteration 92Q (6652.890000 sec): 3 clusters Score: Raw -1645648.589462 + Penalty 4599.564325 = -1641049.025137 nChanged 4 SP:Iteration 93Q (6652.930000 sec): 3 clusters Score: Raw -1645650.869551 + Penalty 4599.564325 = -1641051.305227 nChanged 8 SP:Iteration 94Q (6652.960000 sec): 3 clusters Score: Raw -1645652.850835 + Penalty 4599.564325 = -1641053.286510 nChanged 6 SP:Iteration 95Q (6653.000000 sec): 3 clusters Score: Raw -1645653.921727 + Penalty 4599.564325 = -1641054.357403 nChanged 2 SP:Iteration 96Q (6653.040000 sec): 3 clusters Score: Raw -1645654.184731 + Penalty 4599.564325 = -1641054.620406 nChanged 1 SP:Iteration 97Q (6653.070000 sec): 3 clusters Score: Raw -1645654.282809 + Penalty 4599.564325 = -1641054.718484 nChanged 1 SP:Iteration 98Q (6653.110000 sec): 3 clusters Score: Raw -1645654.418400 + Penalty 4599.564325 = -1641054.854075 nChanged 1 SP:Iteration 99Q (6653.150000 sec): 3 clusters Score: Raw -1645654.478620 + Penalty 4599.564325 = -1641054.914296 nChanged 1 SP:Iteration 100F (6653.190000 sec): 3 clusters Score: Raw -1645654.571637 + Penalty 4599.564325 = -1641055.007312 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.200000 sec): 2 clusters Score: Raw -94117.992482 + Penalty 1610.075479 = -92507.917003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.200000 sec): 3 clusters Score: Raw -94133.239170 + Penalty 3220.150958 = -90913.088212 nChanged 143 SP:Iteration 1F (6653.210000 sec): 3 clusters Score: Raw -94492.889542 + Penalty 3220.150958 = -91272.738584 nChanged 66 SP:Iteration 2F (6653.210000 sec): 3 clusters Score: Raw -94709.219458 + Penalty 3220.150958 = -91489.068499 nChanged 37 SP:Iteration 3F (6653.210000 sec): 3 clusters Score: Raw -94801.795134 + Penalty 3220.150958 = -91581.644176 nChanged 29 SP:Iteration 4Q (6653.220000 sec): 3 clusters Score: Raw -94880.182783 + Penalty 3220.150958 = -91660.031825 nChanged 19 SP:Iteration 5Q (6653.220000 sec): 3 clusters Score: Raw -94928.297794 + Penalty 3220.150958 = -91708.146836 nChanged 15 SP:Iteration 6Q (6653.220000 sec): 3 clusters Score: Raw -95022.395093 + Penalty 3220.150958 = -91802.244135 nChanged 18 SP:Iteration 7Q (6653.220000 sec): 3 clusters Score: Raw -95178.144769 + Penalty 3220.150958 = -91957.993811 nChanged 17 SP:Iteration 8Q (6653.220000 sec): 3 clusters Score: Raw -95273.350605 + Penalty 3220.150958 = -92053.199646 nChanged 8 SP:Iteration 9Q (6653.230000 sec): 3 clusters Score: Raw -95294.382457 + Penalty 3220.150958 = -92074.231499 nChanged 9 SP:Iteration 10Q (6653.230000 sec): 3 clusters Score: Raw -95403.640478 + Penalty 3220.150958 = -92183.489520 nChanged 9 SP:Iteration 11Q (6653.230000 sec): 3 clusters Score: Raw -95438.011517 + Penalty 3220.150958 = -92217.860559 nChanged 8 SP:Iteration 12Q (6653.230000 sec): 3 clusters Score: Raw -95469.403676 + Penalty 3220.150958 = -92249.252718 nChanged 9 SP:Iteration 13Q (6653.240000 sec): 3 clusters Score: Raw -95487.673185 + Penalty 3220.150958 = -92267.522227 nChanged 5 SP:Iteration 14Q (6653.240000 sec): 3 clusters Score: Raw -95497.254026 + Penalty 3220.150958 = -92277.103068 nChanged 0 SP:Iteration 15F (6653.240000 sec): 3 clusters Score: Raw -95497.254026 + Penalty 3220.150958 = -92277.103068 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.240000 sec): 2 clusters Score: Raw -51734.644410 + Penalty 1466.548745 = -50268.095665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.240000 sec): 3 clusters Score: Raw -51949.699649 + Penalty 2933.097491 = -49016.602158 nChanged 59 SP:Iteration 1F (6653.250000 sec): 3 clusters Score: Raw -52182.477725 + Penalty 2933.097491 = -49249.380234 nChanged 20 SP:Iteration 2F (6653.250000 sec): 3 clusters Score: Raw -52238.482215 + Penalty 2933.097491 = -49305.384725 nChanged 18 SP:Iteration 3Q (6653.250000 sec): 3 clusters Score: Raw -52297.247572 + Penalty 2933.097491 = -49364.150081 nChanged 10 SP:Iteration 4Q (6653.250000 sec): 3 clusters Score: Raw -52330.586870 + Penalty 2933.097491 = -49397.489379 nChanged 5 SP:Iteration 5Q (6653.250000 sec): 3 clusters Score: Raw -52355.731267 + Penalty 2933.097491 = -49422.633776 nChanged 6 SP:Iteration 6Q (6653.260000 sec): 3 clusters Score: Raw -52374.154466 + Penalty 2933.097491 = -49441.056975 nChanged 4 SP:Iteration 7Q (6653.260000 sec): 3 clusters Score: Raw -52388.990688 + Penalty 2933.097491 = -49455.893197 nChanged 3 SP:Iteration 8Q (6653.260000 sec): 3 clusters Score: Raw -52397.097464 + Penalty 2933.097491 = -49463.999973 nChanged 0 SP:Iteration 9F (6653.260000 sec): 3 clusters Score: Raw -52397.097464 + Penalty 2933.097491 = -49463.999973 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 27 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.260000 sec): 2 clusters Score: Raw -45855.715481 + Penalty 1442.643568 = -44413.071914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.260000 sec): 3 clusters Score: Raw -46007.686755 + Penalty 2885.287135 = -43122.399620 nChanged 39 SP:Iteration 1F (6653.260000 sec): 3 clusters Score: Raw -46148.936007 + Penalty 2885.287135 = -43263.648871 nChanged 13 SP:Iteration 2Q (6653.270000 sec): 3 clusters Score: Raw -46192.843675 + Penalty 2885.287135 = -43307.556540 nChanged 6 SP:Iteration 3Q (6653.270000 sec): 3 clusters Score: Raw -46214.176652 + Penalty 2885.287135 = -43328.889517 nChanged 1 SP:Iteration 4Q (6653.270000 sec): 3 clusters Score: Raw -46219.638475 + Penalty 2885.287135 = -43334.351339 nChanged 0 SP:Iteration 5F (6653.270000 sec): 3 clusters Score: Raw -46219.638475 + Penalty 2885.287135 = -43334.351339 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 28 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.280000 sec): 2 clusters Score: Raw -131639.803617 + Penalty 1678.015545 = -129961.788072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.280000 sec): 3 clusters Score: Raw -131486.455304 + Penalty 3356.031090 = -128130.424213 nChanged 226 SP:Iteration 1F (6653.280000 sec): 3 clusters Score: Raw -131734.081401 + Penalty 3356.031090 = -128378.050311 nChanged 35 SP:Iteration 2Q (6653.290000 sec): 3 clusters Score: Raw -131788.331013 + Penalty 3356.031090 = -128432.299922 nChanged 25 SP:Iteration 3Q (6653.290000 sec): 3 clusters Score: Raw -131827.825233 + Penalty 3356.031090 = -128471.794143 nChanged 14 SP:Iteration 4Q (6653.300000 sec): 3 clusters Score: Raw -131851.819281 + Penalty 3356.031090 = -128495.788190 nChanged 12 SP:Iteration 5Q (6653.300000 sec): 3 clusters Score: Raw -131870.626886 + Penalty 3356.031090 = -128514.595795 nChanged 8 SP:Iteration 6Q (6653.300000 sec): 3 clusters Score: Raw -131883.546883 + Penalty 3356.031090 = -128527.515793 nChanged 8 SP:Iteration 7Q (6653.300000 sec): 3 clusters Score: Raw -131893.557699 + Penalty 3356.031090 = -128537.526609 nChanged 4 SP:Iteration 8Q (6653.310000 sec): 3 clusters Score: Raw -131898.897710 + Penalty 3356.031090 = -128542.866619 nChanged 2 SP:Iteration 9Q (6653.310000 sec): 3 clusters Score: Raw -131901.222865 + Penalty 3356.031090 = -128545.191774 nChanged 1 SP:Iteration 10Q (6653.320000 sec): 3 clusters Score: Raw -131903.774899 + Penalty 3356.031090 = -128547.743809 nChanged 0 SP:Iteration 11F (6653.320000 sec): 3 clusters Score: Raw -131903.774899 + Penalty 3356.031090 = -128547.743809 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 29 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.320000 sec): 2 clusters Score: Raw -19082.505269 + Penalty 1229.045110 = -17853.460159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.320000 sec): 3 clusters Score: Raw -19393.003659 + Penalty 2458.090221 = -16934.913438 nChanged 11 SP:Iteration 1F (6653.320000 sec): 3 clusters Score: Raw -19491.262244 + Penalty 2458.090221 = -17033.172023 nChanged 1 SP:Iteration 2Q (6653.320000 sec): 3 clusters Score: Raw -19502.178777 + Penalty 2458.090221 = -17044.088556 nChanged 1 SP:Iteration 3Q (6653.320000 sec): 3 clusters Score: Raw -19513.406894 + Penalty 2458.090221 = -17055.316673 nChanged 1 SP:Iteration 4Q (6653.330000 sec): 3 clusters Score: Raw -19521.681922 + Penalty 2458.090221 = -17063.591702 nChanged 0 SP:Iteration 5F (6653.330000 sec): 3 clusters Score: Raw -19521.681922 + Penalty 2458.090221 = -17063.591702 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 30 (13765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6653.390000 sec): 2 clusters Score: Raw -2113826.040990 + Penalty 2363.411336 = -2111462.629655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6653.440000 sec): 3 clusters Score: Raw -2106063.423107 + Penalty 4726.822671 = -2101336.600435 nChanged 5859 SP:Iteration 1F (6653.500000 sec): 3 clusters Score: Raw -2109201.621257 + Penalty 4726.822671 = -2104474.798586 nChanged 879 SP:Iteration 2F (6653.560000 sec): 3 clusters Score: Raw -2109599.013326 + Penalty 4726.822671 = -2104872.190654 nChanged 734 SP:Iteration 3F (6653.620000 sec): 3 clusters Score: Raw -2109974.935504 + Penalty 4726.822671 = -2105248.112833 nChanged 714 SP:Iteration 4F (6653.680000 sec): 3 clusters Score: Raw -2110365.533050 + Penalty 4726.822671 = -2105638.710379 nChanged 690 SP:Iteration 5F (6653.740000 sec): 3 clusters Score: Raw -2110798.296876 + Penalty 4726.822671 = -2106071.474205 nChanged 735 SP:Iteration 6F (6653.800000 sec): 3 clusters Score: Raw -2111305.556577 + Penalty 4726.822671 = -2106578.733906 nChanged 778 SP:Iteration 7F (6653.860000 sec): 3 clusters Score: Raw -2111895.573275 + Penalty 4726.822671 = -2107168.750604 nChanged 768 SP:Iteration 8F (6653.920000 sec): 3 clusters Score: Raw -2112467.727214 + Penalty 4726.822671 = -2107740.904543 nChanged 713 SP:Iteration 9F (6653.980000 sec): 3 clusters Score: Raw -2112983.280117 + Penalty 4726.822671 = -2108256.457445 nChanged 639 SP:Iteration 10Q (6654.030000 sec): 3 clusters Score: Raw -2113468.961874 + Penalty 4726.822671 = -2108742.139203 nChanged 544 SP:Iteration 11Q (6654.090000 sec): 3 clusters Score: Raw -2113903.464549 + Penalty 4726.822671 = -2109176.641878 nChanged 477 SP:Iteration 12Q (6654.150000 sec): 3 clusters Score: Raw -2114297.247494 + Penalty 4726.822671 = -2109570.424823 nChanged 392 SP:Iteration 13Q (6654.200000 sec): 3 clusters Score: Raw -2114633.234849 + Penalty 4726.822671 = -2109906.412178 nChanged 332 SP:Iteration 14Q (6654.260000 sec): 3 clusters Score: Raw -2114880.192276 + Penalty 4726.822671 = -2110153.369605 nChanged 250 SP:Iteration 15Q (6654.310000 sec): 3 clusters Score: Raw -2115042.776976 + Penalty 4726.822671 = -2110315.954305 nChanged 188 SP:Iteration 16Q (6654.360000 sec): 3 clusters Score: Raw -2115148.031315 + Penalty 4726.822671 = -2110421.208644 nChanged 152 SP:Iteration 17Q (6654.410000 sec): 3 clusters Score: Raw -2115223.801611 + Penalty 4726.822671 = -2110496.978939 nChanged 136 SP:Iteration 18Q (6654.460000 sec): 3 clusters Score: Raw -2115284.260048 + Penalty 4726.822671 = -2110557.437376 nChanged 99 SP:Iteration 19Q (6654.510000 sec): 3 clusters Score: Raw -2115318.874680 + Penalty 4726.822671 = -2110592.052009 nChanged 85 SP:Iteration 20F (6654.570000 sec): 3 clusters Score: Raw -2115345.829144 + Penalty 4726.822671 = -2110619.006473 nChanged 58 SP:Iteration 21Q (6654.620000 sec): 3 clusters Score: Raw -2115363.875105 + Penalty 4726.822671 = -2110637.052434 nChanged 44 SP:Iteration 22Q (6654.680000 sec): 3 clusters Score: Raw -2115374.371668 + Penalty 4726.822671 = -2110647.548997 nChanged 36 SP:Iteration 23Q (6654.720000 sec): 3 clusters Score: Raw -2115384.484037 + Penalty 4726.822671 = -2110657.661366 nChanged 32 SP:Iteration 24Q (6654.780000 sec): 3 clusters Score: Raw -2115392.086006 + Penalty 4726.822671 = -2110665.263335 nChanged 32 SP:Iteration 25Q (6654.820000 sec): 3 clusters Score: Raw -2115400.489607 + Penalty 4726.822671 = -2110673.666936 nChanged 28 SP:Iteration 26Q (6654.870000 sec): 3 clusters Score: Raw -2115405.849245 + Penalty 4726.822671 = -2110679.026574 nChanged 21 SP:Iteration 27Q (6654.920000 sec): 3 clusters Score: Raw -2115410.033563 + Penalty 4726.822671 = -2110683.210892 nChanged 21 SP:Iteration 28Q (6654.970000 sec): 3 clusters Score: Raw -2115415.158755 + Penalty 4726.822671 = -2110688.336084 nChanged 13 SP:Iteration 29Q (6655.020000 sec): 3 clusters Score: Raw -2115417.974483 + Penalty 4726.822671 = -2110691.151812 nChanged 10 SP:Iteration 30Q (6655.070000 sec): 3 clusters Score: Raw -2115419.914249 + Penalty 4726.822671 = -2110693.091578 nChanged 9 SP:Iteration 31Q (6655.120000 sec): 3 clusters Score: Raw -2115421.509922 + Penalty 4726.822671 = -2110694.687251 nChanged 7 SP:Iteration 32Q (6655.170000 sec): 3 clusters Score: Raw -2115422.896034 + Penalty 4726.822671 = -2110696.073363 nChanged 8 SP:Iteration 33Q (6655.220000 sec): 3 clusters Score: Raw -2115424.105784 + Penalty 4726.822671 = -2110697.283113 nChanged 7 SP:Iteration 34Q (6655.260000 sec): 3 clusters Score: Raw -2115425.418720 + Penalty 4726.822671 = -2110698.596048 nChanged 5 SP:Iteration 35Q (6655.310000 sec): 3 clusters Score: Raw -2115426.509978 + Penalty 4726.822671 = -2110699.687307 nChanged 6 SP:Iteration 36Q (6655.360000 sec): 3 clusters Score: Raw -2115427.345627 + Penalty 4726.822671 = -2110700.522956 nChanged 6 SP:Iteration 37Q (6655.410000 sec): 3 clusters Score: Raw -2115428.438307 + Penalty 4726.822671 = -2110701.615635 nChanged 4 SP:Iteration 38Q (6655.460000 sec): 3 clusters Score: Raw -2115428.908633 + Penalty 4726.822671 = -2110702.085962 nChanged 2 SP:Iteration 39Q (6655.510000 sec): 3 clusters Score: Raw -2115429.123717 + Penalty 4726.822671 = -2110702.301045 nChanged 1 SP:Iteration 40F (6655.570000 sec): 3 clusters Score: Raw -2115429.182803 + Penalty 4726.822671 = -2110702.360132 nChanged 1 SP:Iteration 41Q (6655.620000 sec): 3 clusters Score: Raw -2115429.331423 + Penalty 4726.822671 = -2110702.508752 nChanged 0 SP:Iteration 42F (6655.680000 sec): 3 clusters Score: Raw -2115429.331423 + Penalty 4726.822671 = -2110702.508752 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 31 (16823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6655.740000 sec): 2 clusters Score: Raw -2616245.206018 + Penalty 2413.164565 = -2613832.041454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6655.810000 sec): 3 clusters Score: Raw -2606687.645586 + Penalty 4826.329129 = -2601861.316457 nChanged 7299 SP:Iteration 1F (6655.880000 sec): 3 clusters Score: Raw -2610540.838560 + Penalty 4826.329129 = -2605714.509431 nChanged 930 SP:Iteration 2F (6655.960000 sec): 3 clusters Score: Raw -2610904.293771 + Penalty 4826.329129 = -2606077.964642 nChanged 844 SP:Iteration 3F (6656.030000 sec): 3 clusters Score: Raw -2611216.253283 + Penalty 4826.329129 = -2606389.924154 nChanged 716 SP:Iteration 4Q (6656.100000 sec): 3 clusters Score: Raw -2611480.171764 + Penalty 4826.329129 = -2606653.842634 nChanged 693 SP:Iteration 5Q (6656.180000 sec): 3 clusters Score: Raw -2611746.335148 + Penalty 4826.329129 = -2606920.006018 nChanged 651 SP:Iteration 6Q (6656.250000 sec): 3 clusters Score: Raw -2612015.307071 + Penalty 4826.329129 = -2607188.977941 nChanged 644 SP:Iteration 7Q (6656.320000 sec): 3 clusters Score: Raw -2612308.972014 + Penalty 4826.329129 = -2607482.642884 nChanged 681 SP:Iteration 8Q (6656.400000 sec): 3 clusters Score: Raw -2612644.998244 + Penalty 4826.329129 = -2607818.669114 nChanged 722 SP:Iteration 9Q (6656.470000 sec): 3 clusters Score: Raw -2613024.630031 + Penalty 4826.329129 = -2608198.300902 nChanged 732 SP:Iteration 10Q (6656.540000 sec): 3 clusters Score: Raw -2613482.363251 + Penalty 4826.329129 = -2608656.034122 nChanged 777 SP:Iteration 11Q (6656.610000 sec): 3 clusters Score: Raw -2614028.808646 + Penalty 4826.329129 = -2609202.479516 nChanged 766 SP:Iteration 12Q (6656.680000 sec): 3 clusters Score: Raw -2614594.147726 + Penalty 4826.329129 = -2609767.818597 nChanged 747 SP:Iteration 13Q (6656.760000 sec): 3 clusters Score: Raw -2615212.669926 + Penalty 4826.329129 = -2610386.340797 nChanged 649 SP:Iteration 14Q (6656.830000 sec): 3 clusters Score: Raw -2615847.241837 + Penalty 4826.329129 = -2611020.912708 nChanged 588 SP:Iteration 15Q (6656.910000 sec): 3 clusters Score: Raw -2616419.952581 + Penalty 4826.329129 = -2611593.623452 nChanged 418 SP:Iteration 16Q (6656.970000 sec): 3 clusters Score: Raw -2616761.557229 + Penalty 4826.329129 = -2611935.228100 nChanged 298 SP:Iteration 17Q (6657.040000 sec): 3 clusters Score: Raw -2616943.309791 + Penalty 4826.329129 = -2612116.980662 nChanged 193 SP:Iteration 18Q (6657.100000 sec): 3 clusters Score: Raw -2617053.351181 + Penalty 4826.329129 = -2612227.022052 nChanged 134 SP:Iteration 19Q (6657.170000 sec): 3 clusters Score: Raw -2617105.645523 + Penalty 4826.329129 = -2612279.316393 nChanged 98 SP:Iteration 20F (6657.240000 sec): 3 clusters Score: Raw -2617132.591890 + Penalty 4826.329129 = -2612306.262761 nChanged 69 SP:Iteration 21Q (6657.300000 sec): 3 clusters Score: Raw -2617151.254894 + Penalty 4826.329129 = -2612324.925765 nChanged 51 SP:Iteration 22Q (6657.360000 sec): 3 clusters Score: Raw -2617162.749949 + Penalty 4826.329129 = -2612336.420820 nChanged 43 SP:Iteration 23Q (6657.420000 sec): 3 clusters Score: Raw -2617170.626284 + Penalty 4826.329129 = -2612344.297155 nChanged 25 SP:Iteration 24Q (6657.480000 sec): 3 clusters Score: Raw -2617174.702033 + Penalty 4826.329129 = -2612348.372904 nChanged 21 SP:Iteration 25Q (6657.550000 sec): 3 clusters Score: Raw -2617177.757785 + Penalty 4826.329129 = -2612351.428655 nChanged 16 SP:Iteration 26Q (6657.610000 sec): 3 clusters Score: Raw -2617179.948824 + Penalty 4826.329129 = -2612353.619695 nChanged 15 SP:Iteration 27Q (6657.670000 sec): 3 clusters Score: Raw -2617181.625083 + Penalty 4826.329129 = -2612355.295954 nChanged 11 SP:Iteration 28Q (6657.730000 sec): 3 clusters Score: Raw -2617182.972573 + Penalty 4826.329129 = -2612356.643444 nChanged 14 SP:Iteration 29Q (6657.790000 sec): 3 clusters Score: Raw -2617184.730572 + Penalty 4826.329129 = -2612358.401443 nChanged 9 SP:Iteration 30Q (6657.850000 sec): 3 clusters Score: Raw -2617186.179112 + Penalty 4826.329129 = -2612359.849983 nChanged 6 SP:Iteration 31Q (6657.910000 sec): 3 clusters Score: Raw -2617186.734749 + Penalty 4826.329129 = -2612360.405620 nChanged 4 SP:Iteration 32Q (6657.970000 sec): 3 clusters Score: Raw -2617187.197244 + Penalty 4826.329129 = -2612360.868114 nChanged 4 SP:Iteration 33Q (6658.030000 sec): 3 clusters Score: Raw -2617187.545745 + Penalty 4826.329129 = -2612361.216616 nChanged 3 SP:Iteration 34Q (6658.090000 sec): 3 clusters Score: Raw -2617187.777379 + Penalty 4826.329129 = -2612361.448250 nChanged 3 SP:Iteration 35Q (6658.150000 sec): 3 clusters Score: Raw -2617188.161422 + Penalty 4826.329129 = -2612361.832293 nChanged 4 SP:Iteration 36Q (6658.210000 sec): 3 clusters Score: Raw -2617188.733977 + Penalty 4826.329129 = -2612362.404848 nChanged 4 SP:Iteration 37Q (6658.270000 sec): 3 clusters Score: Raw -2617189.113627 + Penalty 4826.329129 = -2612362.784498 nChanged 4 SP:Iteration 38Q (6658.330000 sec): 3 clusters Score: Raw -2617189.590334 + Penalty 4826.329129 = -2612363.261204 nChanged 4 SP:Iteration 39Q (6658.390000 sec): 3 clusters Score: Raw -2617189.972351 + Penalty 4826.329129 = -2612363.643222 nChanged 3 SP:Iteration 40F (6658.470000 sec): 3 clusters Score: Raw -2617190.243577 + Penalty 4826.329129 = -2612363.914448 nChanged 4 SP:Iteration 41Q (6658.530000 sec): 3 clusters Score: Raw -2617190.731513 + Penalty 4826.329129 = -2612364.402383 nChanged 3 SP:Iteration 42Q (6658.590000 sec): 3 clusters Score: Raw -2617191.350264 + Penalty 4826.329129 = -2612365.021135 nChanged 8 SP:Iteration 43Q (6658.650000 sec): 3 clusters Score: Raw -2617192.252356 + Penalty 4826.329129 = -2612365.923227 nChanged 4 SP:Iteration 44Q (6658.710000 sec): 3 clusters Score: Raw -2617192.762525 + Penalty 4826.329129 = -2612366.433396 nChanged 5 SP:Iteration 45Q (6658.770000 sec): 3 clusters Score: Raw -2617193.239605 + Penalty 4826.329129 = -2612366.910475 nChanged 2 SP:Iteration 46Q (6658.830000 sec): 3 clusters Score: Raw -2617193.330992 + Penalty 4826.329129 = -2612367.001863 nChanged 4 SP:Iteration 47Q (6658.890000 sec): 3 clusters Score: Raw -2617193.670392 + Penalty 4826.329129 = -2612367.341263 nChanged 4 SP:Iteration 48Q (6658.950000 sec): 3 clusters Score: Raw -2617194.002181 + Penalty 4826.329129 = -2612367.673052 nChanged 3 SP:Iteration 49Q (6659.020000 sec): 3 clusters Score: Raw -2617194.271002 + Penalty 4826.329129 = -2612367.941872 nChanged 2 SP:Iteration 50Q (6659.080000 sec): 3 clusters Score: Raw -2617194.587273 + Penalty 4826.329129 = -2612368.258144 nChanged 1 SP:Iteration 51Q (6659.140000 sec): 3 clusters Score: Raw -2617194.823060 + Penalty 4826.329129 = -2612368.493931 nChanged 1 SP:Iteration 52Q (6659.200000 sec): 3 clusters Score: Raw -2617194.866126 + Penalty 4826.329129 = -2612368.536997 nChanged 0 SP:Iteration 53F (6659.270000 sec): 3 clusters Score: Raw -2617194.866126 + Penalty 4826.329129 = -2612368.536997 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 32 (3513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.290000 sec): 2 clusters Score: Raw -484961.705032 + Penalty 2024.727962 = -482936.977070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.310000 sec): 3 clusters Score: Raw -483416.464517 + Penalty 4049.455924 = -479367.008594 nChanged 1284 SP:Iteration 1F (6659.320000 sec): 3 clusters Score: Raw -484298.621696 + Penalty 4049.455924 = -480249.165772 nChanged 279 SP:Iteration 2F (6659.340000 sec): 3 clusters Score: Raw -484528.977066 + Penalty 4049.455924 = -480479.521142 nChanged 191 SP:Iteration 3F (6659.350000 sec): 3 clusters Score: Raw -484692.939797 + Penalty 4049.455924 = -480643.483874 nChanged 151 SP:Iteration 4Q (6659.370000 sec): 3 clusters Score: Raw -484809.757368 + Penalty 4049.455924 = -480760.301444 nChanged 122 SP:Iteration 5Q (6659.380000 sec): 3 clusters Score: Raw -484897.569212 + Penalty 4049.455924 = -480848.113289 nChanged 120 SP:Iteration 6Q (6659.400000 sec): 3 clusters Score: Raw -484985.991257 + Penalty 4049.455924 = -480936.535333 nChanged 100 SP:Iteration 7Q (6659.410000 sec): 3 clusters Score: Raw -485063.973691 + Penalty 4049.455924 = -481014.517768 nChanged 78 SP:Iteration 8Q (6659.430000 sec): 3 clusters Score: Raw -485124.557252 + Penalty 4049.455924 = -481075.101328 nChanged 72 SP:Iteration 9Q (6659.440000 sec): 3 clusters Score: Raw -485173.236591 + Penalty 4049.455924 = -481123.780667 nChanged 65 SP:Iteration 10Q (6659.450000 sec): 3 clusters Score: Raw -485210.813640 + Penalty 4049.455924 = -481161.357716 nChanged 46 SP:Iteration 11Q (6659.470000 sec): 3 clusters Score: Raw -485230.273275 + Penalty 4049.455924 = -481180.817352 nChanged 33 SP:Iteration 12Q (6659.490000 sec): 3 clusters Score: Raw -485244.906460 + Penalty 4049.455924 = -481195.450536 nChanged 22 SP:Iteration 13Q (6659.500000 sec): 3 clusters Score: Raw -485253.762915 + Penalty 4049.455924 = -481204.306992 nChanged 18 SP:Iteration 14Q (6659.510000 sec): 3 clusters Score: Raw -485262.227206 + Penalty 4049.455924 = -481212.771283 nChanged 16 SP:Iteration 15Q (6659.530000 sec): 3 clusters Score: Raw -485268.919139 + Penalty 4049.455924 = -481219.463215 nChanged 20 SP:Iteration 16Q (6659.540000 sec): 3 clusters Score: Raw -485279.192480 + Penalty 4049.455924 = -481229.736557 nChanged 22 SP:Iteration 17Q (6659.560000 sec): 3 clusters Score: Raw -485287.501233 + Penalty 4049.455924 = -481238.045310 nChanged 15 SP:Iteration 18Q (6659.570000 sec): 3 clusters Score: Raw -485293.913883 + Penalty 4049.455924 = -481244.457959 nChanged 12 SP:Iteration 19Q (6659.590000 sec): 3 clusters Score: Raw -485299.232942 + Penalty 4049.455924 = -481249.777018 nChanged 12 SP:Iteration 20F (6659.600000 sec): 3 clusters Score: Raw -485304.640020 + Penalty 4049.455924 = -481255.184097 nChanged 8 SP:Iteration 21Q (6659.620000 sec): 3 clusters Score: Raw -485307.868172 + Penalty 4049.455924 = -481258.412248 nChanged 6 SP:Iteration 22Q (6659.630000 sec): 3 clusters Score: Raw -485310.601857 + Penalty 4049.455924 = -481261.145933 nChanged 7 SP:Iteration 23Q (6659.650000 sec): 3 clusters Score: Raw -485314.463567 + Penalty 4049.455924 = -481265.007643 nChanged 4 SP:Iteration 24Q (6659.660000 sec): 3 clusters Score: Raw -485315.540472 + Penalty 4049.455924 = -481266.084549 nChanged 1 SP:Iteration 25Q (6659.670000 sec): 3 clusters Score: Raw -485315.786431 + Penalty 4049.455924 = -481266.330508 nChanged 1 SP:Iteration 26Q (6659.690000 sec): 3 clusters Score: Raw -485316.079035 + Penalty 4049.455924 = -481266.623111 nChanged 2 SP:Iteration 27Q (6659.700000 sec): 3 clusters Score: Raw -485316.676433 + Penalty 4049.455924 = -481267.220509 nChanged 1 SP:Iteration 28Q (6659.720000 sec): 3 clusters Score: Raw -485316.810511 + Penalty 4049.455924 = -481267.354587 nChanged 0 SP:Iteration 29F (6659.730000 sec): 3 clusters Score: Raw -485316.810511 + Penalty 4049.455924 = -481267.354587 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 33 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.740000 sec): 2 clusters Score: Raw -27511.583008 + Penalty 1299.953260 = -26211.629749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.740000 sec): 3 clusters Score: Raw -27763.078225 + Penalty 2599.906519 = -25163.171705 nChanged 11 SP:Iteration 1F (6659.740000 sec): 3 clusters Score: Raw -27826.048009 + Penalty 2599.906519 = -25226.141490 nChanged 3 SP:Iteration 2Q (6659.740000 sec): 3 clusters Score: Raw -27846.460522 + Penalty 2599.906519 = -25246.554003 nChanged 1 SP:Iteration 3Q (6659.740000 sec): 3 clusters Score: Raw -27855.599641 + Penalty 2599.906519 = -25255.693122 nChanged 0 SP:Iteration 4F (6659.740000 sec): 3 clusters Score: Raw -27855.599641 + Penalty 2599.906519 = -25255.693122 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 34 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.750000 sec): 2 clusters Score: Raw -31433.030831 + Penalty 1359.198453 = -30073.832378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.750000 sec): 3 clusters Score: Raw -31665.138673 + Penalty 2718.396906 = -28946.741767 nChanged 29 SP:Iteration 1F (6659.750000 sec): 3 clusters Score: Raw -31803.713652 + Penalty 2718.396906 = -29085.316746 nChanged 9 SP:Iteration 2Q (6659.750000 sec): 3 clusters Score: Raw -31855.118866 + Penalty 2718.396906 = -29136.721960 nChanged 6 SP:Iteration 3Q (6659.750000 sec): 3 clusters Score: Raw -31895.623411 + Penalty 2718.396906 = -29177.226505 nChanged 3 SP:Iteration 4Q (6659.750000 sec): 3 clusters Score: Raw -31913.832295 + Penalty 2718.396906 = -29195.435389 nChanged 2 SP:Iteration 5Q (6659.750000 sec): 3 clusters Score: Raw -31918.259700 + Penalty 2718.396906 = -29199.862794 nChanged 0 SP:Iteration 6F (6659.750000 sec): 3 clusters Score: Raw -31918.259700 + Penalty 2718.396906 = -29199.862794 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 35 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.750000 sec): 2 clusters Score: Raw -80283.520033 + Penalty 1569.328322 = -78714.191710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.760000 sec): 3 clusters Score: Raw -80282.868053 + Penalty 3138.656645 = -77144.211408 nChanged 92 SP:Iteration 1F (6659.760000 sec): 3 clusters Score: Raw -80445.321251 + Penalty 3138.656645 = -77306.664607 nChanged 21 SP:Iteration 2Q (6659.760000 sec): 3 clusters Score: Raw -80492.408295 + Penalty 3138.656645 = -77353.751650 nChanged 14 SP:Iteration 3Q (6659.770000 sec): 3 clusters Score: Raw -80524.259975 + Penalty 3138.656645 = -77385.603330 nChanged 12 SP:Iteration 4Q (6659.770000 sec): 3 clusters Score: Raw -80553.185769 + Penalty 3138.656645 = -77414.529124 nChanged 4 SP:Iteration 5Q (6659.770000 sec): 3 clusters Score: Raw -80558.155014 + Penalty 3138.656645 = -77419.498369 nChanged 1 SP:Iteration 6Q (6659.770000 sec): 3 clusters Score: Raw -80559.099108 + Penalty 3138.656645 = -77420.442463 nChanged 1 SP:Iteration 7Q (6659.770000 sec): 3 clusters Score: Raw -80561.610902 + Penalty 3138.656645 = -77422.954257 nChanged 1 SP:Iteration 8Q (6659.780000 sec): 3 clusters Score: Raw -80563.176560 + Penalty 3138.656645 = -77424.519915 nChanged 1 SP:Iteration 9Q (6659.780000 sec): 3 clusters Score: Raw -80563.818217 + Penalty 3138.656645 = -77425.161573 nChanged 0 SP:Iteration 10F (6659.780000 sec): 3 clusters Score: Raw -80563.818217 + Penalty 3138.656645 = -77425.161573 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 36 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.790000 sec): 2 clusters Score: Raw -63484.149654 + Penalty 1497.983168 = -61986.166486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.790000 sec): 3 clusters Score: Raw -63538.570988 + Penalty 2995.966337 = -60542.604651 nChanged 67 SP:Iteration 1F (6659.790000 sec): 3 clusters Score: Raw -63700.187693 + Penalty 2995.966337 = -60704.221357 nChanged 17 SP:Iteration 2Q (6659.790000 sec): 3 clusters Score: Raw -63744.872959 + Penalty 2995.966337 = -60748.906622 nChanged 9 SP:Iteration 3Q (6659.790000 sec): 3 clusters Score: Raw -63792.721436 + Penalty 2995.966337 = -60796.755100 nChanged 6 SP:Iteration 4Q (6659.790000 sec): 3 clusters Score: Raw -63805.827512 + Penalty 2995.966337 = -60809.861175 nChanged 2 SP:Iteration 5Q (6659.800000 sec): 3 clusters Score: Raw -63811.173001 + Penalty 2995.966337 = -60815.206664 nChanged 0 SP:Iteration 6F (6659.800000 sec): 3 clusters Score: Raw -63811.173001 + Penalty 2995.966337 = -60815.206664 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 37 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.800000 sec): 2 clusters Score: Raw -51444.944153 + Penalty 1465.204569 = -49979.739584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.800000 sec): 3 clusters Score: Raw -51526.808525 + Penalty 2930.409137 = -48596.399387 nChanged 50 SP:Iteration 1F (6659.810000 sec): 3 clusters Score: Raw -51651.856885 + Penalty 2930.409137 = -48721.447748 nChanged 15 SP:Iteration 2Q (6659.810000 sec): 3 clusters Score: Raw -51710.096899 + Penalty 2930.409137 = -48779.687761 nChanged 4 SP:Iteration 3Q (6659.810000 sec): 3 clusters Score: Raw -51718.788340 + Penalty 2930.409137 = -48788.379202 nChanged 3 SP:Iteration 4Q (6659.810000 sec): 3 clusters Score: Raw -51730.589324 + Penalty 2930.409137 = -48800.180186 nChanged 0 SP:Iteration 5F (6659.810000 sec): 3 clusters Score: Raw -51730.589324 + Penalty 2930.409137 = -48800.180186 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 38 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.810000 sec): 2 clusters Score: Raw -19509.253390 + Penalty 1261.723891 = -18247.529499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.810000 sec): 3 clusters Score: Raw -19844.232015 + Penalty 2523.447782 = -17320.784233 nChanged 17 SP:Iteration 1F (6659.810000 sec): 3 clusters Score: Raw -19927.194844 + Penalty 2523.447782 = -17403.747062 nChanged 5 SP:Iteration 2Q (6659.810000 sec): 3 clusters Score: Raw -19957.245024 + Penalty 2523.447782 = -17433.797242 nChanged 1 SP:Iteration 3Q (6659.820000 sec): 3 clusters Score: Raw -19958.329567 + Penalty 2523.447782 = -17434.881785 nChanged 1 SP:Iteration 4Q (6659.820000 sec): 3 clusters Score: Raw -19960.248270 + Penalty 2523.447782 = -17436.800488 nChanged 0 SP:Iteration 5F (6659.820000 sec): 3 clusters Score: Raw -19960.248270 + Penalty 2523.447782 = -17436.800488 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 40 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.820000 sec): 2 clusters Score: Raw -21411.210969 + Penalty 1267.772972 = -20143.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.820000 sec): 3 clusters Score: Raw -21751.126802 + Penalty 2535.545943 = -19215.580859 nChanged 15 SP:Iteration 1F (6659.820000 sec): 3 clusters Score: Raw -21819.418945 + Penalty 2535.545943 = -19283.873002 nChanged 3 SP:Iteration 2Q (6659.820000 sec): 3 clusters Score: Raw -21839.394697 + Penalty 2535.545943 = -19303.848754 nChanged 2 SP:Iteration 3Q (6659.820000 sec): 3 clusters Score: Raw -21862.249120 + Penalty 2535.545943 = -19326.703177 nChanged 2 SP:Iteration 4Q (6659.830000 sec): 3 clusters Score: Raw -21875.385713 + Penalty 2535.545943 = -19339.839770 nChanged 2 SP:Iteration 5Q (6659.830000 sec): 3 clusters Score: Raw -21885.906054 + Penalty 2535.545943 = -19350.360111 nChanged 0 SP:Iteration 6F (6659.830000 sec): 3 clusters Score: Raw -21885.906054 + Penalty 2535.545943 = -19350.360111 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 41 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.830000 sec): 2 clusters Score: Raw -42938.151413 + Penalty 1420.258241 = -41517.893172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.830000 sec): 3 clusters Score: Raw -43035.996335 + Penalty 2840.516483 = -40195.479852 nChanged 32 SP:Iteration 1F (6659.830000 sec): 3 clusters Score: Raw -43148.967456 + Penalty 2840.516483 = -40308.450974 nChanged 10 SP:Iteration 2Q (6659.830000 sec): 3 clusters Score: Raw -43207.521491 + Penalty 2840.516483 = -40367.005009 nChanged 2 SP:Iteration 3Q (6659.830000 sec): 3 clusters Score: Raw -43213.942716 + Penalty 2840.516483 = -40373.426233 nChanged 0 SP:Iteration 4F (6659.830000 sec): 3 clusters Score: Raw -43213.942716 + Penalty 2840.516483 = -40373.426233 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 42 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6659.840000 sec): 2 clusters Score: Raw -207973.857593 + Penalty 1810.014385 = -206163.843208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6659.850000 sec): 3 clusters Score: Raw -207501.047535 + Penalty 3620.028770 = -203881.018764 nChanged 430 SP:Iteration 1F (6659.850000 sec): 3 clusters Score: Raw -207901.317653 + Penalty 3620.028770 = -204281.288882 nChanged 105 SP:Iteration 2F (6659.860000 sec): 3 clusters Score: Raw -208016.807901 + Penalty 3620.028770 = -204396.779131 nChanged 55 SP:Iteration 3Q (6659.870000 sec): 3 clusters Score: Raw -208085.431924 + Penalty 3620.028770 = -204465.403153 nChanged 30 SP:Iteration 4Q (6659.870000 sec): 3 clusters Score: Raw -208126.853922 + Penalty 3620.028770 = -204506.825151 nChanged 29 SP:Iteration 5Q (6659.880000 sec): 3 clusters Score: Raw -208167.906811 + Penalty 3620.028770 = -204547.878040 nChanged 29 SP:Iteration 6Q (6659.890000 sec): 3 clusters Score: Raw -208219.165302 + Penalty 3620.028770 = -204599.136531 nChanged 25 SP:Iteration 7Q (6659.890000 sec): 3 clusters Score: Raw -208254.975912 + Penalty 3620.028770 = -204634.947141 nChanged 18 SP:Iteration 8Q (6659.900000 sec): 3 clusters Score: Raw -208272.533150 + Penalty 3620.028770 = -204652.504380 nChanged 15 SP:Iteration 9Q (6659.910000 sec): 3 clusters Score: Raw -208287.411952 + Penalty 3620.028770 = -204667.383182 nChanged 20 SP:Iteration 10Q (6659.910000 sec): 3 clusters Score: Raw -208301.926751 + Penalty 3620.028770 = -204681.897981 nChanged 14 SP:Iteration 11Q (6659.920000 sec): 3 clusters Score: Raw -208314.161755 + Penalty 3620.028770 = -204694.132984 nChanged 6 SP:Iteration 12Q (6659.920000 sec): 3 clusters Score: Raw -208319.001526 + Penalty 3620.028770 = -204698.972755 nChanged 3 SP:Iteration 13Q (6659.930000 sec): 3 clusters Score: Raw -208322.820434 + Penalty 3620.028770 = -204702.791664 nChanged 3 SP:Iteration 14Q (6659.940000 sec): 3 clusters Score: Raw -208325.366809 + Penalty 3620.028770 = -204705.338039 nChanged 4 SP:Iteration 15Q (6659.940000 sec): 3 clusters Score: Raw -208328.138964 + Penalty 3620.028770 = -204708.110193 nChanged 4 SP:Iteration 16Q (6659.950000 sec): 3 clusters Score: Raw -208330.978641 + Penalty 3620.028770 = -204710.949871 nChanged 4 SP:Iteration 17Q (6659.950000 sec): 3 clusters Score: Raw -208337.474430 + Penalty 3620.028770 = -204717.445659 nChanged 4 SP:Iteration 18Q (6659.960000 sec): 3 clusters Score: Raw -208343.002554 + Penalty 3620.028770 = -204722.973783 nChanged 8 SP:Iteration 19Q (6659.970000 sec): 3 clusters Score: Raw -208349.725481 + Penalty 3620.028770 = -204729.696710 nChanged 6 SP:Iteration 20F (6659.970000 sec): 3 clusters Score: Raw -208353.313981 + Penalty 3620.028770 = -204733.285211 nChanged 3 SP:Iteration 21Q (6659.980000 sec): 3 clusters Score: Raw -208355.767901 + Penalty 3620.028770 = -204735.739130 nChanged 2 SP:Iteration 22Q (6659.990000 sec): 3 clusters Score: Raw -208357.887311 + Penalty 3620.028770 = -204737.858540 nChanged 1 SP:Iteration 23Q (6659.990000 sec): 3 clusters Score: Raw -208358.335455 + Penalty 3620.028770 = -204738.306685 nChanged 0 SP:Iteration 24F (6660.000000 sec): 3 clusters Score: Raw -208358.335455 + Penalty 3620.028770 = -204738.306685 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 44 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.000000 sec): 2 clusters Score: Raw -38720.148145 + Penalty 1372.280593 = -37347.867552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.000000 sec): 3 clusters Score: Raw -38848.265020 + Penalty 2744.561186 = -36103.703833 nChanged 24 SP:Iteration 1F (6660.000000 sec): 3 clusters Score: Raw -38921.790928 + Penalty 2744.561186 = -36177.229742 nChanged 6 SP:Iteration 2Q (6660.010000 sec): 3 clusters Score: Raw -38944.777903 + Penalty 2744.561186 = -36200.216716 nChanged 2 SP:Iteration 3Q (6660.010000 sec): 3 clusters Score: Raw -38954.262842 + Penalty 2744.561186 = -36209.701655 nChanged 0 SP:Iteration 4F (6660.010000 sec): 3 clusters Score: Raw -38954.262842 + Penalty 2744.561186 = -36209.701655 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 45 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.030000 sec): 2 clusters Score: Raw -592375.981415 + Penalty 2045.115579 = -590330.865836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.040000 sec): 3 clusters Score: Raw -590565.365686 + Penalty 4090.231158 = -586475.134529 nChanged 1432 SP:Iteration 1F (6660.060000 sec): 3 clusters Score: Raw -591474.352048 + Penalty 4090.231158 = -587384.120890 nChanged 308 SP:Iteration 2F (6660.070000 sec): 3 clusters Score: Raw -591701.324371 + Penalty 4090.231158 = -587611.093213 nChanged 203 SP:Iteration 3F (6660.090000 sec): 3 clusters Score: Raw -591871.438167 + Penalty 4090.231158 = -587781.207009 nChanged 190 SP:Iteration 4Q (6660.110000 sec): 3 clusters Score: Raw -592010.601907 + Penalty 4090.231158 = -587920.370749 nChanged 156 SP:Iteration 5Q (6660.120000 sec): 3 clusters Score: Raw -592117.978847 + Penalty 4090.231158 = -588027.747689 nChanged 125 SP:Iteration 6Q (6660.140000 sec): 3 clusters Score: Raw -592204.003067 + Penalty 4090.231158 = -588113.771910 nChanged 118 SP:Iteration 7Q (6660.150000 sec): 3 clusters Score: Raw -592290.811194 + Penalty 4090.231158 = -588200.580036 nChanged 116 SP:Iteration 8Q (6660.170000 sec): 3 clusters Score: Raw -592372.358926 + Penalty 4090.231158 = -588282.127768 nChanged 112 SP:Iteration 9Q (6660.190000 sec): 3 clusters Score: Raw -592458.736631 + Penalty 4090.231158 = -588368.505473 nChanged 115 SP:Iteration 10Q (6660.200000 sec): 3 clusters Score: Raw -592549.624293 + Penalty 4090.231158 = -588459.393135 nChanged 127 SP:Iteration 11Q (6660.220000 sec): 3 clusters Score: Raw -592656.040052 + Penalty 4090.231158 = -588565.808894 nChanged 120 SP:Iteration 12Q (6660.230000 sec): 3 clusters Score: Raw -592764.669485 + Penalty 4090.231158 = -588674.438327 nChanged 114 SP:Iteration 13Q (6660.250000 sec): 3 clusters Score: Raw -592875.600297 + Penalty 4090.231158 = -588785.369139 nChanged 113 SP:Iteration 14Q (6660.270000 sec): 3 clusters Score: Raw -592983.291716 + Penalty 4090.231158 = -588893.060559 nChanged 102 SP:Iteration 15Q (6660.280000 sec): 3 clusters Score: Raw -593068.995963 + Penalty 4090.231158 = -588978.764805 nChanged 79 SP:Iteration 16Q (6660.290000 sec): 3 clusters Score: Raw -593119.639418 + Penalty 4090.231158 = -589029.408260 nChanged 52 SP:Iteration 17Q (6660.310000 sec): 3 clusters Score: Raw -593152.322321 + Penalty 4090.231158 = -589062.091163 nChanged 37 SP:Iteration 18Q (6660.330000 sec): 3 clusters Score: Raw -593173.322992 + Penalty 4090.231158 = -589083.091834 nChanged 29 SP:Iteration 19Q (6660.340000 sec): 3 clusters Score: Raw -593187.367510 + Penalty 4090.231158 = -589097.136352 nChanged 18 SP:Iteration 20F (6660.360000 sec): 3 clusters Score: Raw -593197.053393 + Penalty 4090.231158 = -589106.822235 nChanged 9 SP:Iteration 21Q (6660.370000 sec): 3 clusters Score: Raw -593200.836380 + Penalty 4090.231158 = -589110.605222 nChanged 6 SP:Iteration 22Q (6660.390000 sec): 3 clusters Score: Raw -593203.059120 + Penalty 4090.231158 = -589112.827962 nChanged 5 SP:Iteration 23Q (6660.400000 sec): 3 clusters Score: Raw -593205.731878 + Penalty 4090.231158 = -589115.500721 nChanged 3 SP:Iteration 24Q (6660.420000 sec): 3 clusters Score: Raw -593206.707327 + Penalty 4090.231158 = -589116.476169 nChanged 0 SP:Iteration 25F (6660.430000 sec): 3 clusters Score: Raw -593206.707327 + Penalty 4090.231158 = -589116.476169 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 46 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.440000 sec): 2 clusters Score: Raw -38968.268448 + Penalty 1373.258898 = -37595.009550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.440000 sec): 3 clusters Score: Raw -39087.830286 + Penalty 2746.517796 = -36341.312489 nChanged 25 SP:Iteration 1F (6660.440000 sec): 3 clusters Score: Raw -39166.293999 + Penalty 2746.517796 = -36419.776203 nChanged 2 SP:Iteration 2Q (6660.440000 sec): 3 clusters Score: Raw -39173.900221 + Penalty 2746.517796 = -36427.382424 nChanged 2 SP:Iteration 3Q (6660.440000 sec): 3 clusters Score: Raw -39182.185555 + Penalty 2746.517796 = -36435.667759 nChanged 1 SP:Iteration 4Q (6660.440000 sec): 3 clusters Score: Raw -39187.154315 + Penalty 2746.517796 = -36440.636519 nChanged 0 SP:Iteration 5F (6660.450000 sec): 3 clusters Score: Raw -39187.154315 + Penalty 2746.517796 = -36440.636519 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 47 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.450000 sec): 2 clusters Score: Raw -31685.874740 + Penalty 1336.489789 = -30349.384951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.450000 sec): 3 clusters Score: Raw -31863.537029 + Penalty 2672.979578 = -29190.557451 nChanged 10 SP:Iteration 1Q (6660.450000 sec): 3 clusters Score: Raw -31907.050086 + Penalty 2672.979578 = -29234.070508 nChanged 1 SP:Iteration 2Q (6660.450000 sec): 3 clusters Score: Raw -31911.902249 + Penalty 2672.979578 = -29238.922671 nChanged 0 SP:Iteration 3F (6660.450000 sec): 3 clusters Score: Raw -31911.902249 + Penalty 2672.979578 = -29238.922671 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 48 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.450000 sec): 2 clusters Score: Raw -75097.943326 + Penalty 1562.139413 = -73535.803913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.460000 sec): 3 clusters Score: Raw -75077.320002 + Penalty 3124.278826 = -71953.041176 nChanged 102 SP:Iteration 1F (6660.460000 sec): 3 clusters Score: Raw -75250.808069 + Penalty 3124.278826 = -72126.529243 nChanged 23 SP:Iteration 2Q (6660.460000 sec): 3 clusters Score: Raw -75303.342771 + Penalty 3124.278826 = -72179.063945 nChanged 13 SP:Iteration 3Q (6660.470000 sec): 3 clusters Score: Raw -75326.956410 + Penalty 3124.278826 = -72202.677584 nChanged 5 SP:Iteration 4Q (6660.470000 sec): 3 clusters Score: Raw -75341.024843 + Penalty 3124.278826 = -72216.746017 nChanged 2 SP:Iteration 5Q (6660.470000 sec): 3 clusters Score: Raw -75348.232299 + Penalty 3124.278826 = -72223.953473 nChanged 2 SP:Iteration 6Q (6660.470000 sec): 3 clusters Score: Raw -75356.383743 + Penalty 3124.278826 = -72232.104917 nChanged 2 SP:Iteration 7Q (6660.470000 sec): 3 clusters Score: Raw -75360.050109 + Penalty 3124.278826 = -72235.771282 nChanged 1 SP:Iteration 8Q (6660.470000 sec): 3 clusters Score: Raw -75362.027719 + Penalty 3124.278826 = -72237.748892 nChanged 1 SP:Iteration 9Q (6660.480000 sec): 3 clusters Score: Raw -75364.888156 + Penalty 3124.278826 = -72240.609329 nChanged 1 SP:Iteration 10Q (6660.480000 sec): 3 clusters Score: Raw -75366.632323 + Penalty 3124.278826 = -72242.353497 nChanged 0 SP:Iteration 11F (6660.480000 sec): 3 clusters Score: Raw -75366.632323 + Penalty 3124.278826 = -72242.353497 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 49 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.490000 sec): 2 clusters Score: Raw -75524.631000 + Penalty 1552.849938 = -73971.781062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.490000 sec): 3 clusters Score: Raw -75510.478684 + Penalty 3105.699875 = -72404.778809 nChanged 103 SP:Iteration 1F (6660.490000 sec): 3 clusters Score: Raw -75681.540049 + Penalty 3105.699875 = -72575.840174 nChanged 19 SP:Iteration 2Q (6660.490000 sec): 3 clusters Score: Raw -75722.781019 + Penalty 3105.699875 = -72617.081144 nChanged 2 SP:Iteration 3Q (6660.490000 sec): 3 clusters Score: Raw -75726.790930 + Penalty 3105.699875 = -72621.091055 nChanged 0 SP:Iteration 4F (6660.500000 sec): 3 clusters Score: Raw -75726.790930 + Penalty 3105.699875 = -72621.091055 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.500000 sec): 2 clusters Score: Raw -22482.325357 + Penalty 1261.723891 = -21220.601466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.500000 sec): 3 clusters Score: Raw -22706.291908 + Penalty 2523.447782 = -20182.844126 nChanged 7 SP:Iteration 1Q (6660.500000 sec): 3 clusters Score: Raw -22749.018731 + Penalty 2523.447782 = -20225.570949 nChanged 2 SP:Iteration 2Q (6660.500000 sec): 3 clusters Score: Raw -22759.054356 + Penalty 2523.447782 = -20235.606574 nChanged 1 SP:Iteration 3Q (6660.500000 sec): 3 clusters Score: Raw -22777.380545 + Penalty 2523.447782 = -20253.932763 nChanged 1 SP:Iteration 4Q (6660.510000 sec): 3 clusters Score: Raw -22794.594299 + Penalty 2523.447782 = -20271.146516 nChanged 1 SP:Iteration 5Q (6660.510000 sec): 3 clusters Score: Raw -22800.607478 + Penalty 2523.447782 = -20277.159696 nChanged 0 SP:Iteration 6F (6660.510000 sec): 3 clusters Score: Raw -22800.607478 + Penalty 2523.447782 = -20277.159696 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 51 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.510000 sec): 2 clusters Score: Raw -61149.374970 + Penalty 1520.004452 = -59629.370518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.510000 sec): 3 clusters Score: Raw -61255.620147 + Penalty 3040.008904 = -58215.611243 nChanged 95 SP:Iteration 1F (6660.510000 sec): 3 clusters Score: Raw -61629.318723 + Penalty 3040.008904 = -58589.309819 nChanged 27 SP:Iteration 2F (6660.510000 sec): 3 clusters Score: Raw -61762.377712 + Penalty 3040.008904 = -58722.368807 nChanged 27 SP:Iteration 3F (6660.520000 sec): 3 clusters Score: Raw -61913.152211 + Penalty 3040.008904 = -58873.143307 nChanged 28 SP:Iteration 4F (6660.520000 sec): 3 clusters Score: Raw -62137.811756 + Penalty 3040.008904 = -59097.802852 nChanged 26 SP:Iteration 5F (6660.520000 sec): 3 clusters Score: Raw -62315.900018 + Penalty 3040.008904 = -59275.891114 nChanged 15 SP:Iteration 6Q (6660.520000 sec): 3 clusters Score: Raw -62397.131539 + Penalty 3040.008904 = -59357.122635 nChanged 10 SP:Iteration 7Q (6660.530000 sec): 3 clusters Score: Raw -62449.303708 + Penalty 3040.008904 = -59409.294804 nChanged 8 SP:Iteration 8Q (6660.530000 sec): 3 clusters Score: Raw -62571.004010 + Penalty 3040.008904 = -59530.995105 nChanged 12 SP:Iteration 9Q (6660.530000 sec): 3 clusters Score: Raw -62692.158486 + Penalty 3040.008904 = -59652.149582 nChanged 17 SP:Iteration 10Q (6660.530000 sec): 3 clusters Score: Raw -62770.238580 + Penalty 3040.008904 = -59730.229676 nChanged 11 SP:Iteration 11Q (6660.530000 sec): 3 clusters Score: Raw -62829.451631 + Penalty 3040.008904 = -59789.442727 nChanged 9 SP:Iteration 12Q (6660.530000 sec): 3 clusters Score: Raw -62874.423036 + Penalty 3040.008904 = -59834.414131 nChanged 8 SP:Iteration 13Q (6660.530000 sec): 3 clusters Score: Raw -62933.192173 + Penalty 3040.008904 = -59893.183269 nChanged 5 SP:Iteration 14Q (6660.540000 sec): 3 clusters Score: Raw -62989.861389 + Penalty 3040.008904 = -59949.852484 nChanged 7 SP:Iteration 15Q (6660.540000 sec): 3 clusters Score: Raw -63045.053282 + Penalty 3040.008904 = -60005.044377 nChanged 9 SP:Iteration 16Q (6660.540000 sec): 3 clusters Score: Raw -63096.965602 + Penalty 3040.008904 = -60056.956698 nChanged 4 SP:Iteration 17Q (6660.540000 sec): 3 clusters Score: Raw -63112.804890 + Penalty 3040.008904 = -60072.795986 nChanged 3 SP:Iteration 18Q (6660.540000 sec): 3 clusters Score: Raw -63125.171654 + Penalty 3040.008904 = -60085.162750 nChanged 1 SP:Iteration 19Q (6660.540000 sec): 3 clusters Score: Raw -63128.704946 + Penalty 3040.008904 = -60088.696042 nChanged 1 SP:Iteration 20F (6660.550000 sec): 3 clusters Score: Raw -63130.626074 + Penalty 3040.008904 = -60090.617169 nChanged 1 SP:Iteration 21Q (6660.550000 sec): 3 clusters Score: Raw -63133.495918 + Penalty 3040.008904 = -60093.487014 nChanged 1 SP:Iteration 22Q (6660.550000 sec): 3 clusters Score: Raw -63139.416171 + Penalty 3040.008904 = -60099.407267 nChanged 0 SP:Iteration 23F (6660.550000 sec): 3 clusters Score: Raw -63139.416171 + Penalty 3040.008904 = -60099.407267 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 52 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.560000 sec): 2 clusters Score: Raw -63522.673143 + Penalty 1545.159399 = -61977.513744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.560000 sec): 3 clusters Score: Raw -63679.556325 + Penalty 3090.318798 = -60589.237527 nChanged 106 SP:Iteration 1F (6660.570000 sec): 3 clusters Score: Raw -64004.756834 + Penalty 3090.318798 = -60914.438036 nChanged 47 SP:Iteration 2F (6660.570000 sec): 3 clusters Score: Raw -64261.907890 + Penalty 3090.318798 = -61171.589092 nChanged 30 SP:Iteration 3F (6660.570000 sec): 3 clusters Score: Raw -64382.207184 + Penalty 3090.318798 = -61291.888386 nChanged 21 SP:Iteration 4Q (6660.570000 sec): 3 clusters Score: Raw -64478.771161 + Penalty 3090.318798 = -61388.452363 nChanged 13 SP:Iteration 5Q (6660.570000 sec): 3 clusters Score: Raw -64540.646471 + Penalty 3090.318798 = -61450.327673 nChanged 7 SP:Iteration 6Q (6660.570000 sec): 3 clusters Score: Raw -64583.580631 + Penalty 3090.318798 = -61493.261833 nChanged 3 SP:Iteration 7Q (6660.580000 sec): 3 clusters Score: Raw -64596.647579 + Penalty 3090.318798 = -61506.328781 nChanged 3 SP:Iteration 8Q (6660.580000 sec): 3 clusters Score: Raw -64607.847937 + Penalty 3090.318798 = -61517.529139 nChanged 2 SP:Iteration 9Q (6660.580000 sec): 3 clusters Score: Raw -64614.828673 + Penalty 3090.318798 = -61524.509875 nChanged 3 SP:Iteration 10Q (6660.580000 sec): 3 clusters Score: Raw -64630.499530 + Penalty 3090.318798 = -61540.180732 nChanged 3 SP:Iteration 11Q (6660.580000 sec): 3 clusters Score: Raw -64641.053611 + Penalty 3090.318798 = -61550.734813 nChanged 1 SP:Iteration 12Q (6660.590000 sec): 3 clusters Score: Raw -64642.432419 + Penalty 3090.318798 = -61552.113621 nChanged 1 SP:Iteration 13Q (6660.590000 sec): 3 clusters Score: Raw -64644.370551 + Penalty 3090.318798 = -61554.051753 nChanged 0 SP:Iteration 14F (6660.590000 sec): 3 clusters Score: Raw -64644.370551 + Penalty 3090.318798 = -61554.051753 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 53 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.590000 sec): 2 clusters Score: Raw -36971.631812 + Penalty 1390.238912 = -35581.392899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.590000 sec): 3 clusters Score: Raw -37180.145246 + Penalty 2780.477825 = -34399.667422 nChanged 33 SP:Iteration 1F (6660.590000 sec): 3 clusters Score: Raw -37299.267808 + Penalty 2780.477825 = -34518.789983 nChanged 8 SP:Iteration 2Q (6660.600000 sec): 3 clusters Score: Raw -37342.104256 + Penalty 2780.477825 = -34561.626431 nChanged 4 SP:Iteration 3Q (6660.600000 sec): 3 clusters Score: Raw -37359.117917 + Penalty 2780.477825 = -34578.640092 nChanged 3 SP:Iteration 4Q (6660.600000 sec): 3 clusters Score: Raw -37375.524229 + Penalty 2780.477825 = -34595.046404 nChanged 1 SP:Iteration 5Q (6660.600000 sec): 3 clusters Score: Raw -37379.639788 + Penalty 2780.477825 = -34599.161963 nChanged 0 SP:Iteration 6F (6660.600000 sec): 3 clusters Score: Raw -37379.639788 + Penalty 2780.477825 = -34599.161963 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 54 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.600000 sec): 2 clusters Score: Raw -57388.613430 + Penalty 1501.500958 = -55887.112472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.610000 sec): 3 clusters Score: Raw -57493.600662 + Penalty 3003.001916 = -54490.598747 nChanged 94 SP:Iteration 1F (6660.610000 sec): 3 clusters Score: Raw -57728.057763 + Penalty 3003.001916 = -54725.055848 nChanged 23 SP:Iteration 2F (6660.610000 sec): 3 clusters Score: Raw -57813.580697 + Penalty 3003.001916 = -54810.578781 nChanged 11 SP:Iteration 3Q (6660.610000 sec): 3 clusters Score: Raw -57870.980379 + Penalty 3003.001916 = -54867.978464 nChanged 9 SP:Iteration 4Q (6660.610000 sec): 3 clusters Score: Raw -57933.231825 + Penalty 3003.001916 = -54930.229909 nChanged 6 SP:Iteration 5Q (6660.610000 sec): 3 clusters Score: Raw -57946.101765 + Penalty 3003.001916 = -54943.099850 nChanged 2 SP:Iteration 6Q (6660.620000 sec): 3 clusters Score: Raw -57949.175708 + Penalty 3003.001916 = -54946.173792 nChanged 2 SP:Iteration 7Q (6660.620000 sec): 3 clusters Score: Raw -57952.490247 + Penalty 3003.001916 = -54949.488331 nChanged 1 SP:Iteration 8Q (6660.620000 sec): 3 clusters Score: Raw -57955.502919 + Penalty 3003.001916 = -54952.501004 nChanged 0 SP:Iteration 9F (6660.620000 sec): 3 clusters Score: Raw -57955.502919 + Penalty 3003.001916 = -54952.501004 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 55 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.630000 sec): 2 clusters Score: Raw -25692.085189 + Penalty 1293.304068 = -24398.781121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6660.630000 sec): 3 clusters Score: Raw -25887.113487 + Penalty 2586.608136 = -23300.505352 nChanged 6 SP:Iteration 1Q (6660.630000 sec): 3 clusters Score: Raw -25915.765055 + Penalty 2586.608136 = -23329.156920 nChanged 1 SP:Iteration 2Q (6660.630000 sec): 3 clusters Score: Raw -25923.755831 + Penalty 2586.608136 = -23337.147695 nChanged 2 SP:Iteration 3Q (6660.630000 sec): 3 clusters Score: Raw -25933.358684 + Penalty 2586.608136 = -23346.750549 nChanged 0 SP:Iteration 4F (6660.630000 sec): 3 clusters Score: Raw -25933.358684 + Penalty 2586.608136 = -23346.750549 nChanged 0 Iteration 179Q (6669.660000 sec): 56 clusters Score: Raw -95017362.842154 + Penalty 182019.504593 = -94835343.337561 nChanged 10 Iteration 180F (6722.240000 sec): 56 clusters Score: Raw -95017448.039565 + Penalty 182019.504593 = -94835428.534972 nChanged 15 Iteration 181Q (6731.230000 sec): 56 clusters Score: Raw -95017552.037198 + Penalty 182019.504593 = -94835532.532604 nChanged 10 Iteration 182Q (6740.240000 sec): 56 clusters Score: Raw -95017599.148941 + Penalty 182019.504593 = -94835579.644348 nChanged 8 Iteration 183Q (6749.210000 sec): 56 clusters Score: Raw -95017633.233272 + Penalty 182019.504593 = -94835613.728679 nChanged 5 Iteration 184Q (6758.160000 sec): 56 clusters Score: Raw -95017652.656297 + Penalty 182019.504593 = -94835633.151704 nChanged 0 Iteration 185F (6810.580000 sec): 56 clusters Score: Raw -95017689.511925 + Penalty 182019.504593 = -94835670.007332 nChanged 7 Iteration 186Q (6819.520000 sec): 56 clusters Score: Raw -95017854.239967 + Penalty 182019.504593 = -94835834.735374 nChanged 10 Iteration 187Q (6828.470000 sec): 56 clusters Score: Raw -95017938.775058 + Penalty 182019.504593 = -94835919.270465 nChanged 3 Iteration 188Q (6837.460000 sec): 56 clusters Score: Raw -95017949.992900 + Penalty 182019.504593 = -94835930.488307 nChanged 1 Iteration 189Q (6846.420000 sec): 56 clusters Score: Raw -95017953.035982 + Penalty 182019.504593 = -94835933.531389 nChanged 0 Iteration 190F (6898.740000 sec): 56 clusters Score: Raw -95017976.478737 + Penalty 182019.504593 = -94835956.974144 nChanged 1 Iteration 191Q (6907.740000 sec): 56 clusters Score: Raw -95018018.582424 + Penalty 182019.504593 = -94835999.077831 nChanged 0 Iteration 192F (6960.220000 sec): 56 clusters Score: Raw -95018018.582424 + Penalty 182019.504593 = -94835999.077831 nChanged 0 Compute initial score before splitting: Score: Raw -95018018.582424 + Penalty 182019.504593 = -94835999.077831 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 1 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6960.240000 sec): 2 clusters Score: Raw -74734.907704 + Penalty 1552.849938 = -73182.057766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6960.240000 sec): 3 clusters Score: Raw -74787.649683 + Penalty 3105.699875 = -71681.949808 nChanged 92 SP:Iteration 1F (6960.250000 sec): 3 clusters Score: Raw -74989.803523 + Penalty 3105.699875 = -71884.103648 nChanged 25 SP:Iteration 2Q (6960.250000 sec): 3 clusters Score: Raw -75068.196296 + Penalty 3105.699875 = -71962.496421 nChanged 12 SP:Iteration 3Q (6960.250000 sec): 3 clusters Score: Raw -75106.853025 + Penalty 3105.699875 = -72001.153149 nChanged 8 SP:Iteration 4Q (6960.250000 sec): 3 clusters Score: Raw -75120.431782 + Penalty 3105.699875 = -72014.731907 nChanged 3 SP:Iteration 5Q (6960.250000 sec): 3 clusters Score: Raw -75127.304967 + Penalty 3105.699875 = -72021.605092 nChanged 5 SP:Iteration 6Q (6960.250000 sec): 3 clusters Score: Raw -75137.171341 + Penalty 3105.699875 = -72031.471466 nChanged 4 SP:Iteration 7Q (6960.260000 sec): 3 clusters Score: Raw -75152.648433 + Penalty 3105.699875 = -72046.948557 nChanged 5 SP:Iteration 8Q (6960.260000 sec): 3 clusters Score: Raw -75168.351620 + Penalty 3105.699875 = -72062.651744 nChanged 3 SP:Iteration 9Q (6960.260000 sec): 3 clusters Score: Raw -75175.738354 + Penalty 3105.699875 = -72070.038479 nChanged 2 SP:Iteration 10Q (6960.260000 sec): 3 clusters Score: Raw -75180.342994 + Penalty 3105.699875 = -72074.643119 nChanged 2 SP:Iteration 11Q (6960.270000 sec): 3 clusters Score: Raw -75183.919498 + Penalty 3105.699875 = -72078.219623 nChanged 1 SP:Iteration 12Q (6960.270000 sec): 3 clusters Score: Raw -75186.105778 + Penalty 3105.699875 = -72080.405902 nChanged 2 SP:Iteration 13Q (6960.270000 sec): 3 clusters Score: Raw -75189.612026 + Penalty 3105.699875 = -72083.912151 nChanged 1 SP:Iteration 14Q (6960.270000 sec): 3 clusters Score: Raw -75193.659767 + Penalty 3105.699875 = -72087.959891 nChanged 0 SP:Iteration 15F (6960.270000 sec): 3 clusters Score: Raw -75193.659767 + Penalty 3105.699875 = -72087.959891 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 2 (132366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6960.820000 sec): 2 clusters Score: Raw -20640928.195962 + Penalty 2924.744871 = -20638003.451091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6961.420000 sec): 3 clusters Score: Raw -20555175.201849 + Penalty 5849.489742 = -20549325.712107 nChanged 63118 SP:Iteration 1F (6962.020000 sec): 3 clusters Score: Raw -20594233.198799 + Penalty 5849.489742 = -20588383.709057 nChanged 7636 SP:Iteration 2F (6962.610000 sec): 3 clusters Score: Raw -20598037.633644 + Penalty 5849.489742 = -20592188.143902 nChanged 8828 SP:Iteration 3F (6963.210000 sec): 3 clusters Score: Raw -20602994.093955 + Penalty 5849.489742 = -20597144.604214 nChanged 9319 SP:Iteration 4F (6963.810000 sec): 3 clusters Score: Raw -20608435.560542 + Penalty 5849.489742 = -20602586.070800 nChanged 8934 SP:Iteration 5F (6964.410000 sec): 3 clusters Score: Raw -20613463.683870 + Penalty 5849.489742 = -20607614.194129 nChanged 7584 SP:Iteration 6F (6965.010000 sec): 3 clusters Score: Raw -20617394.157785 + Penalty 5849.489742 = -20611544.668043 nChanged 6354 SP:Iteration 7Q (6965.620000 sec): 3 clusters Score: Raw -20620614.691163 + Penalty 5849.489742 = -20614765.201421 nChanged 5582 SP:Iteration 8Q (6966.230000 sec): 3 clusters Score: Raw -20623659.103471 + Penalty 5849.489742 = -20617809.613730 nChanged 5315 SP:Iteration 9Q (6966.840000 sec): 3 clusters Score: Raw -20626679.099992 + Penalty 5849.489742 = -20620829.610251 nChanged 4991 SP:Iteration 10Q (6967.450000 sec): 3 clusters Score: Raw -20629744.474502 + Penalty 5849.489742 = -20623894.984760 nChanged 4557 SP:Iteration 11Q (6968.060000 sec): 3 clusters Score: Raw -20632823.246469 + Penalty 5849.489742 = -20626973.756727 nChanged 3842 SP:Iteration 12Q (6968.670000 sec): 3 clusters Score: Raw -20635539.020405 + Penalty 5849.489742 = -20629689.530663 nChanged 2867 SP:Iteration 13Q (6969.260000 sec): 3 clusters Score: Raw -20637615.500251 + Penalty 5849.489742 = -20631766.010509 nChanged 1981 SP:Iteration 14Q (6969.820000 sec): 3 clusters Score: Raw -20639102.096915 + Penalty 5849.489742 = -20633252.607174 nChanged 1218 SP:Iteration 15Q (6970.340000 sec): 3 clusters Score: Raw -20640020.549305 + Penalty 5849.489742 = -20634171.059563 nChanged 678 SP:Iteration 16Q (6970.830000 sec): 3 clusters Score: Raw -20640558.758041 + Penalty 5849.489742 = -20634709.268299 nChanged 364 SP:Iteration 17Q (6971.290000 sec): 3 clusters Score: Raw -20640844.420258 + Penalty 5849.489742 = -20634994.930517 nChanged 215 SP:Iteration 18Q (6971.740000 sec): 3 clusters Score: Raw -20641008.537151 + Penalty 5849.489742 = -20635159.047409 nChanged 126 SP:Iteration 19Q (6972.180000 sec): 3 clusters Score: Raw -20641112.153256 + Penalty 5849.489742 = -20635262.663514 nChanged 82 SP:Iteration 20F (6972.770000 sec): 3 clusters Score: Raw -20641179.808374 + Penalty 5849.489742 = -20635330.318632 nChanged 57 SP:Iteration 21Q (6973.200000 sec): 3 clusters Score: Raw -20641225.936772 + Penalty 5849.489742 = -20635376.447031 nChanged 34 SP:Iteration 22Q (6973.630000 sec): 3 clusters Score: Raw -20641249.949083 + Penalty 5849.489742 = -20635400.459342 nChanged 18 SP:Iteration 23Q (6974.070000 sec): 3 clusters Score: Raw -20641261.247261 + Penalty 5849.489742 = -20635411.757519 nChanged 9 SP:Iteration 24Q (6974.510000 sec): 3 clusters Score: Raw -20641266.656116 + Penalty 5849.489742 = -20635417.166374 nChanged 10 SP:Iteration 25Q (6974.950000 sec): 3 clusters Score: Raw -20641273.578794 + Penalty 5849.489742 = -20635424.089052 nChanged 7 SP:Iteration 26Q (6975.370000 sec): 3 clusters Score: Raw -20641279.343957 + Penalty 5849.489742 = -20635429.854216 nChanged 12 SP:Iteration 27Q (6975.810000 sec): 3 clusters Score: Raw -20641288.376045 + Penalty 5849.489742 = -20635438.886303 nChanged 11 SP:Iteration 28Q (6976.230000 sec): 3 clusters Score: Raw -20641295.460291 + Penalty 5849.489742 = -20635445.970549 nChanged 10 SP:Iteration 29Q (6976.670000 sec): 3 clusters Score: Raw -20641302.832693 + Penalty 5849.489742 = -20635453.342951 nChanged 13 SP:Iteration 30Q (6977.100000 sec): 3 clusters Score: Raw -20641312.143692 + Penalty 5849.489742 = -20635462.653950 nChanged 12 SP:Iteration 31Q (6977.530000 sec): 3 clusters Score: Raw -20641322.803906 + Penalty 5849.489742 = -20635473.314164 nChanged 13 SP:Iteration 32Q (6977.950000 sec): 3 clusters Score: Raw -20641332.960392 + Penalty 5849.489742 = -20635483.470651 nChanged 8 SP:Iteration 33Q (6978.380000 sec): 3 clusters Score: Raw -20641338.127806 + Penalty 5849.489742 = -20635488.638064 nChanged 6 SP:Iteration 34Q (6978.810000 sec): 3 clusters Score: Raw -20641341.540557 + Penalty 5849.489742 = -20635492.050816 nChanged 7 SP:Iteration 35Q (6979.230000 sec): 3 clusters Score: Raw -20641345.888647 + Penalty 5849.489742 = -20635496.398905 nChanged 7 SP:Iteration 36Q (6979.650000 sec): 3 clusters Score: Raw -20641350.379443 + Penalty 5849.489742 = -20635500.889702 nChanged 2 SP:Iteration 37Q (6980.080000 sec): 3 clusters Score: Raw -20641351.392922 + Penalty 5849.489742 = -20635501.903181 nChanged 2 SP:Iteration 38Q (6980.500000 sec): 3 clusters Score: Raw -20641353.338759 + Penalty 5849.489742 = -20635503.849018 nChanged 1 SP:Iteration 39Q (6980.930000 sec): 3 clusters Score: Raw -20641353.998153 + Penalty 5849.489742 = -20635504.508411 nChanged 2 SP:Iteration 40F (6981.510000 sec): 3 clusters Score: Raw -20641355.053079 + Penalty 5849.489742 = -20635505.563338 nChanged 4 SP:Iteration 41Q (6981.940000 sec): 3 clusters Score: Raw -20641358.199151 + Penalty 5849.489742 = -20635508.709410 nChanged 3 SP:Iteration 42Q (6982.370000 sec): 3 clusters Score: Raw -20641359.838496 + Penalty 5849.489742 = -20635510.348755 nChanged 3 SP:Iteration 43Q (6982.790000 sec): 3 clusters Score: Raw -20641361.970191 + Penalty 5849.489742 = -20635512.480450 nChanged 2 SP:Iteration 44Q (6983.220000 sec): 3 clusters Score: Raw -20641364.027743 + Penalty 5849.489742 = -20635514.538001 nChanged 5 SP:Iteration 45Q (6983.640000 sec): 3 clusters Score: Raw -20641368.985567 + Penalty 5849.489742 = -20635519.495825 nChanged 4 SP:Iteration 46Q (6984.060000 sec): 3 clusters Score: Raw -20641371.873245 + Penalty 5849.489742 = -20635522.383504 nChanged 3 SP:Iteration 47Q (6984.480000 sec): 3 clusters Score: Raw -20641374.028747 + Penalty 5849.489742 = -20635524.539006 nChanged 3 SP:Iteration 48Q (6984.890000 sec): 3 clusters Score: Raw -20641375.275349 + Penalty 5849.489742 = -20635525.785608 nChanged 0 SP:Iteration 49F (6985.460000 sec): 3 clusters Score: Raw -20641375.275349 + Penalty 5849.489742 = -20635525.785608 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 3 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6985.530000 sec): 2 clusters Score: Raw -57757.475505 + Penalty 1471.196806 = -56286.278699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6985.530000 sec): 3 clusters Score: Raw -57835.567530 + Penalty 2942.393613 = -54893.173917 nChanged 44 SP:Iteration 1F (6985.530000 sec): 3 clusters Score: Raw -57954.754198 + Penalty 2942.393613 = -55012.360585 nChanged 12 SP:Iteration 2Q (6985.530000 sec): 3 clusters Score: Raw -57994.532992 + Penalty 2942.393613 = -55052.139379 nChanged 5 SP:Iteration 3Q (6985.540000 sec): 3 clusters Score: Raw -58011.558060 + Penalty 2942.393613 = -55069.164447 nChanged 1 SP:Iteration 4Q (6985.540000 sec): 3 clusters Score: Raw -58015.394813 + Penalty 2942.393613 = -55073.001200 nChanged 0 SP:Iteration 5F (6985.540000 sec): 3 clusters Score: Raw -58015.394813 + Penalty 2942.393613 = -55073.001200 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 4 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6985.540000 sec): 2 clusters Score: Raw -45274.054982 + Penalty 1421.868637 = -43852.186345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6985.540000 sec): 3 clusters Score: Raw -45413.552587 + Penalty 2843.737273 = -42569.815313 nChanged 33 SP:Iteration 1F (6985.540000 sec): 3 clusters Score: Raw -45537.630724 + Penalty 2843.737273 = -42693.893451 nChanged 14 SP:Iteration 2Q (6985.540000 sec): 3 clusters Score: Raw -45586.644911 + Penalty 2843.737273 = -42742.907637 nChanged 6 SP:Iteration 3Q (6985.550000 sec): 3 clusters Score: Raw -45613.864961 + Penalty 2843.737273 = -42770.127688 nChanged 2 SP:Iteration 4Q (6985.550000 sec): 3 clusters Score: Raw -45620.151312 + Penalty 2843.737273 = -42776.414038 nChanged 0 SP:Iteration 5F (6985.550000 sec): 3 clusters Score: Raw -45620.151312 + Penalty 2843.737273 = -42776.414038 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 5 (7026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6985.580000 sec): 2 clusters Score: Raw -1032233.797155 + Penalty 2196.628463 = -1030037.168692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6985.610000 sec): 3 clusters Score: Raw -1028627.029546 + Penalty 4393.256925 = -1024233.772621 nChanged 2798 SP:Iteration 1F (6985.640000 sec): 3 clusters Score: Raw -1030269.041029 + Penalty 4393.256925 = -1025875.784104 nChanged 548 SP:Iteration 2F (6985.660000 sec): 3 clusters Score: Raw -1030605.708824 + Penalty 4393.256925 = -1026212.451899 nChanged 411 SP:Iteration 3F (6985.690000 sec): 3 clusters Score: Raw -1030888.316062 + Penalty 4393.256925 = -1026495.059137 nChanged 386 SP:Iteration 4F (6985.720000 sec): 3 clusters Score: Raw -1031187.169808 + Penalty 4393.256925 = -1026793.912883 nChanged 333 SP:Iteration 5Q (6985.750000 sec): 3 clusters Score: Raw -1031412.306329 + Penalty 4393.256925 = -1027019.049404 nChanged 298 SP:Iteration 6Q (6985.780000 sec): 3 clusters Score: Raw -1031635.088836 + Penalty 4393.256925 = -1027241.831911 nChanged 296 SP:Iteration 7Q (6985.810000 sec): 3 clusters Score: Raw -1031837.502781 + Penalty 4393.256925 = -1027444.245856 nChanged 268 SP:Iteration 8Q (6985.840000 sec): 3 clusters Score: Raw -1032008.914240 + Penalty 4393.256925 = -1027615.657315 nChanged 236 SP:Iteration 9Q (6985.860000 sec): 3 clusters Score: Raw -1032155.458930 + Penalty 4393.256925 = -1027762.202005 nChanged 224 SP:Iteration 10Q (6985.890000 sec): 3 clusters Score: Raw -1032289.834563 + Penalty 4393.256925 = -1027896.577638 nChanged 208 SP:Iteration 11Q (6985.920000 sec): 3 clusters Score: Raw -1032412.774650 + Penalty 4393.256925 = -1028019.517724 nChanged 186 SP:Iteration 12Q (6985.950000 sec): 3 clusters Score: Raw -1032509.331207 + Penalty 4393.256925 = -1028116.074281 nChanged 142 SP:Iteration 13Q (6985.980000 sec): 3 clusters Score: Raw -1032581.265070 + Penalty 4393.256925 = -1028188.008145 nChanged 121 SP:Iteration 14Q (6986.000000 sec): 3 clusters Score: Raw -1032638.474944 + Penalty 4393.256925 = -1028245.218019 nChanged 103 SP:Iteration 15Q (6986.030000 sec): 3 clusters Score: Raw -1032691.555613 + Penalty 4393.256925 = -1028298.298688 nChanged 120 SP:Iteration 16Q (6986.060000 sec): 3 clusters Score: Raw -1032767.116108 + Penalty 4393.256925 = -1028373.859183 nChanged 117 SP:Iteration 17Q (6986.090000 sec): 3 clusters Score: Raw -1032843.921212 + Penalty 4393.256925 = -1028450.664287 nChanged 102 SP:Iteration 18Q (6986.120000 sec): 3 clusters Score: Raw -1032901.056837 + Penalty 4393.256925 = -1028507.799912 nChanged 88 SP:Iteration 19Q (6986.140000 sec): 3 clusters Score: Raw -1032949.262763 + Penalty 4393.256925 = -1028556.005838 nChanged 62 SP:Iteration 20F (6986.170000 sec): 3 clusters Score: Raw -1032975.603348 + Penalty 4393.256925 = -1028582.346423 nChanged 56 SP:Iteration 21Q (6986.200000 sec): 3 clusters Score: Raw -1032995.455294 + Penalty 4393.256925 = -1028602.198369 nChanged 46 SP:Iteration 22Q (6986.230000 sec): 3 clusters Score: Raw -1033011.023510 + Penalty 4393.256925 = -1028617.766585 nChanged 36 SP:Iteration 23Q (6986.260000 sec): 3 clusters Score: Raw -1033022.437509 + Penalty 4393.256925 = -1028629.180584 nChanged 37 SP:Iteration 24Q (6986.280000 sec): 3 clusters Score: Raw -1033034.308578 + Penalty 4393.256925 = -1028641.051653 nChanged 33 SP:Iteration 25Q (6986.310000 sec): 3 clusters Score: Raw -1033043.938687 + Penalty 4393.256925 = -1028650.681762 nChanged 25 SP:Iteration 26Q (6986.340000 sec): 3 clusters Score: Raw -1033050.829893 + Penalty 4393.256925 = -1028657.572968 nChanged 16 SP:Iteration 27Q (6986.370000 sec): 3 clusters Score: Raw -1033055.008309 + Penalty 4393.256925 = -1028661.751384 nChanged 18 SP:Iteration 28Q (6986.400000 sec): 3 clusters Score: Raw -1033060.308761 + Penalty 4393.256925 = -1028667.051836 nChanged 24 SP:Iteration 29Q (6986.430000 sec): 3 clusters Score: Raw -1033067.334094 + Penalty 4393.256925 = -1028674.077169 nChanged 20 SP:Iteration 30Q (6986.460000 sec): 3 clusters Score: Raw -1033071.396804 + Penalty 4393.256925 = -1028678.139879 nChanged 6 SP:Iteration 31Q (6986.490000 sec): 3 clusters Score: Raw -1033072.663915 + Penalty 4393.256925 = -1028679.406990 nChanged 11 SP:Iteration 32Q (6986.520000 sec): 3 clusters Score: Raw -1033074.845411 + Penalty 4393.256925 = -1028681.588486 nChanged 6 SP:Iteration 33Q (6986.540000 sec): 3 clusters Score: Raw -1033076.119960 + Penalty 4393.256925 = -1028682.863035 nChanged 3 SP:Iteration 34Q (6986.570000 sec): 3 clusters Score: Raw -1033076.527539 + Penalty 4393.256925 = -1028683.270614 nChanged 2 SP:Iteration 35Q (6986.600000 sec): 3 clusters Score: Raw -1033076.627130 + Penalty 4393.256925 = -1028683.370205 nChanged 0 SP:Iteration 36F (6986.630000 sec): 3 clusters Score: Raw -1033076.627130 + Penalty 4393.256925 = -1028683.370205 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 6 (4486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6986.650000 sec): 2 clusters Score: Raw -658512.883128 + Penalty 2085.361745 = -656427.521383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6986.670000 sec): 3 clusters Score: Raw -656370.788303 + Penalty 4170.723491 = -652200.064813 nChanged 1712 SP:Iteration 1F (6986.680000 sec): 3 clusters Score: Raw -657362.340207 + Penalty 4170.723491 = -653191.616717 nChanged 341 SP:Iteration 2F (6986.700000 sec): 3 clusters Score: Raw -657556.139426 + Penalty 4170.723491 = -653385.415935 nChanged 211 SP:Iteration 3Q (6986.720000 sec): 3 clusters Score: Raw -657670.136983 + Penalty 4170.723491 = -653499.413492 nChanged 168 SP:Iteration 4Q (6986.740000 sec): 3 clusters Score: Raw -657773.117412 + Penalty 4170.723491 = -653602.393921 nChanged 164 SP:Iteration 5Q (6986.760000 sec): 3 clusters Score: Raw -657862.623672 + Penalty 4170.723491 = -653691.900182 nChanged 121 SP:Iteration 6Q (6986.780000 sec): 3 clusters Score: Raw -657925.504936 + Penalty 4170.723491 = -653754.781445 nChanged 117 SP:Iteration 7Q (6986.800000 sec): 3 clusters Score: Raw -657983.388531 + Penalty 4170.723491 = -653812.665041 nChanged 92 SP:Iteration 8Q (6986.820000 sec): 3 clusters Score: Raw -658035.218685 + Penalty 4170.723491 = -653864.495194 nChanged 92 SP:Iteration 9Q (6986.840000 sec): 3 clusters Score: Raw -658094.717807 + Penalty 4170.723491 = -653923.994316 nChanged 109 SP:Iteration 10Q (6986.860000 sec): 3 clusters Score: Raw -658172.389757 + Penalty 4170.723491 = -654001.666266 nChanged 125 SP:Iteration 11Q (6986.870000 sec): 3 clusters Score: Raw -658271.900725 + Penalty 4170.723491 = -654101.177234 nChanged 124 SP:Iteration 12Q (6986.890000 sec): 3 clusters Score: Raw -658361.925964 + Penalty 4170.723491 = -654191.202473 nChanged 103 SP:Iteration 13Q (6986.910000 sec): 3 clusters Score: Raw -658439.391475 + Penalty 4170.723491 = -654268.667984 nChanged 99 SP:Iteration 14Q (6986.930000 sec): 3 clusters Score: Raw -658521.134963 + Penalty 4170.723491 = -654350.411472 nChanged 103 SP:Iteration 15Q (6986.950000 sec): 3 clusters Score: Raw -658593.991299 + Penalty 4170.723491 = -654423.267808 nChanged 89 SP:Iteration 16Q (6986.960000 sec): 3 clusters Score: Raw -658658.478850 + Penalty 4170.723491 = -654487.755359 nChanged 87 SP:Iteration 17Q (6986.980000 sec): 3 clusters Score: Raw -658719.017905 + Penalty 4170.723491 = -654548.294414 nChanged 75 SP:Iteration 18Q (6987.000000 sec): 3 clusters Score: Raw -658768.644994 + Penalty 4170.723491 = -654597.921504 nChanged 57 SP:Iteration 19Q (6987.020000 sec): 3 clusters Score: Raw -658799.745397 + Penalty 4170.723491 = -654629.021906 nChanged 54 SP:Iteration 20F (6987.030000 sec): 3 clusters Score: Raw -658830.674139 + Penalty 4170.723491 = -654659.950648 nChanged 48 SP:Iteration 21Q (6987.050000 sec): 3 clusters Score: Raw -658856.827236 + Penalty 4170.723491 = -654686.103745 nChanged 33 SP:Iteration 22Q (6987.060000 sec): 3 clusters Score: Raw -658873.878216 + Penalty 4170.723491 = -654703.154725 nChanged 31 SP:Iteration 23Q (6987.080000 sec): 3 clusters Score: Raw -658887.556782 + Penalty 4170.723491 = -654716.833291 nChanged 21 SP:Iteration 24Q (6987.100000 sec): 3 clusters Score: Raw -658897.836052 + Penalty 4170.723491 = -654727.112561 nChanged 19 SP:Iteration 25Q (6987.120000 sec): 3 clusters Score: Raw -658907.585571 + Penalty 4170.723491 = -654736.862080 nChanged 14 SP:Iteration 26Q (6987.130000 sec): 3 clusters Score: Raw -658914.607286 + Penalty 4170.723491 = -654743.883795 nChanged 15 SP:Iteration 27Q (6987.150000 sec): 3 clusters Score: Raw -658920.116314 + Penalty 4170.723491 = -654749.392823 nChanged 12 SP:Iteration 28Q (6987.160000 sec): 3 clusters Score: Raw -658923.279236 + Penalty 4170.723491 = -654752.555746 nChanged 7 SP:Iteration 29Q (6987.180000 sec): 3 clusters Score: Raw -658925.810575 + Penalty 4170.723491 = -654755.087084 nChanged 9 SP:Iteration 30Q (6987.200000 sec): 3 clusters Score: Raw -658930.424285 + Penalty 4170.723491 = -654759.700794 nChanged 11 SP:Iteration 31Q (6987.220000 sec): 3 clusters Score: Raw -658935.128205 + Penalty 4170.723491 = -654764.404714 nChanged 12 SP:Iteration 32Q (6987.230000 sec): 3 clusters Score: Raw -658938.618182 + Penalty 4170.723491 = -654767.894691 nChanged 4 SP:Iteration 33Q (6987.250000 sec): 3 clusters Score: Raw -658940.057208 + Penalty 4170.723491 = -654769.333717 nChanged 4 SP:Iteration 34Q (6987.260000 sec): 3 clusters Score: Raw -658941.186205 + Penalty 4170.723491 = -654770.462714 nChanged 6 SP:Iteration 35Q (6987.280000 sec): 3 clusters Score: Raw -658943.325551 + Penalty 4170.723491 = -654772.602060 nChanged 5 SP:Iteration 36Q (6987.300000 sec): 3 clusters Score: Raw -658945.224988 + Penalty 4170.723491 = -654774.501497 nChanged 2 SP:Iteration 37Q (6987.320000 sec): 3 clusters Score: Raw -658945.915499 + Penalty 4170.723491 = -654775.192008 nChanged 3 SP:Iteration 38Q (6987.330000 sec): 3 clusters Score: Raw -658947.019575 + Penalty 4170.723491 = -654776.296084 nChanged 3 SP:Iteration 39Q (6987.350000 sec): 3 clusters Score: Raw -658948.203660 + Penalty 4170.723491 = -654777.480169 nChanged 1 SP:Iteration 40F (6987.370000 sec): 3 clusters Score: Raw -658948.471491 + Penalty 4170.723491 = -654777.748001 nChanged 3 SP:Iteration 41Q (6987.380000 sec): 3 clusters Score: Raw -658950.317864 + Penalty 4170.723491 = -654779.594374 nChanged 5 SP:Iteration 42Q (6987.400000 sec): 3 clusters Score: Raw -658952.136342 + Penalty 4170.723491 = -654781.412851 nChanged 4 SP:Iteration 43Q (6987.420000 sec): 3 clusters Score: Raw -658953.584080 + Penalty 4170.723491 = -654782.860590 nChanged 2 SP:Iteration 44Q (6987.440000 sec): 3 clusters Score: Raw -658954.038579 + Penalty 4170.723491 = -654783.315088 nChanged 4 SP:Iteration 45Q (6987.450000 sec): 3 clusters Score: Raw -658955.464208 + Penalty 4170.723491 = -654784.740718 nChanged 5 SP:Iteration 46Q (6987.470000 sec): 3 clusters Score: Raw -658956.774415 + Penalty 4170.723491 = -654786.050924 nChanged 4 SP:Iteration 47Q (6987.480000 sec): 3 clusters Score: Raw -658957.520809 + Penalty 4170.723491 = -654786.797318 nChanged 4 SP:Iteration 48Q (6987.500000 sec): 3 clusters Score: Raw -658958.494589 + Penalty 4170.723491 = -654787.771098 nChanged 7 SP:Iteration 49Q (6987.520000 sec): 3 clusters Score: Raw -658961.557920 + Penalty 4170.723491 = -654790.834429 nChanged 9 SP:Iteration 50Q (6987.540000 sec): 3 clusters Score: Raw -658963.965918 + Penalty 4170.723491 = -654793.242427 nChanged 2 SP:Iteration 51Q (6987.550000 sec): 3 clusters Score: Raw -658964.751830 + Penalty 4170.723491 = -654794.028339 nChanged 5 SP:Iteration 52Q (6987.570000 sec): 3 clusters Score: Raw -658966.610101 + Penalty 4170.723491 = -654795.886610 nChanged 5 SP:Iteration 53Q (6987.580000 sec): 3 clusters Score: Raw -658968.202847 + Penalty 4170.723491 = -654797.479356 nChanged 5 SP:Iteration 54Q (6987.600000 sec): 3 clusters Score: Raw -658969.489019 + Penalty 4170.723491 = -654798.765528 nChanged 6 SP:Iteration 55Q (6987.620000 sec): 3 clusters Score: Raw -658971.204676 + Penalty 4170.723491 = -654800.481185 nChanged 7 SP:Iteration 56Q (6987.640000 sec): 3 clusters Score: Raw -658973.902075 + Penalty 4170.723491 = -654803.178584 nChanged 6 SP:Iteration 57Q (6987.650000 sec): 3 clusters Score: Raw -658976.351672 + Penalty 4170.723491 = -654805.628182 nChanged 10 SP:Iteration 58Q (6987.670000 sec): 3 clusters Score: Raw -658980.016188 + Penalty 4170.723491 = -654809.292698 nChanged 13 SP:Iteration 59Q (6987.680000 sec): 3 clusters Score: Raw -658984.213178 + Penalty 4170.723491 = -654813.489687 nChanged 12 SP:Iteration 60F (6987.700000 sec): 3 clusters Score: Raw -658987.844489 + Penalty 4170.723491 = -654817.120999 nChanged 10 SP:Iteration 61Q (6987.720000 sec): 3 clusters Score: Raw -658992.310614 + Penalty 4170.723491 = -654821.587124 nChanged 20 SP:Iteration 62Q (6987.740000 sec): 3 clusters Score: Raw -658999.428752 + Penalty 4170.723491 = -654828.705261 nChanged 18 SP:Iteration 63Q (6987.760000 sec): 3 clusters Score: Raw -659007.956554 + Penalty 4170.723491 = -654837.233063 nChanged 19 SP:Iteration 64Q (6987.770000 sec): 3 clusters Score: Raw -659015.939327 + Penalty 4170.723491 = -654845.215836 nChanged 13 SP:Iteration 65Q (6987.790000 sec): 3 clusters Score: Raw -659021.448372 + Penalty 4170.723491 = -654850.724881 nChanged 9 SP:Iteration 66Q (6987.800000 sec): 3 clusters Score: Raw -659024.589989 + Penalty 4170.723491 = -654853.866498 nChanged 4 SP:Iteration 67Q (6987.820000 sec): 3 clusters Score: Raw -659025.889419 + Penalty 4170.723491 = -654855.165928 nChanged 5 SP:Iteration 68Q (6987.840000 sec): 3 clusters Score: Raw -659027.814694 + Penalty 4170.723491 = -654857.091203 nChanged 6 SP:Iteration 69Q (6987.860000 sec): 3 clusters Score: Raw -659031.753105 + Penalty 4170.723491 = -654861.029615 nChanged 6 SP:Iteration 70Q (6987.870000 sec): 3 clusters Score: Raw -659033.431487 + Penalty 4170.723491 = -654862.707997 nChanged 5 SP:Iteration 71Q (6987.890000 sec): 3 clusters Score: Raw -659035.000387 + Penalty 4170.723491 = -654864.276896 nChanged 6 SP:Iteration 72Q (6987.900000 sec): 3 clusters Score: Raw -659036.349394 + Penalty 4170.723491 = -654865.625903 nChanged 2 SP:Iteration 73Q (6987.920000 sec): 3 clusters Score: Raw -659037.112017 + Penalty 4170.723491 = -654866.388526 nChanged 2 SP:Iteration 74Q (6987.940000 sec): 3 clusters Score: Raw -659037.494985 + Penalty 4170.723491 = -654866.771494 nChanged 2 SP:Iteration 75Q (6987.960000 sec): 3 clusters Score: Raw -659038.322931 + Penalty 4170.723491 = -654867.599440 nChanged 4 SP:Iteration 76Q (6987.970000 sec): 3 clusters Score: Raw -659039.509128 + Penalty 4170.723491 = -654868.785637 nChanged 1 SP:Iteration 77Q (6987.990000 sec): 3 clusters Score: Raw -659039.740350 + Penalty 4170.723491 = -654869.016859 nChanged 1 SP:Iteration 78Q (6988.000000 sec): 3 clusters Score: Raw -659039.985537 + Penalty 4170.723491 = -654869.262046 nChanged 1 SP:Iteration 79Q (6988.020000 sec): 3 clusters Score: Raw -659040.314039 + Penalty 4170.723491 = -654869.590548 nChanged 1 SP:Iteration 80F (6988.040000 sec): 3 clusters Score: Raw -659040.652256 + Penalty 4170.723491 = -654869.928766 nChanged 1 SP:Iteration 81Q (6988.060000 sec): 3 clusters Score: Raw -659040.941371 + Penalty 4170.723491 = -654870.217880 nChanged 2 SP:Iteration 82Q (6988.070000 sec): 3 clusters Score: Raw -659041.518736 + Penalty 4170.723491 = -654870.795245 nChanged 3 SP:Iteration 83Q (6988.090000 sec): 3 clusters Score: Raw -659042.367062 + Penalty 4170.723491 = -654871.643572 nChanged 1 SP:Iteration 84Q (6988.100000 sec): 3 clusters Score: Raw -659042.469756 + Penalty 4170.723491 = -654871.746265 nChanged 0 SP:Iteration 85F (6988.120000 sec): 3 clusters Score: Raw -659042.469756 + Penalty 4170.723491 = -654871.746265 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 7 (29136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6988.240000 sec): 2 clusters Score: Raw -4565791.590722 + Penalty 2549.372991 = -4563242.217732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6988.360000 sec): 3 clusters Score: Raw -4548262.406138 + Penalty 5098.745982 = -4543163.660156 nChanged 13090 SP:Iteration 1F (6988.490000 sec): 3 clusters Score: Raw -4555390.102131 + Penalty 5098.745982 = -4550291.356149 nChanged 1432 SP:Iteration 2Q (6988.610000 sec): 3 clusters Score: Raw -4555913.856536 + Penalty 5098.745982 = -4550815.110554 nChanged 1392 SP:Iteration 3Q (6988.730000 sec): 3 clusters Score: Raw -4556449.282917 + Penalty 5098.745982 = -4551350.536935 nChanged 1417 SP:Iteration 4Q (6988.860000 sec): 3 clusters Score: Raw -4557038.197540 + Penalty 5098.745982 = -4551939.451558 nChanged 1472 SP:Iteration 5F (6988.980000 sec): 3 clusters Score: Raw -4557719.472785 + Penalty 5098.745982 = -4552620.726803 nChanged 1627 SP:Iteration 6F (6989.100000 sec): 3 clusters Score: Raw -4558619.558767 + Penalty 5098.745982 = -4553520.812785 nChanged 1740 SP:Iteration 7F (6989.220000 sec): 3 clusters Score: Raw -4559757.202731 + Penalty 5098.745982 = -4554658.456749 nChanged 1884 SP:Iteration 8F (6989.340000 sec): 3 clusters Score: Raw -4561137.247397 + Penalty 5098.745982 = -4556038.501415 nChanged 1718 SP:Iteration 9F (6989.460000 sec): 3 clusters Score: Raw -4562513.713790 + Penalty 5098.745982 = -4557414.967808 nChanged 1431 SP:Iteration 10Q (6989.590000 sec): 3 clusters Score: Raw -4563720.865455 + Penalty 5098.745982 = -4558622.119473 nChanged 1071 SP:Iteration 11Q (6989.710000 sec): 3 clusters Score: Raw -4564640.948781 + Penalty 5098.745982 = -4559542.202799 nChanged 705 SP:Iteration 12Q (6989.820000 sec): 3 clusters Score: Raw -4565272.941173 + Penalty 5098.745982 = -4560174.195191 nChanged 443 SP:Iteration 13Q (6989.930000 sec): 3 clusters Score: Raw -4565673.462555 + Penalty 5098.745982 = -4560574.716573 nChanged 266 SP:Iteration 14Q (6990.030000 sec): 3 clusters Score: Raw -4565901.675548 + Penalty 5098.745982 = -4560802.929566 nChanged 173 SP:Iteration 15Q (6990.130000 sec): 3 clusters Score: Raw -4566052.815976 + Penalty 5098.745982 = -4560954.069994 nChanged 119 SP:Iteration 16Q (6990.220000 sec): 3 clusters Score: Raw -4566160.347153 + Penalty 5098.745982 = -4561061.601171 nChanged 93 SP:Iteration 17Q (6990.320000 sec): 3 clusters Score: Raw -4566240.129135 + Penalty 5098.745982 = -4561141.383153 nChanged 74 SP:Iteration 18Q (6990.410000 sec): 3 clusters Score: Raw -4566293.898916 + Penalty 5098.745982 = -4561195.152935 nChanged 53 SP:Iteration 19Q (6990.500000 sec): 3 clusters Score: Raw -4566332.699558 + Penalty 5098.745982 = -4561233.953577 nChanged 34 SP:Iteration 20F (6990.620000 sec): 3 clusters Score: Raw -4566354.509984 + Penalty 5098.745982 = -4561255.764002 nChanged 23 SP:Iteration 21Q (6990.710000 sec): 3 clusters Score: Raw -4566370.307639 + Penalty 5098.745982 = -4561271.561657 nChanged 19 SP:Iteration 22Q (6990.810000 sec): 3 clusters Score: Raw -4566384.615921 + Penalty 5098.745982 = -4561285.869939 nChanged 22 SP:Iteration 23Q (6990.890000 sec): 3 clusters Score: Raw -4566401.101282 + Penalty 5098.745982 = -4561302.355300 nChanged 25 SP:Iteration 24Q (6990.980000 sec): 3 clusters Score: Raw -4566413.474470 + Penalty 5098.745982 = -4561314.728489 nChanged 17 SP:Iteration 25Q (6991.070000 sec): 3 clusters Score: Raw -4566424.147479 + Penalty 5098.745982 = -4561325.401497 nChanged 15 SP:Iteration 26Q (6991.150000 sec): 3 clusters Score: Raw -4566434.296063 + Penalty 5098.745982 = -4561335.550081 nChanged 14 SP:Iteration 27Q (6991.240000 sec): 3 clusters Score: Raw -4566444.513650 + Penalty 5098.745982 = -4561345.767668 nChanged 12 SP:Iteration 28Q (6991.330000 sec): 3 clusters Score: Raw -4566452.340645 + Penalty 5098.745982 = -4561353.594663 nChanged 11 SP:Iteration 29Q (6991.430000 sec): 3 clusters Score: Raw -4566458.306913 + Penalty 5098.745982 = -4561359.560931 nChanged 3 SP:Iteration 30Q (6991.510000 sec): 3 clusters Score: Raw -4566459.985814 + Penalty 5098.745982 = -4561361.239832 nChanged 5 SP:Iteration 31Q (6991.600000 sec): 3 clusters Score: Raw -4566462.618968 + Penalty 5098.745982 = -4561363.872986 nChanged 0 SP:Iteration 32F (6991.720000 sec): 3 clusters Score: Raw -4566462.618968 + Penalty 5098.745982 = -4561363.872986 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 8 (3802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6991.750000 sec): 2 clusters Score: Raw -594227.391576 + Penalty 2044.334066 = -592183.057510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6991.770000 sec): 3 clusters Score: Raw -592478.945514 + Penalty 4088.668131 = -588390.277383 nChanged 1406 SP:Iteration 1F (6991.780000 sec): 3 clusters Score: Raw -593281.443044 + Penalty 4088.668131 = -589192.774912 nChanged 293 SP:Iteration 2F (6991.800000 sec): 3 clusters Score: Raw -593470.775284 + Penalty 4088.668131 = -589382.107153 nChanged 175 SP:Iteration 3Q (6991.810000 sec): 3 clusters Score: Raw -593573.782541 + Penalty 4088.668131 = -589485.114409 nChanged 121 SP:Iteration 4Q (6991.830000 sec): 3 clusters Score: Raw -593657.968850 + Penalty 4088.668131 = -589569.300719 nChanged 102 SP:Iteration 5Q (6991.850000 sec): 3 clusters Score: Raw -593713.508244 + Penalty 4088.668131 = -589624.840113 nChanged 78 SP:Iteration 6Q (6991.860000 sec): 3 clusters Score: Raw -593747.941626 + Penalty 4088.668131 = -589659.273494 nChanged 62 SP:Iteration 7Q (6991.880000 sec): 3 clusters Score: Raw -593776.144997 + Penalty 4088.668131 = -589687.476865 nChanged 48 SP:Iteration 8Q (6991.890000 sec): 3 clusters Score: Raw -593796.000731 + Penalty 4088.668131 = -589707.332599 nChanged 34 SP:Iteration 9Q (6991.910000 sec): 3 clusters Score: Raw -593810.971020 + Penalty 4088.668131 = -589722.302888 nChanged 38 SP:Iteration 10Q (6991.920000 sec): 3 clusters Score: Raw -593825.962766 + Penalty 4088.668131 = -589737.294635 nChanged 26 SP:Iteration 11Q (6991.940000 sec): 3 clusters Score: Raw -593837.749849 + Penalty 4088.668131 = -589749.081718 nChanged 31 SP:Iteration 12Q (6991.950000 sec): 3 clusters Score: Raw -593849.904001 + Penalty 4088.668131 = -589761.235870 nChanged 28 SP:Iteration 13Q (6991.970000 sec): 3 clusters Score: Raw -593862.532407 + Penalty 4088.668131 = -589773.864275 nChanged 32 SP:Iteration 14Q (6991.990000 sec): 3 clusters Score: Raw -593875.011469 + Penalty 4088.668131 = -589786.343338 nChanged 31 SP:Iteration 15Q (6992.000000 sec): 3 clusters Score: Raw -593887.936002 + Penalty 4088.668131 = -589799.267870 nChanged 25 SP:Iteration 16Q (6992.020000 sec): 3 clusters Score: Raw -593898.356463 + Penalty 4088.668131 = -589809.688332 nChanged 22 SP:Iteration 17Q (6992.030000 sec): 3 clusters Score: Raw -593909.662937 + Penalty 4088.668131 = -589820.994805 nChanged 29 SP:Iteration 18Q (6992.050000 sec): 3 clusters Score: Raw -593923.557434 + Penalty 4088.668131 = -589834.889302 nChanged 21 SP:Iteration 19Q (6992.070000 sec): 3 clusters Score: Raw -593930.036930 + Penalty 4088.668131 = -589841.368798 nChanged 14 SP:Iteration 20F (6992.080000 sec): 3 clusters Score: Raw -593935.827748 + Penalty 4088.668131 = -589847.159617 nChanged 15 SP:Iteration 21Q (6992.090000 sec): 3 clusters Score: Raw -593942.810391 + Penalty 4088.668131 = -589854.142259 nChanged 17 SP:Iteration 22Q (6992.110000 sec): 3 clusters Score: Raw -593949.155464 + Penalty 4088.668131 = -589860.487333 nChanged 10 SP:Iteration 23Q (6992.130000 sec): 3 clusters Score: Raw -593952.324787 + Penalty 4088.668131 = -589863.656655 nChanged 10 SP:Iteration 24Q (6992.140000 sec): 3 clusters Score: Raw -593955.177977 + Penalty 4088.668131 = -589866.509846 nChanged 8 SP:Iteration 25Q (6992.160000 sec): 3 clusters Score: Raw -593958.095847 + Penalty 4088.668131 = -589869.427715 nChanged 11 SP:Iteration 26Q (6992.170000 sec): 3 clusters Score: Raw -593962.143399 + Penalty 4088.668131 = -589873.475268 nChanged 10 SP:Iteration 27Q (6992.190000 sec): 3 clusters Score: Raw -593965.860524 + Penalty 4088.668131 = -589877.192393 nChanged 11 SP:Iteration 28Q (6992.210000 sec): 3 clusters Score: Raw -593970.294392 + Penalty 4088.668131 = -589881.626261 nChanged 3 SP:Iteration 29Q (6992.220000 sec): 3 clusters Score: Raw -593971.399767 + Penalty 4088.668131 = -589882.731636 nChanged 6 SP:Iteration 30Q (6992.230000 sec): 3 clusters Score: Raw -593974.405914 + Penalty 4088.668131 = -589885.737782 nChanged 12 SP:Iteration 31Q (6992.250000 sec): 3 clusters Score: Raw -593978.750140 + Penalty 4088.668131 = -589890.082009 nChanged 10 SP:Iteration 32Q (6992.270000 sec): 3 clusters Score: Raw -593982.200464 + Penalty 4088.668131 = -589893.532332 nChanged 8 SP:Iteration 33Q (6992.280000 sec): 3 clusters Score: Raw -593984.601308 + Penalty 4088.668131 = -589895.933176 nChanged 3 SP:Iteration 34Q (6992.300000 sec): 3 clusters Score: Raw -593985.035184 + Penalty 4088.668131 = -589896.367053 nChanged 2 SP:Iteration 35Q (6992.310000 sec): 3 clusters Score: Raw -593985.467586 + Penalty 4088.668131 = -589896.799454 nChanged 3 SP:Iteration 36Q (6992.330000 sec): 3 clusters Score: Raw -593987.147239 + Penalty 4088.668131 = -589898.479108 nChanged 4 SP:Iteration 37Q (6992.350000 sec): 3 clusters Score: Raw -593988.247337 + Penalty 4088.668131 = -589899.579205 nChanged 2 SP:Iteration 38Q (6992.360000 sec): 3 clusters Score: Raw -593988.696253 + Penalty 4088.668131 = -589900.028121 nChanged 4 SP:Iteration 39Q (6992.380000 sec): 3 clusters Score: Raw -593990.011009 + Penalty 4088.668131 = -589901.342877 nChanged 1 SP:Iteration 40F (6992.390000 sec): 3 clusters Score: Raw -593990.510382 + Penalty 4088.668131 = -589901.842250 nChanged 2 SP:Iteration 41Q (6992.410000 sec): 3 clusters Score: Raw -593991.040375 + Penalty 4088.668131 = -589902.372244 nChanged 1 SP:Iteration 42Q (6992.420000 sec): 3 clusters Score: Raw -593991.659360 + Penalty 4088.668131 = -589902.991229 nChanged 1 SP:Iteration 43Q (6992.440000 sec): 3 clusters Score: Raw -593992.464131 + Penalty 4088.668131 = -589903.796000 nChanged 6 SP:Iteration 44Q (6992.450000 sec): 3 clusters Score: Raw -593994.665930 + Penalty 4088.668131 = -589905.997798 nChanged 4 SP:Iteration 45Q (6992.470000 sec): 3 clusters Score: Raw -593996.531057 + Penalty 4088.668131 = -589907.862926 nChanged 4 SP:Iteration 46Q (6992.490000 sec): 3 clusters Score: Raw -593998.274400 + Penalty 4088.668131 = -589909.606269 nChanged 5 SP:Iteration 47Q (6992.500000 sec): 3 clusters Score: Raw -593999.799353 + Penalty 4088.668131 = -589911.131221 nChanged 5 SP:Iteration 48Q (6992.520000 sec): 3 clusters Score: Raw -594001.336359 + Penalty 4088.668131 = -589912.668228 nChanged 8 SP:Iteration 49Q (6992.530000 sec): 3 clusters Score: Raw -594004.308304 + Penalty 4088.668131 = -589915.640173 nChanged 8 SP:Iteration 50Q (6992.550000 sec): 3 clusters Score: Raw -594007.069683 + Penalty 4088.668131 = -589918.401552 nChanged 10 SP:Iteration 51Q (6992.560000 sec): 3 clusters Score: Raw -594011.115798 + Penalty 4088.668131 = -589922.447667 nChanged 7 SP:Iteration 52Q (6992.580000 sec): 3 clusters Score: Raw -594013.778998 + Penalty 4088.668131 = -589925.110866 nChanged 2 SP:Iteration 53Q (6992.590000 sec): 3 clusters Score: Raw -594014.123469 + Penalty 4088.668131 = -589925.455338 nChanged 1 SP:Iteration 54Q (6992.610000 sec): 3 clusters Score: Raw -594014.948452 + Penalty 4088.668131 = -589926.280321 nChanged 1 SP:Iteration 55Q (6992.630000 sec): 3 clusters Score: Raw -594015.034130 + Penalty 4088.668131 = -589926.365999 nChanged 1 SP:Iteration 56Q (6992.640000 sec): 3 clusters Score: Raw -594015.258764 + Penalty 4088.668131 = -589926.590633 nChanged 2 SP:Iteration 57Q (6992.650000 sec): 3 clusters Score: Raw -594015.838091 + Penalty 4088.668131 = -589927.169960 nChanged 1 SP:Iteration 58Q (6992.670000 sec): 3 clusters Score: Raw -594016.115359 + Penalty 4088.668131 = -589927.447228 nChanged 0 SP:Iteration 59F (6992.690000 sec): 3 clusters Score: Raw -594016.115359 + Penalty 4088.668131 = -589927.447228 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 9 (29059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6992.800000 sec): 2 clusters Score: Raw -4215880.340387 + Penalty 2548.716714 = -4213331.623673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6992.930000 sec): 3 clusters Score: Raw -4198476.524037 + Penalty 5097.433428 = -4193379.090609 nChanged 13107 SP:Iteration 1F (6993.050000 sec): 3 clusters Score: Raw -4206062.857641 + Penalty 5097.433428 = -4200965.424213 nChanged 1829 SP:Iteration 2F (6993.170000 sec): 3 clusters Score: Raw -4207054.996269 + Penalty 5097.433428 = -4201957.562841 nChanged 1749 SP:Iteration 3F (6993.300000 sec): 3 clusters Score: Raw -4208146.712453 + Penalty 5097.433428 = -4203049.279024 nChanged 1869 SP:Iteration 4F (6993.430000 sec): 3 clusters Score: Raw -4209391.857969 + Penalty 5097.433428 = -4204294.424541 nChanged 1865 SP:Iteration 5F (6993.550000 sec): 3 clusters Score: Raw -4210694.150179 + Penalty 5097.433428 = -4205596.716750 nChanged 1778 SP:Iteration 6F (6993.670000 sec): 3 clusters Score: Raw -4211923.965910 + Penalty 5097.433428 = -4206826.532481 nChanged 1589 SP:Iteration 7F (6993.800000 sec): 3 clusters Score: Raw -4212999.566021 + Penalty 5097.433428 = -4207902.132592 nChanged 1385 SP:Iteration 8Q (6993.920000 sec): 3 clusters Score: Raw -4213924.531916 + Penalty 5097.433428 = -4208827.098487 nChanged 1156 SP:Iteration 9Q (6994.050000 sec): 3 clusters Score: Raw -4214667.917683 + Penalty 5097.433428 = -4209570.484254 nChanged 878 SP:Iteration 10Q (6994.170000 sec): 3 clusters Score: Raw -4215112.995120 + Penalty 5097.433428 = -4210015.561691 nChanged 602 SP:Iteration 11Q (6994.280000 sec): 3 clusters Score: Raw -4215357.521074 + Penalty 5097.433428 = -4210260.087646 nChanged 436 SP:Iteration 12Q (6994.400000 sec): 3 clusters Score: Raw -4215531.927852 + Penalty 5097.433428 = -4210434.494423 nChanged 400 SP:Iteration 13Q (6994.510000 sec): 3 clusters Score: Raw -4215702.242928 + Penalty 5097.433428 = -4210604.809500 nChanged 354 SP:Iteration 14Q (6994.620000 sec): 3 clusters Score: Raw -4215842.702930 + Penalty 5097.433428 = -4210745.269501 nChanged 325 SP:Iteration 15Q (6994.730000 sec): 3 clusters Score: Raw -4215961.384407 + Penalty 5097.433428 = -4210863.950979 nChanged 276 SP:Iteration 16Q (6994.850000 sec): 3 clusters Score: Raw -4216058.911406 + Penalty 5097.433428 = -4210961.477978 nChanged 266 SP:Iteration 17Q (6994.960000 sec): 3 clusters Score: Raw -4216138.781316 + Penalty 5097.433428 = -4211041.347888 nChanged 195 SP:Iteration 18Q (6995.070000 sec): 3 clusters Score: Raw -4216192.227071 + Penalty 5097.433428 = -4211094.793643 nChanged 166 SP:Iteration 19Q (6995.180000 sec): 3 clusters Score: Raw -4216236.431781 + Penalty 5097.433428 = -4211138.998353 nChanged 163 SP:Iteration 20F (6995.300000 sec): 3 clusters Score: Raw -4216285.243475 + Penalty 5097.433428 = -4211187.810047 nChanged 141 SP:Iteration 21Q (6995.410000 sec): 3 clusters Score: Raw -4216323.877347 + Penalty 5097.433428 = -4211226.443919 nChanged 132 SP:Iteration 22Q (6995.520000 sec): 3 clusters Score: Raw -4216355.551234 + Penalty 5097.433428 = -4211258.117806 nChanged 136 SP:Iteration 23Q (6995.630000 sec): 3 clusters Score: Raw -4216387.421324 + Penalty 5097.433428 = -4211289.987895 nChanged 137 SP:Iteration 24Q (6995.750000 sec): 3 clusters Score: Raw -4216417.893132 + Penalty 5097.433428 = -4211320.459703 nChanged 111 SP:Iteration 25Q (6995.860000 sec): 3 clusters Score: Raw -4216441.175804 + Penalty 5097.433428 = -4211343.742376 nChanged 107 SP:Iteration 26Q (6995.970000 sec): 3 clusters Score: Raw -4216462.958430 + Penalty 5097.433428 = -4211365.525002 nChanged 86 SP:Iteration 27Q (6996.070000 sec): 3 clusters Score: Raw -4216477.361881 + Penalty 5097.433428 = -4211379.928453 nChanged 69 SP:Iteration 28Q (6996.180000 sec): 3 clusters Score: Raw -4216487.270392 + Penalty 5097.433428 = -4211389.836964 nChanged 63 SP:Iteration 29Q (6996.280000 sec): 3 clusters Score: Raw -4216496.407999 + Penalty 5097.433428 = -4211398.974571 nChanged 66 SP:Iteration 30Q (6996.390000 sec): 3 clusters Score: Raw -4216507.561462 + Penalty 5097.433428 = -4211410.128034 nChanged 65 SP:Iteration 31Q (6996.490000 sec): 3 clusters Score: Raw -4216518.306671 + Penalty 5097.433428 = -4211420.873242 nChanged 57 SP:Iteration 32Q (6996.590000 sec): 3 clusters Score: Raw -4216526.479330 + Penalty 5097.433428 = -4211429.045901 nChanged 53 SP:Iteration 33Q (6996.690000 sec): 3 clusters Score: Raw -4216535.169350 + Penalty 5097.433428 = -4211437.735922 nChanged 49 SP:Iteration 34Q (6996.790000 sec): 3 clusters Score: Raw -4216543.076118 + Penalty 5097.433428 = -4211445.642689 nChanged 54 SP:Iteration 35Q (6996.890000 sec): 3 clusters Score: Raw -4216551.556489 + Penalty 5097.433428 = -4211454.123061 nChanged 48 SP:Iteration 36Q (6996.990000 sec): 3 clusters Score: Raw -4216556.683193 + Penalty 5097.433428 = -4211459.249765 nChanged 32 SP:Iteration 37Q (6997.090000 sec): 3 clusters Score: Raw -4216560.010167 + Penalty 5097.433428 = -4211462.576739 nChanged 25 SP:Iteration 38Q (6997.190000 sec): 3 clusters Score: Raw -4216562.755124 + Penalty 5097.433428 = -4211465.321695 nChanged 21 SP:Iteration 39Q (6997.290000 sec): 3 clusters Score: Raw -4216565.278929 + Penalty 5097.433428 = -4211467.845501 nChanged 27 SP:Iteration 40F (6997.410000 sec): 3 clusters Score: Raw -4216569.031075 + Penalty 5097.433428 = -4211471.597647 nChanged 31 SP:Iteration 41Q (6997.510000 sec): 3 clusters Score: Raw -4216572.520194 + Penalty 5097.433428 = -4211475.086766 nChanged 29 SP:Iteration 42Q (6997.610000 sec): 3 clusters Score: Raw -4216575.449133 + Penalty 5097.433428 = -4211478.015705 nChanged 25 SP:Iteration 43Q (6997.710000 sec): 3 clusters Score: Raw -4216577.870045 + Penalty 5097.433428 = -4211480.436617 nChanged 27 SP:Iteration 44Q (6997.810000 sec): 3 clusters Score: Raw -4216581.945308 + Penalty 5097.433428 = -4211484.511879 nChanged 35 SP:Iteration 45Q (6997.910000 sec): 3 clusters Score: Raw -4216587.827882 + Penalty 5097.433428 = -4211490.394454 nChanged 31 SP:Iteration 46Q (6998.010000 sec): 3 clusters Score: Raw -4216592.334835 + Penalty 5097.433428 = -4211494.901407 nChanged 27 SP:Iteration 47Q (6998.110000 sec): 3 clusters Score: Raw -4216595.448624 + Penalty 5097.433428 = -4211498.015195 nChanged 20 SP:Iteration 48Q (6998.210000 sec): 3 clusters Score: Raw -4216597.790612 + Penalty 5097.433428 = -4211500.357184 nChanged 18 SP:Iteration 49Q (6998.300000 sec): 3 clusters Score: Raw -4216599.831270 + Penalty 5097.433428 = -4211502.397842 nChanged 24 SP:Iteration 50Q (6998.400000 sec): 3 clusters Score: Raw -4216602.726193 + Penalty 5097.433428 = -4211505.292764 nChanged 24 SP:Iteration 51Q (6998.500000 sec): 3 clusters Score: Raw -4216606.771285 + Penalty 5097.433428 = -4211509.337856 nChanged 41 SP:Iteration 52Q (6998.600000 sec): 3 clusters Score: Raw -4216613.428304 + Penalty 5097.433428 = -4211515.994876 nChanged 44 SP:Iteration 53Q (6998.700000 sec): 3 clusters Score: Raw -4216619.685027 + Penalty 5097.433428 = -4211522.251598 nChanged 32 SP:Iteration 54Q (6998.790000 sec): 3 clusters Score: Raw -4216624.199835 + Penalty 5097.433428 = -4211526.766407 nChanged 30 SP:Iteration 55Q (6998.890000 sec): 3 clusters Score: Raw -4216628.373997 + Penalty 5097.433428 = -4211530.940569 nChanged 19 SP:Iteration 56Q (6998.990000 sec): 3 clusters Score: Raw -4216630.684142 + Penalty 5097.433428 = -4211533.250713 nChanged 21 SP:Iteration 57Q (6999.090000 sec): 3 clusters Score: Raw -4216633.356832 + Penalty 5097.433428 = -4211535.923403 nChanged 24 SP:Iteration 58Q (6999.190000 sec): 3 clusters Score: Raw -4216636.651756 + Penalty 5097.433428 = -4211539.218328 nChanged 26 SP:Iteration 59Q (6999.280000 sec): 3 clusters Score: Raw -4216639.720684 + Penalty 5097.433428 = -4211542.287256 nChanged 19 SP:Iteration 60F (6999.410000 sec): 3 clusters Score: Raw -4216641.940811 + Penalty 5097.433428 = -4211544.507383 nChanged 22 SP:Iteration 61Q (6999.500000 sec): 3 clusters Score: Raw -4216644.129255 + Penalty 5097.433428 = -4211546.695826 nChanged 13 SP:Iteration 62Q (6999.600000 sec): 3 clusters Score: Raw -4216645.512253 + Penalty 5097.433428 = -4211548.078824 nChanged 11 SP:Iteration 63Q (6999.700000 sec): 3 clusters Score: Raw -4216646.568759 + Penalty 5097.433428 = -4211549.135330 nChanged 10 SP:Iteration 64Q (6999.790000 sec): 3 clusters Score: Raw -4216647.361386 + Penalty 5097.433428 = -4211549.927957 nChanged 2 SP:Iteration 65Q (6999.890000 sec): 3 clusters Score: Raw -4216647.422836 + Penalty 5097.433428 = -4211549.989408 nChanged 1 SP:Iteration 66Q (6999.990000 sec): 3 clusters Score: Raw -4216647.486825 + Penalty 5097.433428 = -4211550.053397 nChanged 1 SP:Iteration 67Q (7000.090000 sec): 3 clusters Score: Raw -4216647.778039 + Penalty 5097.433428 = -4211550.344610 nChanged 2 SP:Iteration 68Q (7000.190000 sec): 3 clusters Score: Raw -4216648.095903 + Penalty 5097.433428 = -4211550.662474 nChanged 5 SP:Iteration 69Q (7000.290000 sec): 3 clusters Score: Raw -4216648.737075 + Penalty 5097.433428 = -4211551.303646 nChanged 6 SP:Iteration 70Q (7000.390000 sec): 3 clusters Score: Raw -4216649.912401 + Penalty 5097.433428 = -4211552.478973 nChanged 5 SP:Iteration 71Q (7000.490000 sec): 3 clusters Score: Raw -4216650.842099 + Penalty 5097.433428 = -4211553.408670 nChanged 9 SP:Iteration 72Q (7000.590000 sec): 3 clusters Score: Raw -4216651.812349 + Penalty 5097.433428 = -4211554.378921 nChanged 9 SP:Iteration 73Q (7000.690000 sec): 3 clusters Score: Raw -4216652.694082 + Penalty 5097.433428 = -4211555.260654 nChanged 8 SP:Iteration 74Q (7000.790000 sec): 3 clusters Score: Raw -4216653.536692 + Penalty 5097.433428 = -4211556.103263 nChanged 7 SP:Iteration 75Q (7000.890000 sec): 3 clusters Score: Raw -4216654.150162 + Penalty 5097.433428 = -4211556.716734 nChanged 4 SP:Iteration 76Q (7000.990000 sec): 3 clusters Score: Raw -4216654.740149 + Penalty 5097.433428 = -4211557.306721 nChanged 4 SP:Iteration 77Q (7001.090000 sec): 3 clusters Score: Raw -4216655.376965 + Penalty 5097.433428 = -4211557.943537 nChanged 8 SP:Iteration 78Q (7001.190000 sec): 3 clusters Score: Raw -4216656.295977 + Penalty 5097.433428 = -4211558.862549 nChanged 6 SP:Iteration 79Q (7001.280000 sec): 3 clusters Score: Raw -4216657.162866 + Penalty 5097.433428 = -4211559.729437 nChanged 5 SP:Iteration 80F (7001.410000 sec): 3 clusters Score: Raw -4216657.738726 + Penalty 5097.433428 = -4211560.305297 nChanged 7 SP:Iteration 81Q (7001.510000 sec): 3 clusters Score: Raw -4216658.252442 + Penalty 5097.433428 = -4211560.819014 nChanged 7 SP:Iteration 82Q (7001.610000 sec): 3 clusters Score: Raw -4216658.872273 + Penalty 5097.433428 = -4211561.438845 nChanged 4 SP:Iteration 83Q (7001.710000 sec): 3 clusters Score: Raw -4216659.453161 + Penalty 5097.433428 = -4211562.019732 nChanged 3 SP:Iteration 84Q (7001.810000 sec): 3 clusters Score: Raw -4216659.635014 + Penalty 5097.433428 = -4211562.201585 nChanged 4 SP:Iteration 85Q (7001.910000 sec): 3 clusters Score: Raw -4216659.978039 + Penalty 5097.433428 = -4211562.544610 nChanged 1 SP:Iteration 86Q (7002.010000 sec): 3 clusters Score: Raw -4216660.064865 + Penalty 5097.433428 = -4211562.631436 nChanged 1 SP:Iteration 87Q (7002.110000 sec): 3 clusters Score: Raw -4216660.166995 + Penalty 5097.433428 = -4211562.733566 nChanged 1 SP:Iteration 88Q (7002.210000 sec): 3 clusters Score: Raw -4216660.228603 + Penalty 5097.433428 = -4211562.795175 nChanged 1 SP:Iteration 89Q (7002.310000 sec): 3 clusters Score: Raw -4216660.299231 + Penalty 5097.433428 = -4211562.865802 nChanged 0 SP:Iteration 90F (7002.430000 sec): 3 clusters Score: Raw -4216660.299231 + Penalty 5097.433428 = -4211562.865802 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 10 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7002.460000 sec): 2 clusters Score: Raw -662648.658894 + Penalty 2074.513547 = -660574.145348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.480000 sec): 3 clusters Score: Raw -660631.330190 + Penalty 4149.027093 = -656482.303097 nChanged 1631 SP:Iteration 1F (7002.500000 sec): 3 clusters Score: Raw -661604.022086 + Penalty 4149.027093 = -657454.994993 nChanged 332 SP:Iteration 2F (7002.510000 sec): 3 clusters Score: Raw -661857.857856 + Penalty 4149.027093 = -657708.830762 nChanged 247 SP:Iteration 3F (7002.530000 sec): 3 clusters Score: Raw -662071.801429 + Penalty 4149.027093 = -657922.774336 nChanged 233 SP:Iteration 4F (7002.550000 sec): 3 clusters Score: Raw -662266.337503 + Penalty 4149.027093 = -658117.310410 nChanged 217 SP:Iteration 5F (7002.570000 sec): 3 clusters Score: Raw -662435.839366 + Penalty 4149.027093 = -658286.812273 nChanged 193 SP:Iteration 6Q (7002.590000 sec): 3 clusters Score: Raw -662591.079012 + Penalty 4149.027093 = -658442.051918 nChanged 171 SP:Iteration 7Q (7002.600000 sec): 3 clusters Score: Raw -662721.552916 + Penalty 4149.027093 = -658572.525823 nChanged 159 SP:Iteration 8Q (7002.620000 sec): 3 clusters Score: Raw -662843.212108 + Penalty 4149.027093 = -658694.185014 nChanged 159 SP:Iteration 9Q (7002.640000 sec): 3 clusters Score: Raw -662946.463033 + Penalty 4149.027093 = -658797.435940 nChanged 121 SP:Iteration 10Q (7002.650000 sec): 3 clusters Score: Raw -663018.894263 + Penalty 4149.027093 = -658869.867170 nChanged 84 SP:Iteration 11Q (7002.670000 sec): 3 clusters Score: Raw -663069.766197 + Penalty 4149.027093 = -658920.739104 nChanged 75 SP:Iteration 12Q (7002.690000 sec): 3 clusters Score: Raw -663110.756398 + Penalty 4149.027093 = -658961.729305 nChanged 52 SP:Iteration 13Q (7002.710000 sec): 3 clusters Score: Raw -663134.887222 + Penalty 4149.027093 = -658985.860129 nChanged 41 SP:Iteration 14Q (7002.720000 sec): 3 clusters Score: Raw -663155.644527 + Penalty 4149.027093 = -659006.617433 nChanged 37 SP:Iteration 15Q (7002.740000 sec): 3 clusters Score: Raw -663170.287485 + Penalty 4149.027093 = -659021.260392 nChanged 26 SP:Iteration 16Q (7002.760000 sec): 3 clusters Score: Raw -663180.907385 + Penalty 4149.027093 = -659031.880292 nChanged 16 SP:Iteration 17Q (7002.780000 sec): 3 clusters Score: Raw -663187.298092 + Penalty 4149.027093 = -659038.270999 nChanged 18 SP:Iteration 18Q (7002.790000 sec): 3 clusters Score: Raw -663192.933045 + Penalty 4149.027093 = -659043.905951 nChanged 9 SP:Iteration 19Q (7002.810000 sec): 3 clusters Score: Raw -663195.566956 + Penalty 4149.027093 = -659046.539863 nChanged 6 SP:Iteration 20F (7002.830000 sec): 3 clusters Score: Raw -663197.748424 + Penalty 4149.027093 = -659048.721331 nChanged 6 SP:Iteration 21Q (7002.850000 sec): 3 clusters Score: Raw -663199.524760 + Penalty 4149.027093 = -659050.497666 nChanged 2 SP:Iteration 22Q (7002.860000 sec): 3 clusters Score: Raw -663200.267137 + Penalty 4149.027093 = -659051.240044 nChanged 1 SP:Iteration 23Q (7002.880000 sec): 3 clusters Score: Raw -663200.565781 + Penalty 4149.027093 = -659051.538688 nChanged 3 SP:Iteration 24Q (7002.900000 sec): 3 clusters Score: Raw -663202.030636 + Penalty 4149.027093 = -659053.003543 nChanged 6 SP:Iteration 25Q (7002.910000 sec): 3 clusters Score: Raw -663203.468522 + Penalty 4149.027093 = -659054.441428 nChanged 3 SP:Iteration 26Q (7002.930000 sec): 3 clusters Score: Raw -663204.110069 + Penalty 4149.027093 = -659055.082976 nChanged 4 SP:Iteration 27Q (7002.950000 sec): 3 clusters Score: Raw -663205.059259 + Penalty 4149.027093 = -659056.032166 nChanged 2 SP:Iteration 28Q (7002.970000 sec): 3 clusters Score: Raw -663205.471013 + Penalty 4149.027093 = -659056.443919 nChanged 1 SP:Iteration 29Q (7002.990000 sec): 3 clusters Score: Raw -663205.584284 + Penalty 4149.027093 = -659056.557190 nChanged 0 SP:Iteration 30F (7003.010000 sec): 3 clusters Score: Raw -663205.584284 + Penalty 4149.027093 = -659056.557190 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 11 (4649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.030000 sec): 2 clusters Score: Raw -694193.047890 + Penalty 2094.213041 = -692098.834849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.050000 sec): 3 clusters Score: Raw -692032.646986 + Penalty 4188.426081 = -687844.220905 nChanged 1763 SP:Iteration 1F (7003.070000 sec): 3 clusters Score: Raw -693153.289090 + Penalty 4188.426081 = -688964.863009 nChanged 367 SP:Iteration 2F (7003.090000 sec): 3 clusters Score: Raw -693414.347380 + Penalty 4188.426081 = -689225.921299 nChanged 251 SP:Iteration 3F (7003.110000 sec): 3 clusters Score: Raw -693580.608739 + Penalty 4188.426081 = -689392.182658 nChanged 191 SP:Iteration 4Q (7003.120000 sec): 3 clusters Score: Raw -693720.877774 + Penalty 4188.426081 = -689532.451693 nChanged 168 SP:Iteration 5Q (7003.140000 sec): 3 clusters Score: Raw -693882.448488 + Penalty 4188.426081 = -689694.022407 nChanged 216 SP:Iteration 6Q (7003.160000 sec): 3 clusters Score: Raw -694135.236615 + Penalty 4188.426081 = -689946.810534 nChanged 240 SP:Iteration 7F (7003.180000 sec): 3 clusters Score: Raw -694450.493970 + Penalty 4188.426081 = -690262.067889 nChanged 257 SP:Iteration 8F (7003.200000 sec): 3 clusters Score: Raw -694760.659502 + Penalty 4188.426081 = -690572.233421 nChanged 245 SP:Iteration 9F (7003.220000 sec): 3 clusters Score: Raw -695071.643024 + Penalty 4188.426081 = -690883.216943 nChanged 240 SP:Iteration 10F (7003.240000 sec): 3 clusters Score: Raw -695339.251366 + Penalty 4188.426081 = -691150.825285 nChanged 159 SP:Iteration 11Q (7003.250000 sec): 3 clusters Score: Raw -695478.304872 + Penalty 4188.426081 = -691289.878791 nChanged 144 SP:Iteration 12Q (7003.270000 sec): 3 clusters Score: Raw -695572.896907 + Penalty 4188.426081 = -691384.470826 nChanged 122 SP:Iteration 13Q (7003.290000 sec): 3 clusters Score: Raw -695650.642160 + Penalty 4188.426081 = -691462.216079 nChanged 102 SP:Iteration 14Q (7003.310000 sec): 3 clusters Score: Raw -695715.208642 + Penalty 4188.426081 = -691526.782561 nChanged 86 SP:Iteration 15Q (7003.330000 sec): 3 clusters Score: Raw -695765.229444 + Penalty 4188.426081 = -691576.803363 nChanged 61 SP:Iteration 16Q (7003.340000 sec): 3 clusters Score: Raw -695796.242090 + Penalty 4188.426081 = -691607.816009 nChanged 42 SP:Iteration 17Q (7003.360000 sec): 3 clusters Score: Raw -695813.093683 + Penalty 4188.426081 = -691624.667601 nChanged 35 SP:Iteration 18Q (7003.380000 sec): 3 clusters Score: Raw -695830.487119 + Penalty 4188.426081 = -691642.061038 nChanged 29 SP:Iteration 19Q (7003.390000 sec): 3 clusters Score: Raw -695842.431350 + Penalty 4188.426081 = -691654.005269 nChanged 27 SP:Iteration 20F (7003.410000 sec): 3 clusters Score: Raw -695863.190371 + Penalty 4188.426081 = -691674.764289 nChanged 37 SP:Iteration 21Q (7003.430000 sec): 3 clusters Score: Raw -695883.771083 + Penalty 4188.426081 = -691695.345002 nChanged 29 SP:Iteration 22Q (7003.450000 sec): 3 clusters Score: Raw -695900.500476 + Penalty 4188.426081 = -691712.074395 nChanged 27 SP:Iteration 23Q (7003.470000 sec): 3 clusters Score: Raw -695917.077829 + Penalty 4188.426081 = -691728.651747 nChanged 25 SP:Iteration 24Q (7003.480000 sec): 3 clusters Score: Raw -695930.230363 + Penalty 4188.426081 = -691741.804282 nChanged 19 SP:Iteration 25Q (7003.500000 sec): 3 clusters Score: Raw -695939.775792 + Penalty 4188.426081 = -691751.349711 nChanged 14 SP:Iteration 26Q (7003.510000 sec): 3 clusters Score: Raw -695946.708698 + Penalty 4188.426081 = -691758.282616 nChanged 9 SP:Iteration 27Q (7003.530000 sec): 3 clusters Score: Raw -695949.991601 + Penalty 4188.426081 = -691761.565520 nChanged 5 SP:Iteration 28Q (7003.550000 sec): 3 clusters Score: Raw -695951.671649 + Penalty 4188.426081 = -691763.245568 nChanged 3 SP:Iteration 29Q (7003.570000 sec): 3 clusters Score: Raw -695952.468623 + Penalty 4188.426081 = -691764.042542 nChanged 1 SP:Iteration 30Q (7003.580000 sec): 3 clusters Score: Raw -695952.656888 + Penalty 4188.426081 = -691764.230807 nChanged 0 SP:Iteration 31F (7003.600000 sec): 3 clusters Score: Raw -695952.656888 + Penalty 4188.426081 = -691764.230807 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 12 (13866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7003.660000 sec): 2 clusters Score: Raw -2169057.639917 + Penalty 2365.224380 = -2166692.415537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7003.720000 sec): 3 clusters Score: Raw -2161303.467213 + Penalty 4730.448759 = -2156573.018454 nChanged 5974 SP:Iteration 1F (7003.770000 sec): 3 clusters Score: Raw -2164545.250242 + Penalty 4730.448759 = -2159814.801483 nChanged 1010 SP:Iteration 2F (7003.830000 sec): 3 clusters Score: Raw -2165099.290361 + Penalty 4730.448759 = -2160368.841601 nChanged 916 SP:Iteration 3F (7003.890000 sec): 3 clusters Score: Raw -2165632.696638 + Penalty 4730.448759 = -2160902.247878 nChanged 829 SP:Iteration 4F (7003.950000 sec): 3 clusters Score: Raw -2166116.201500 + Penalty 4730.448759 = -2161385.752740 nChanged 730 SP:Iteration 5F (7004.010000 sec): 3 clusters Score: Raw -2166516.023394 + Penalty 4730.448759 = -2161785.574634 nChanged 622 SP:Iteration 6Q (7004.070000 sec): 3 clusters Score: Raw -2166873.947425 + Penalty 4730.448759 = -2162143.498666 nChanged 597 SP:Iteration 7Q (7004.120000 sec): 3 clusters Score: Raw -2167222.839501 + Penalty 4730.448759 = -2162492.390741 nChanged 560 SP:Iteration 8Q (7004.180000 sec): 3 clusters Score: Raw -2167554.426641 + Penalty 4730.448759 = -2162823.977882 nChanged 528 SP:Iteration 9Q (7004.240000 sec): 3 clusters Score: Raw -2167864.489092 + Penalty 4730.448759 = -2163134.040333 nChanged 446 SP:Iteration 10Q (7004.290000 sec): 3 clusters Score: Raw -2168155.282356 + Penalty 4730.448759 = -2163424.833597 nChanged 390 SP:Iteration 11Q (7004.350000 sec): 3 clusters Score: Raw -2168387.675258 + Penalty 4730.448759 = -2163657.226498 nChanged 295 SP:Iteration 12Q (7004.410000 sec): 3 clusters Score: Raw -2168574.650404 + Penalty 4730.448759 = -2163844.201645 nChanged 277 SP:Iteration 13Q (7004.470000 sec): 3 clusters Score: Raw -2168764.374697 + Penalty 4730.448759 = -2164033.925938 nChanged 224 SP:Iteration 14Q (7004.530000 sec): 3 clusters Score: Raw -2168906.845968 + Penalty 4730.448759 = -2164176.397208 nChanged 146 SP:Iteration 15Q (7004.590000 sec): 3 clusters Score: Raw -2169002.337074 + Penalty 4730.448759 = -2164271.888314 nChanged 114 SP:Iteration 16Q (7004.640000 sec): 3 clusters Score: Raw -2169078.415153 + Penalty 4730.448759 = -2164347.966394 nChanged 94 SP:Iteration 17Q (7004.690000 sec): 3 clusters Score: Raw -2169142.159667 + Penalty 4730.448759 = -2164411.710907 nChanged 83 SP:Iteration 18Q (7004.750000 sec): 3 clusters Score: Raw -2169197.274854 + Penalty 4730.448759 = -2164466.826095 nChanged 70 SP:Iteration 19Q (7004.810000 sec): 3 clusters Score: Raw -2169249.311233 + Penalty 4730.448759 = -2164518.862474 nChanged 50 SP:Iteration 20F (7004.870000 sec): 3 clusters Score: Raw -2169282.062760 + Penalty 4730.448759 = -2164551.614001 nChanged 35 SP:Iteration 21Q (7004.920000 sec): 3 clusters Score: Raw -2169302.715834 + Penalty 4730.448759 = -2164572.267075 nChanged 26 SP:Iteration 22Q (7004.970000 sec): 3 clusters Score: Raw -2169318.419371 + Penalty 4730.448759 = -2164587.970612 nChanged 27 SP:Iteration 23Q (7005.030000 sec): 3 clusters Score: Raw -2169342.893390 + Penalty 4730.448759 = -2164612.444630 nChanged 27 SP:Iteration 24Q (7005.070000 sec): 3 clusters Score: Raw -2169363.142330 + Penalty 4730.448759 = -2164632.693570 nChanged 18 SP:Iteration 25Q (7005.130000 sec): 3 clusters Score: Raw -2169375.444181 + Penalty 4730.448759 = -2164644.995422 nChanged 13 SP:Iteration 26Q (7005.180000 sec): 3 clusters Score: Raw -2169386.285869 + Penalty 4730.448759 = -2164655.837109 nChanged 10 SP:Iteration 27Q (7005.230000 sec): 3 clusters Score: Raw -2169392.480857 + Penalty 4730.448759 = -2164662.032097 nChanged 4 SP:Iteration 28Q (7005.270000 sec): 3 clusters Score: Raw -2169395.794986 + Penalty 4730.448759 = -2164665.346227 nChanged 2 SP:Iteration 29Q (7005.330000 sec): 3 clusters Score: Raw -2169398.082554 + Penalty 4730.448759 = -2164667.633795 nChanged 4 SP:Iteration 30Q (7005.370000 sec): 3 clusters Score: Raw -2169400.668290 + Penalty 4730.448759 = -2164670.219531 nChanged 6 SP:Iteration 31Q (7005.430000 sec): 3 clusters Score: Raw -2169404.971588 + Penalty 4730.448759 = -2164674.522828 nChanged 5 SP:Iteration 32Q (7005.470000 sec): 3 clusters Score: Raw -2169409.621222 + Penalty 4730.448759 = -2164679.172463 nChanged 6 SP:Iteration 33Q (7005.520000 sec): 3 clusters Score: Raw -2169414.817749 + Penalty 4730.448759 = -2164684.368990 nChanged 7 SP:Iteration 34Q (7005.570000 sec): 3 clusters Score: Raw -2169420.441434 + Penalty 4730.448759 = -2164689.992675 nChanged 7 SP:Iteration 35Q (7005.610000 sec): 3 clusters Score: Raw -2169424.571814 + Penalty 4730.448759 = -2164694.123055 nChanged 2 SP:Iteration 36Q (7005.660000 sec): 3 clusters Score: Raw -2169426.054009 + Penalty 4730.448759 = -2164695.605249 nChanged 3 SP:Iteration 37Q (7005.710000 sec): 3 clusters Score: Raw -2169428.351495 + Penalty 4730.448759 = -2164697.902736 nChanged 3 SP:Iteration 38Q (7005.760000 sec): 3 clusters Score: Raw -2169431.471069 + Penalty 4730.448759 = -2164701.022309 nChanged 5 SP:Iteration 39Q (7005.810000 sec): 3 clusters Score: Raw -2169434.400853 + Penalty 4730.448759 = -2164703.952094 nChanged 2 SP:Iteration 40F (7005.870000 sec): 3 clusters Score: Raw -2169436.288242 + Penalty 4730.448759 = -2164705.839483 nChanged 2 SP:Iteration 41Q (7005.920000 sec): 3 clusters Score: Raw -2169438.416653 + Penalty 4730.448759 = -2164707.967893 nChanged 0 SP:Iteration 42F (7005.970000 sec): 3 clusters Score: Raw -2169438.416653 + Penalty 4730.448759 = -2164707.967893 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 13 (245267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7006.950000 sec): 2 clusters Score: Raw -38188066.194273 + Penalty 3077.705468 = -38184988.488805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7008.030000 sec): 3 clusters Score: Raw -38026611.259483 + Penalty 6155.410935 = -38020455.848548 nChanged 118472 SP:Iteration 1F (7009.160000 sec): 3 clusters Score: Raw -38096438.409981 + Penalty 6155.410935 = -38090282.999046 nChanged 7333 SP:Iteration 2Q (7010.290000 sec): 3 clusters Score: Raw -38098170.908111 + Penalty 6155.410935 = -38092015.497176 nChanged 8703 SP:Iteration 3Q (7011.400000 sec): 3 clusters Score: Raw -38100752.046413 + Penalty 6155.410935 = -38094596.635478 nChanged 10845 SP:Iteration 4Q (7012.550000 sec): 3 clusters Score: Raw -38105036.109875 + Penalty 6155.410935 = -38098880.698939 nChanged 14139 SP:Iteration 5F (7013.640000 sec): 3 clusters Score: Raw -38112328.081632 + Penalty 6155.410935 = -38106172.670697 nChanged 17526 SP:Iteration 6F (7014.730000 sec): 3 clusters Score: Raw -38123650.446561 + Penalty 6155.410935 = -38117495.035626 nChanged 19403 SP:Iteration 7F (7015.810000 sec): 3 clusters Score: Raw -38138475.169113 + Penalty 6155.410935 = -38132319.758178 nChanged 18652 SP:Iteration 8F (7016.880000 sec): 3 clusters Score: Raw -38154390.340085 + Penalty 6155.410935 = -38148234.929150 nChanged 15247 SP:Iteration 9F (7017.970000 sec): 3 clusters Score: Raw -38168200.204807 + Penalty 6155.410935 = -38162044.793872 nChanged 10275 SP:Iteration 10Q (7019.070000 sec): 3 clusters Score: Raw -38178070.223505 + Penalty 6155.410935 = -38171914.812570 nChanged 5751 SP:Iteration 11Q (7020.090000 sec): 3 clusters Score: Raw -38183638.687877 + Penalty 6155.410935 = -38177483.276942 nChanged 2691 SP:Iteration 12Q (7020.980000 sec): 3 clusters Score: Raw -38186038.711647 + Penalty 6155.410935 = -38179883.300712 nChanged 1315 SP:Iteration 13Q (7021.820000 sec): 3 clusters Score: Raw -38187130.634357 + Penalty 6155.410935 = -38180975.223422 nChanged 839 SP:Iteration 14Q (7022.620000 sec): 3 clusters Score: Raw -38187758.249546 + Penalty 6155.410935 = -38181602.838611 nChanged 527 SP:Iteration 15Q (7023.410000 sec): 3 clusters Score: Raw -38188075.215558 + Penalty 6155.410935 = -38181919.804622 nChanged 359 SP:Iteration 16Q (7024.190000 sec): 3 clusters Score: Raw -38188265.905336 + Penalty 6155.410935 = -38182110.494401 nChanged 242 SP:Iteration 17Q (7024.960000 sec): 3 clusters Score: Raw -38188392.766737 + Penalty 6155.410935 = -38182237.355802 nChanged 181 SP:Iteration 18Q (7025.740000 sec): 3 clusters Score: Raw -38188462.993679 + Penalty 6155.410935 = -38182307.582744 nChanged 133 SP:Iteration 19Q (7026.510000 sec): 3 clusters Score: Raw -38188512.879305 + Penalty 6155.410935 = -38182357.468370 nChanged 102 SP:Iteration 20F (7027.570000 sec): 3 clusters Score: Raw -38188551.793925 + Penalty 6155.410935 = -38182396.382989 nChanged 95 SP:Iteration 21Q (7028.350000 sec): 3 clusters Score: Raw -38188586.585236 + Penalty 6155.410935 = -38182431.174301 nChanged 82 SP:Iteration 22Q (7029.110000 sec): 3 clusters Score: Raw -38188611.730137 + Penalty 6155.410935 = -38182456.319202 nChanged 56 SP:Iteration 23Q (7029.890000 sec): 3 clusters Score: Raw -38188632.395822 + Penalty 6155.410935 = -38182476.984887 nChanged 45 SP:Iteration 24Q (7030.670000 sec): 3 clusters Score: Raw -38188646.035865 + Penalty 6155.410935 = -38182490.624930 nChanged 44 SP:Iteration 25Q (7031.440000 sec): 3 clusters Score: Raw -38188657.519484 + Penalty 6155.410935 = -38182502.108549 nChanged 31 SP:Iteration 26Q (7032.200000 sec): 3 clusters Score: Raw -38188665.244670 + Penalty 6155.410935 = -38182509.833734 nChanged 28 SP:Iteration 27Q (7032.980000 sec): 3 clusters Score: Raw -38188673.120268 + Penalty 6155.410935 = -38182517.709333 nChanged 26 SP:Iteration 28Q (7033.750000 sec): 3 clusters Score: Raw -38188679.916026 + Penalty 6155.410935 = -38182524.505091 nChanged 25 SP:Iteration 29Q (7034.510000 sec): 3 clusters Score: Raw -38188688.203620 + Penalty 6155.410935 = -38182532.792685 nChanged 25 SP:Iteration 30Q (7035.280000 sec): 3 clusters Score: Raw -38188695.886291 + Penalty 6155.410935 = -38182540.475356 nChanged 20 SP:Iteration 31Q (7036.050000 sec): 3 clusters Score: Raw -38188702.482441 + Penalty 6155.410935 = -38182547.071505 nChanged 24 SP:Iteration 32Q (7036.820000 sec): 3 clusters Score: Raw -38188708.696347 + Penalty 6155.410935 = -38182553.285411 nChanged 20 SP:Iteration 33Q (7037.590000 sec): 3 clusters Score: Raw -38188715.233767 + Penalty 6155.410935 = -38182559.822832 nChanged 21 SP:Iteration 34Q (7038.360000 sec): 3 clusters Score: Raw -38188723.071283 + Penalty 6155.410935 = -38182567.660348 nChanged 24 SP:Iteration 35Q (7039.130000 sec): 3 clusters Score: Raw -38188730.726326 + Penalty 6155.410935 = -38182575.315391 nChanged 26 SP:Iteration 36Q (7039.910000 sec): 3 clusters Score: Raw -38188738.538454 + Penalty 6155.410935 = -38182583.127518 nChanged 20 SP:Iteration 37Q (7040.670000 sec): 3 clusters Score: Raw -38188743.607678 + Penalty 6155.410935 = -38182588.196743 nChanged 21 SP:Iteration 38Q (7041.430000 sec): 3 clusters Score: Raw -38188747.826336 + Penalty 6155.410935 = -38182592.415401 nChanged 11 SP:Iteration 39Q (7042.190000 sec): 3 clusters Score: Raw -38188750.777760 + Penalty 6155.410935 = -38182595.366824 nChanged 9 SP:Iteration 40F (7043.260000 sec): 3 clusters Score: Raw -38188753.358073 + Penalty 6155.410935 = -38182597.947138 nChanged 9 SP:Iteration 41Q (7044.030000 sec): 3 clusters Score: Raw -38188755.210678 + Penalty 6155.410935 = -38182599.799743 nChanged 9 SP:Iteration 42Q (7044.790000 sec): 3 clusters Score: Raw -38188756.630852 + Penalty 6155.410935 = -38182601.219916 nChanged 5 SP:Iteration 43Q (7045.550000 sec): 3 clusters Score: Raw -38188757.857179 + Penalty 6155.410935 = -38182602.446244 nChanged 1 SP:Iteration 44Q (7046.320000 sec): 3 clusters Score: Raw -38188758.043409 + Penalty 6155.410935 = -38182602.632474 nChanged 2 SP:Iteration 45Q (7047.080000 sec): 3 clusters Score: Raw -38188758.445481 + Penalty 6155.410935 = -38182603.034546 nChanged 2 SP:Iteration 46Q (7047.850000 sec): 3 clusters Score: Raw -38188758.867501 + Penalty 6155.410935 = -38182603.456566 nChanged 3 SP:Iteration 47Q (7048.630000 sec): 3 clusters Score: Raw -38188759.848187 + Penalty 6155.410935 = -38182604.437252 nChanged 1 SP:Iteration 48Q (7049.400000 sec): 3 clusters Score: Raw -38188760.088517 + Penalty 6155.410935 = -38182604.677582 nChanged 0 SP:Iteration 49F (7050.470000 sec): 3 clusters Score: Raw -38188760.088517 + Penalty 6155.410935 = -38182604.677582 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 14 (15009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7050.640000 sec): 2 clusters Score: Raw -2330875.663276 + Penalty 2384.868514 = -2328490.794761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7050.710000 sec): 3 clusters Score: Raw -2322341.096050 + Penalty 4769.737029 = -2317571.359021 nChanged 6524 SP:Iteration 1F (7050.770000 sec): 3 clusters Score: Raw -2325800.744188 + Penalty 4769.737029 = -2321031.007159 nChanged 905 SP:Iteration 2F (7050.830000 sec): 3 clusters Score: Raw -2326190.320173 + Penalty 4769.737029 = -2321420.583144 nChanged 805 SP:Iteration 3F (7050.890000 sec): 3 clusters Score: Raw -2326552.570073 + Penalty 4769.737029 = -2321782.833044 nChanged 736 SP:Iteration 4Q (7050.950000 sec): 3 clusters Score: Raw -2326894.445536 + Penalty 4769.737029 = -2322124.708507 nChanged 642 SP:Iteration 5Q (7051.020000 sec): 3 clusters Score: Raw -2327219.884724 + Penalty 4769.737029 = -2322450.147695 nChanged 641 SP:Iteration 6Q (7051.080000 sec): 3 clusters Score: Raw -2327512.668033 + Penalty 4769.737029 = -2322742.931004 nChanged 577 SP:Iteration 7Q (7051.140000 sec): 3 clusters Score: Raw -2327743.308038 + Penalty 4769.737029 = -2322973.571010 nChanged 490 SP:Iteration 8Q (7051.200000 sec): 3 clusters Score: Raw -2327929.915847 + Penalty 4769.737029 = -2323160.178818 nChanged 478 SP:Iteration 9Q (7051.270000 sec): 3 clusters Score: Raw -2328128.514618 + Penalty 4769.737029 = -2323358.777590 nChanged 460 SP:Iteration 10Q (7051.340000 sec): 3 clusters Score: Raw -2328323.996076 + Penalty 4769.737029 = -2323554.259047 nChanged 445 SP:Iteration 11Q (7051.400000 sec): 3 clusters Score: Raw -2328552.543741 + Penalty 4769.737029 = -2323782.806712 nChanged 474 SP:Iteration 12Q (7051.460000 sec): 3 clusters Score: Raw -2328803.516998 + Penalty 4769.737029 = -2324033.779969 nChanged 464 SP:Iteration 13Q (7051.530000 sec): 3 clusters Score: Raw -2329087.407562 + Penalty 4769.737029 = -2324317.670533 nChanged 484 SP:Iteration 14Q (7051.590000 sec): 3 clusters Score: Raw -2329403.020084 + Penalty 4769.737029 = -2324633.283056 nChanged 503 SP:Iteration 15Q (7051.650000 sec): 3 clusters Score: Raw -2329753.597847 + Penalty 4769.737029 = -2324983.860818 nChanged 496 SP:Iteration 16Q (7051.710000 sec): 3 clusters Score: Raw -2330127.140458 + Penalty 4769.737029 = -2325357.403429 nChanged 400 SP:Iteration 17Q (7051.770000 sec): 3 clusters Score: Raw -2330399.873685 + Penalty 4769.737029 = -2325630.136656 nChanged 331 SP:Iteration 18Q (7051.830000 sec): 3 clusters Score: Raw -2330634.179942 + Penalty 4769.737029 = -2325864.442913 nChanged 298 SP:Iteration 19Q (7051.890000 sec): 3 clusters Score: Raw -2330824.533528 + Penalty 4769.737029 = -2326054.796499 nChanged 242 SP:Iteration 20F (7051.950000 sec): 3 clusters Score: Raw -2330960.884225 + Penalty 4769.737029 = -2326191.147196 nChanged 170 SP:Iteration 21Q (7052.010000 sec): 3 clusters Score: Raw -2331056.042364 + Penalty 4769.737029 = -2326286.305335 nChanged 156 SP:Iteration 22Q (7052.060000 sec): 3 clusters Score: Raw -2331141.850629 + Penalty 4769.737029 = -2326372.113601 nChanged 127 SP:Iteration 23Q (7052.110000 sec): 3 clusters Score: Raw -2331206.216796 + Penalty 4769.737029 = -2326436.479767 nChanged 111 SP:Iteration 24Q (7052.170000 sec): 3 clusters Score: Raw -2331263.659010 + Penalty 4769.737029 = -2326493.921981 nChanged 118 SP:Iteration 25Q (7052.220000 sec): 3 clusters Score: Raw -2331341.038021 + Penalty 4769.737029 = -2326571.300992 nChanged 89 SP:Iteration 26Q (7052.270000 sec): 3 clusters Score: Raw -2331397.513296 + Penalty 4769.737029 = -2326627.776267 nChanged 77 SP:Iteration 27Q (7052.320000 sec): 3 clusters Score: Raw -2331445.235601 + Penalty 4769.737029 = -2326675.498572 nChanged 72 SP:Iteration 28Q (7052.370000 sec): 3 clusters Score: Raw -2331491.679534 + Penalty 4769.737029 = -2326721.942505 nChanged 65 SP:Iteration 29Q (7052.420000 sec): 3 clusters Score: Raw -2331535.594287 + Penalty 4769.737029 = -2326765.857258 nChanged 49 SP:Iteration 30Q (7052.470000 sec): 3 clusters Score: Raw -2331564.349732 + Penalty 4769.737029 = -2326794.612703 nChanged 39 SP:Iteration 31Q (7052.520000 sec): 3 clusters Score: Raw -2331593.283921 + Penalty 4769.737029 = -2326823.546892 nChanged 39 SP:Iteration 32Q (7052.570000 sec): 3 clusters Score: Raw -2331616.460314 + Penalty 4769.737029 = -2326846.723285 nChanged 35 SP:Iteration 33Q (7052.610000 sec): 3 clusters Score: Raw -2331636.639835 + Penalty 4769.737029 = -2326866.902806 nChanged 24 SP:Iteration 34Q (7052.660000 sec): 3 clusters Score: Raw -2331650.535359 + Penalty 4769.737029 = -2326880.798330 nChanged 17 SP:Iteration 35Q (7052.710000 sec): 3 clusters Score: Raw -2331659.156929 + Penalty 4769.737029 = -2326889.419900 nChanged 9 SP:Iteration 36Q (7052.760000 sec): 3 clusters Score: Raw -2331664.839126 + Penalty 4769.737029 = -2326895.102097 nChanged 5 SP:Iteration 37Q (7052.810000 sec): 3 clusters Score: Raw -2331667.094022 + Penalty 4769.737029 = -2326897.356993 nChanged 3 SP:Iteration 38Q (7052.850000 sec): 3 clusters Score: Raw -2331667.801808 + Penalty 4769.737029 = -2326898.064779 nChanged 2 SP:Iteration 39Q (7052.900000 sec): 3 clusters Score: Raw -2331669.214252 + Penalty 4769.737029 = -2326899.477223 nChanged 5 SP:Iteration 40F (7052.970000 sec): 3 clusters Score: Raw -2331671.657796 + Penalty 4769.737029 = -2326901.920767 nChanged 4 SP:Iteration 41Q (7053.010000 sec): 3 clusters Score: Raw -2331674.015817 + Penalty 4769.737029 = -2326904.278788 nChanged 7 SP:Iteration 42Q (7053.060000 sec): 3 clusters Score: Raw -2331678.471356 + Penalty 4769.737029 = -2326908.734327 nChanged 3 SP:Iteration 43Q (7053.110000 sec): 3 clusters Score: Raw -2331679.586021 + Penalty 4769.737029 = -2326909.848992 nChanged 2 SP:Iteration 44Q (7053.160000 sec): 3 clusters Score: Raw -2331680.251323 + Penalty 4769.737029 = -2326910.514294 nChanged 4 SP:Iteration 45Q (7053.210000 sec): 3 clusters Score: Raw -2331684.328286 + Penalty 4769.737029 = -2326914.591257 nChanged 7 SP:Iteration 46Q (7053.250000 sec): 3 clusters Score: Raw -2331688.680717 + Penalty 4769.737029 = -2326918.943689 nChanged 6 SP:Iteration 47Q (7053.300000 sec): 3 clusters Score: Raw -2331691.310741 + Penalty 4769.737029 = -2326921.573712 nChanged 5 SP:Iteration 48Q (7053.350000 sec): 3 clusters Score: Raw -2331693.545949 + Penalty 4769.737029 = -2326923.808920 nChanged 5 SP:Iteration 49Q (7053.400000 sec): 3 clusters Score: Raw -2331696.593278 + Penalty 4769.737029 = -2326926.856249 nChanged 11 SP:Iteration 50Q (7053.450000 sec): 3 clusters Score: Raw -2331703.352127 + Penalty 4769.737029 = -2326933.615098 nChanged 17 SP:Iteration 51Q (7053.490000 sec): 3 clusters Score: Raw -2331713.338825 + Penalty 4769.737029 = -2326943.601796 nChanged 13 SP:Iteration 52Q (7053.540000 sec): 3 clusters Score: Raw -2331724.254418 + Penalty 4769.737029 = -2326954.517390 nChanged 16 SP:Iteration 53Q (7053.590000 sec): 3 clusters Score: Raw -2331734.945244 + Penalty 4769.737029 = -2326965.208215 nChanged 19 SP:Iteration 54Q (7053.630000 sec): 3 clusters Score: Raw -2331753.244553 + Penalty 4769.737029 = -2326983.507524 nChanged 22 SP:Iteration 55Q (7053.680000 sec): 3 clusters Score: Raw -2331768.316530 + Penalty 4769.737029 = -2326998.579501 nChanged 23 SP:Iteration 56Q (7053.730000 sec): 3 clusters Score: Raw -2331783.566746 + Penalty 4769.737029 = -2327013.829717 nChanged 20 SP:Iteration 57Q (7053.770000 sec): 3 clusters Score: Raw -2331796.647539 + Penalty 4769.737029 = -2327026.910510 nChanged 14 SP:Iteration 58Q (7053.820000 sec): 3 clusters Score: Raw -2331805.675802 + Penalty 4769.737029 = -2327035.938773 nChanged 11 SP:Iteration 59Q (7053.870000 sec): 3 clusters Score: Raw -2331814.122365 + Penalty 4769.737029 = -2327044.385336 nChanged 12 SP:Iteration 60F (7053.930000 sec): 3 clusters Score: Raw -2331824.609357 + Penalty 4769.737029 = -2327054.872329 nChanged 10 SP:Iteration 61Q (7053.980000 sec): 3 clusters Score: Raw -2331835.893059 + Penalty 4769.737029 = -2327066.156030 nChanged 14 SP:Iteration 62Q (7054.030000 sec): 3 clusters Score: Raw -2331849.173086 + Penalty 4769.737029 = -2327079.436057 nChanged 9 SP:Iteration 63Q (7054.070000 sec): 3 clusters Score: Raw -2331855.302202 + Penalty 4769.737029 = -2327085.565173 nChanged 5 SP:Iteration 64Q (7054.120000 sec): 3 clusters Score: Raw -2331858.878238 + Penalty 4769.737029 = -2327089.141209 nChanged 5 SP:Iteration 65Q (7054.160000 sec): 3 clusters Score: Raw -2331865.128902 + Penalty 4769.737029 = -2327095.391873 nChanged 6 SP:Iteration 66Q (7054.210000 sec): 3 clusters Score: Raw -2331868.460904 + Penalty 4769.737029 = -2327098.723875 nChanged 2 SP:Iteration 67Q (7054.260000 sec): 3 clusters Score: Raw -2331870.724277 + Penalty 4769.737029 = -2327100.987248 nChanged 4 SP:Iteration 68Q (7054.300000 sec): 3 clusters Score: Raw -2331874.637916 + Penalty 4769.737029 = -2327104.900887 nChanged 8 SP:Iteration 69Q (7054.350000 sec): 3 clusters Score: Raw -2331882.684622 + Penalty 4769.737029 = -2327112.947593 nChanged 12 SP:Iteration 70Q (7054.390000 sec): 3 clusters Score: Raw -2331890.833621 + Penalty 4769.737029 = -2327121.096592 nChanged 8 SP:Iteration 71Q (7054.440000 sec): 3 clusters Score: Raw -2331897.893267 + Penalty 4769.737029 = -2327128.156238 nChanged 13 SP:Iteration 72Q (7054.480000 sec): 3 clusters Score: Raw -2331916.331834 + Penalty 4769.737029 = -2327146.594805 nChanged 15 SP:Iteration 73Q (7054.530000 sec): 3 clusters Score: Raw -2331933.787918 + Penalty 4769.737029 = -2327164.050889 nChanged 14 SP:Iteration 74Q (7054.570000 sec): 3 clusters Score: Raw -2331954.257772 + Penalty 4769.737029 = -2327184.520743 nChanged 19 SP:Iteration 75Q (7054.620000 sec): 3 clusters Score: Raw -2331989.188566 + Penalty 4769.737029 = -2327219.451537 nChanged 21 SP:Iteration 76Q (7054.660000 sec): 3 clusters Score: Raw -2332012.270328 + Penalty 4769.737029 = -2327242.533299 nChanged 8 SP:Iteration 77Q (7054.710000 sec): 3 clusters Score: Raw -2332019.577852 + Penalty 4769.737029 = -2327249.840823 nChanged 9 SP:Iteration 78Q (7054.750000 sec): 3 clusters Score: Raw -2332029.089395 + Penalty 4769.737029 = -2327259.352366 nChanged 11 SP:Iteration 79Q (7054.790000 sec): 3 clusters Score: Raw -2332042.127915 + Penalty 4769.737029 = -2327272.390886 nChanged 8 SP:Iteration 80F (7054.860000 sec): 3 clusters Score: Raw -2332049.698729 + Penalty 4769.737029 = -2327279.961700 nChanged 7 SP:Iteration 81Q (7054.900000 sec): 3 clusters Score: Raw -2332056.473381 + Penalty 4769.737029 = -2327286.736352 nChanged 8 SP:Iteration 82Q (7054.950000 sec): 3 clusters Score: Raw -2332063.097221 + Penalty 4769.737029 = -2327293.360192 nChanged 4 SP:Iteration 83Q (7054.990000 sec): 3 clusters Score: Raw -2332067.195239 + Penalty 4769.737029 = -2327297.458210 nChanged 1 SP:Iteration 84Q (7055.030000 sec): 3 clusters Score: Raw -2332068.713372 + Penalty 4769.737029 = -2327298.976343 nChanged 2 SP:Iteration 85Q (7055.080000 sec): 3 clusters Score: Raw -2332070.551123 + Penalty 4769.737029 = -2327300.814094 nChanged 1 SP:Iteration 86Q (7055.120000 sec): 3 clusters Score: Raw -2332071.104128 + Penalty 4769.737029 = -2327301.367099 nChanged 1 SP:Iteration 87Q (7055.170000 sec): 3 clusters Score: Raw -2332071.535302 + Penalty 4769.737029 = -2327301.798273 nChanged 1 SP:Iteration 88Q (7055.210000 sec): 3 clusters Score: Raw -2332071.974829 + Penalty 4769.737029 = -2327302.237800 nChanged 1 SP:Iteration 89Q (7055.250000 sec): 3 clusters Score: Raw -2332072.468513 + Penalty 4769.737029 = -2327302.731484 nChanged 1 SP:Iteration 90Q (7055.300000 sec): 3 clusters Score: Raw -2332073.145620 + Penalty 4769.737029 = -2327303.408591 nChanged 1 SP:Iteration 91Q (7055.350000 sec): 3 clusters Score: Raw -2332073.728466 + Penalty 4769.737029 = -2327303.991437 nChanged 0 SP:Iteration 92F (7055.410000 sec): 3 clusters Score: Raw -2332073.728466 + Penalty 4769.737029 = -2327303.991437 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 15 (7062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7055.440000 sec): 2 clusters Score: Raw -1099619.712731 + Penalty 2197.895927 = -1097421.816804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7055.470000 sec): 3 clusters Score: Raw -1096011.366082 + Penalty 4395.791854 = -1091615.574228 nChanged 2823 SP:Iteration 1F (7055.490000 sec): 3 clusters Score: Raw -1097516.304101 + Penalty 4395.791854 = -1093120.512247 nChanged 522 SP:Iteration 2F (7055.530000 sec): 3 clusters Score: Raw -1097804.838324 + Penalty 4395.791854 = -1093409.046470 nChanged 391 SP:Iteration 3F (7055.550000 sec): 3 clusters Score: Raw -1097997.981213 + Penalty 4395.791854 = -1093602.189359 nChanged 285 SP:Iteration 4Q (7055.580000 sec): 3 clusters Score: Raw -1098153.488505 + Penalty 4395.791854 = -1093757.696651 nChanged 270 SP:Iteration 5Q (7055.610000 sec): 3 clusters Score: Raw -1098297.321474 + Penalty 4395.791854 = -1093901.529620 nChanged 227 SP:Iteration 6Q (7055.640000 sec): 3 clusters Score: Raw -1098412.933536 + Penalty 4395.791854 = -1094017.141682 nChanged 218 SP:Iteration 7Q (7055.670000 sec): 3 clusters Score: Raw -1098514.819525 + Penalty 4395.791854 = -1094119.027671 nChanged 180 SP:Iteration 8Q (7055.700000 sec): 3 clusters Score: Raw -1098597.095748 + Penalty 4395.791854 = -1094201.303894 nChanged 181 SP:Iteration 9Q (7055.730000 sec): 3 clusters Score: Raw -1098682.424500 + Penalty 4395.791854 = -1094286.632646 nChanged 164 SP:Iteration 10Q (7055.760000 sec): 3 clusters Score: Raw -1098750.946842 + Penalty 4395.791854 = -1094355.154988 nChanged 163 SP:Iteration 11Q (7055.790000 sec): 3 clusters Score: Raw -1098824.087663 + Penalty 4395.791854 = -1094428.295809 nChanged 168 SP:Iteration 12Q (7055.810000 sec): 3 clusters Score: Raw -1098887.800097 + Penalty 4395.791854 = -1094492.008243 nChanged 146 SP:Iteration 13Q (7055.840000 sec): 3 clusters Score: Raw -1098937.927661 + Penalty 4395.791854 = -1094542.135807 nChanged 119 SP:Iteration 14Q (7055.870000 sec): 3 clusters Score: Raw -1098979.204732 + Penalty 4395.791854 = -1094583.412878 nChanged 121 SP:Iteration 15Q (7055.900000 sec): 3 clusters Score: Raw -1099023.234024 + Penalty 4395.791854 = -1094627.442171 nChanged 114 SP:Iteration 16Q (7055.930000 sec): 3 clusters Score: Raw -1099073.323972 + Penalty 4395.791854 = -1094677.532118 nChanged 139 SP:Iteration 17Q (7055.960000 sec): 3 clusters Score: Raw -1099134.105297 + Penalty 4395.791854 = -1094738.313444 nChanged 119 SP:Iteration 18Q (7055.990000 sec): 3 clusters Score: Raw -1099180.006745 + Penalty 4395.791854 = -1094784.214891 nChanged 120 SP:Iteration 19Q (7056.010000 sec): 3 clusters Score: Raw -1099229.635488 + Penalty 4395.791854 = -1094833.843634 nChanged 121 SP:Iteration 20F (7056.050000 sec): 3 clusters Score: Raw -1099281.723642 + Penalty 4395.791854 = -1094885.931788 nChanged 110 SP:Iteration 21Q (7056.070000 sec): 3 clusters Score: Raw -1099326.128810 + Penalty 4395.791854 = -1094930.336956 nChanged 102 SP:Iteration 22Q (7056.100000 sec): 3 clusters Score: Raw -1099360.804354 + Penalty 4395.791854 = -1094965.012500 nChanged 79 SP:Iteration 23Q (7056.130000 sec): 3 clusters Score: Raw -1099387.242887 + Penalty 4395.791854 = -1094991.451033 nChanged 80 SP:Iteration 24Q (7056.160000 sec): 3 clusters Score: Raw -1099416.286579 + Penalty 4395.791854 = -1095020.494725 nChanged 82 SP:Iteration 25Q (7056.190000 sec): 3 clusters Score: Raw -1099444.293702 + Penalty 4395.791854 = -1095048.501848 nChanged 79 SP:Iteration 26Q (7056.220000 sec): 3 clusters Score: Raw -1099468.141116 + Penalty 4395.791854 = -1095072.349262 nChanged 68 SP:Iteration 27Q (7056.250000 sec): 3 clusters Score: Raw -1099489.776616 + Penalty 4395.791854 = -1095093.984762 nChanged 77 SP:Iteration 28Q (7056.280000 sec): 3 clusters Score: Raw -1099515.469136 + Penalty 4395.791854 = -1095119.677282 nChanged 63 SP:Iteration 29Q (7056.310000 sec): 3 clusters Score: Raw -1099538.117993 + Penalty 4395.791854 = -1095142.326139 nChanged 77 SP:Iteration 30Q (7056.330000 sec): 3 clusters Score: Raw -1099569.592122 + Penalty 4395.791854 = -1095173.800268 nChanged 68 SP:Iteration 31Q (7056.360000 sec): 3 clusters Score: Raw -1099596.723845 + Penalty 4395.791854 = -1095200.931991 nChanged 63 SP:Iteration 32Q (7056.390000 sec): 3 clusters Score: Raw -1099621.678121 + Penalty 4395.791854 = -1095225.886267 nChanged 58 SP:Iteration 33Q (7056.420000 sec): 3 clusters Score: Raw -1099646.851130 + Penalty 4395.791854 = -1095251.059276 nChanged 67 SP:Iteration 34Q (7056.450000 sec): 3 clusters Score: Raw -1099675.803748 + Penalty 4395.791854 = -1095280.011894 nChanged 68 SP:Iteration 35Q (7056.480000 sec): 3 clusters Score: Raw -1099707.207176 + Penalty 4395.791854 = -1095311.415322 nChanged 62 SP:Iteration 36Q (7056.510000 sec): 3 clusters Score: Raw -1099731.529792 + Penalty 4395.791854 = -1095335.737938 nChanged 65 SP:Iteration 37Q (7056.540000 sec): 3 clusters Score: Raw -1099761.452798 + Penalty 4395.791854 = -1095365.660944 nChanged 62 SP:Iteration 38Q (7056.570000 sec): 3 clusters Score: Raw -1099792.436836 + Penalty 4395.791854 = -1095396.644982 nChanged 56 SP:Iteration 39Q (7056.600000 sec): 3 clusters Score: Raw -1099819.883416 + Penalty 4395.791854 = -1095424.091562 nChanged 57 SP:Iteration 40F (7056.630000 sec): 3 clusters Score: Raw -1099847.332879 + Penalty 4395.791854 = -1095451.541025 nChanged 46 SP:Iteration 41Q (7056.660000 sec): 3 clusters Score: Raw -1099870.598666 + Penalty 4395.791854 = -1095474.806813 nChanged 43 SP:Iteration 42Q (7056.690000 sec): 3 clusters Score: Raw -1099891.899147 + Penalty 4395.791854 = -1095496.107293 nChanged 37 SP:Iteration 43Q (7056.710000 sec): 3 clusters Score: Raw -1099912.232844 + Penalty 4395.791854 = -1095516.440990 nChanged 36 SP:Iteration 44Q (7056.740000 sec): 3 clusters Score: Raw -1099931.520658 + Penalty 4395.791854 = -1095535.728804 nChanged 29 SP:Iteration 45Q (7056.770000 sec): 3 clusters Score: Raw -1099947.233683 + Penalty 4395.791854 = -1095551.441829 nChanged 31 SP:Iteration 46Q (7056.800000 sec): 3 clusters Score: Raw -1099962.702224 + Penalty 4395.791854 = -1095566.910370 nChanged 32 SP:Iteration 47Q (7056.830000 sec): 3 clusters Score: Raw -1099979.785222 + Penalty 4395.791854 = -1095583.993368 nChanged 28 SP:Iteration 48Q (7056.850000 sec): 3 clusters Score: Raw -1099996.011806 + Penalty 4395.791854 = -1095600.219952 nChanged 19 SP:Iteration 49Q (7056.880000 sec): 3 clusters Score: Raw -1100004.911531 + Penalty 4395.791854 = -1095609.119677 nChanged 15 SP:Iteration 50Q (7056.910000 sec): 3 clusters Score: Raw -1100013.360636 + Penalty 4395.791854 = -1095617.568782 nChanged 12 SP:Iteration 51Q (7056.940000 sec): 3 clusters Score: Raw -1100020.272076 + Penalty 4395.791854 = -1095624.480222 nChanged 13 SP:Iteration 52Q (7056.960000 sec): 3 clusters Score: Raw -1100026.450150 + Penalty 4395.791854 = -1095630.658296 nChanged 13 SP:Iteration 53Q (7056.990000 sec): 3 clusters Score: Raw -1100033.079824 + Penalty 4395.791854 = -1095637.287970 nChanged 10 SP:Iteration 54Q (7057.020000 sec): 3 clusters Score: Raw -1100037.667069 + Penalty 4395.791854 = -1095641.875215 nChanged 6 SP:Iteration 55Q (7057.050000 sec): 3 clusters Score: Raw -1100041.351442 + Penalty 4395.791854 = -1095645.559588 nChanged 6 SP:Iteration 56Q (7057.070000 sec): 3 clusters Score: Raw -1100044.049213 + Penalty 4395.791854 = -1095648.257359 nChanged 5 SP:Iteration 57Q (7057.100000 sec): 3 clusters Score: Raw -1100046.415598 + Penalty 4395.791854 = -1095650.623744 nChanged 3 SP:Iteration 58Q (7057.130000 sec): 3 clusters Score: Raw -1100047.754744 + Penalty 4395.791854 = -1095651.962890 nChanged 7 SP:Iteration 59Q (7057.160000 sec): 3 clusters Score: Raw -1100050.928911 + Penalty 4395.791854 = -1095655.137057 nChanged 4 SP:Iteration 60F (7057.190000 sec): 3 clusters Score: Raw -1100053.267074 + Penalty 4395.791854 = -1095657.475220 nChanged 1 SP:Iteration 61Q (7057.220000 sec): 3 clusters Score: Raw -1100053.581667 + Penalty 4395.791854 = -1095657.789813 nChanged 1 SP:Iteration 62Q (7057.250000 sec): 3 clusters Score: Raw -1100053.906953 + Penalty 4395.791854 = -1095658.115099 nChanged 1 SP:Iteration 63Q (7057.280000 sec): 3 clusters Score: Raw -1100054.119814 + Penalty 4395.791854 = -1095658.327960 nChanged 0 SP:Iteration 64F (7057.310000 sec): 3 clusters Score: Raw -1100054.119814 + Penalty 4395.791854 = -1095658.327960 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 16 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.310000 sec): 2 clusters Score: Raw -72525.616894 + Penalty 1550.472163 = -70975.144731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.320000 sec): 3 clusters Score: Raw -72571.081439 + Penalty 3100.944326 = -69470.137113 nChanged 86 SP:Iteration 1F (7057.320000 sec): 3 clusters Score: Raw -72768.538012 + Penalty 3100.944326 = -69667.593686 nChanged 32 SP:Iteration 2F (7057.320000 sec): 3 clusters Score: Raw -72859.440294 + Penalty 3100.944326 = -69758.495968 nChanged 17 SP:Iteration 3Q (7057.320000 sec): 3 clusters Score: Raw -72913.749492 + Penalty 3100.944326 = -69812.805166 nChanged 16 SP:Iteration 4Q (7057.330000 sec): 3 clusters Score: Raw -72960.469309 + Penalty 3100.944326 = -69859.524983 nChanged 13 SP:Iteration 5Q (7057.330000 sec): 3 clusters Score: Raw -73008.076315 + Penalty 3100.944326 = -69907.131989 nChanged 11 SP:Iteration 6Q (7057.330000 sec): 3 clusters Score: Raw -73048.620481 + Penalty 3100.944326 = -69947.676155 nChanged 7 SP:Iteration 7Q (7057.330000 sec): 3 clusters Score: Raw -73069.735362 + Penalty 3100.944326 = -69968.791036 nChanged 6 SP:Iteration 8Q (7057.330000 sec): 3 clusters Score: Raw -73081.952735 + Penalty 3100.944326 = -69981.008409 nChanged 1 SP:Iteration 9Q (7057.330000 sec): 3 clusters Score: Raw -73083.461809 + Penalty 3100.944326 = -69982.517483 nChanged 0 SP:Iteration 10F (7057.340000 sec): 3 clusters Score: Raw -73083.461809 + Penalty 3100.944326 = -69982.517483 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 17 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.340000 sec): 2 clusters Score: Raw -45471.614666 + Penalty 1441.904372 = -44029.710294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.340000 sec): 3 clusters Score: Raw -45718.735372 + Penalty 2883.808744 = -42834.926629 nChanged 59 SP:Iteration 1F (7057.340000 sec): 3 clusters Score: Raw -45890.751577 + Penalty 2883.808744 = -43006.942833 nChanged 17 SP:Iteration 2F (7057.350000 sec): 3 clusters Score: Raw -45945.156930 + Penalty 2883.808744 = -43061.348186 nChanged 7 SP:Iteration 3Q (7057.350000 sec): 3 clusters Score: Raw -45960.903588 + Penalty 2883.808744 = -43077.094845 nChanged 3 SP:Iteration 4Q (7057.350000 sec): 3 clusters Score: Raw -45973.068166 + Penalty 2883.808744 = -43089.259423 nChanged 2 SP:Iteration 5Q (7057.350000 sec): 3 clusters Score: Raw -45976.673506 + Penalty 2883.808744 = -43092.864762 nChanged 1 SP:Iteration 6Q (7057.350000 sec): 3 clusters Score: Raw -45979.049791 + Penalty 2883.808744 = -43095.241047 nChanged 1 SP:Iteration 7Q (7057.350000 sec): 3 clusters Score: Raw -45982.905671 + Penalty 2883.808744 = -43099.096927 nChanged 0 SP:Iteration 8F (7057.350000 sec): 3 clusters Score: Raw -45982.905671 + Penalty 2883.808744 = -43099.096927 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 18 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.360000 sec): 2 clusters Score: Raw -81558.822979 + Penalty 1551.426010 = -80007.396969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.360000 sec): 3 clusters Score: Raw -81592.060264 + Penalty 3102.852021 = -78489.208244 nChanged 81 SP:Iteration 1F (7057.360000 sec): 3 clusters Score: Raw -81732.919345 + Penalty 3102.852021 = -78630.067324 nChanged 15 SP:Iteration 2Q (7057.370000 sec): 3 clusters Score: Raw -81761.572139 + Penalty 3102.852021 = -78658.720118 nChanged 6 SP:Iteration 3Q (7057.370000 sec): 3 clusters Score: Raw -81775.507394 + Penalty 3102.852021 = -78672.655373 nChanged 5 SP:Iteration 4Q (7057.370000 sec): 3 clusters Score: Raw -81785.400094 + Penalty 3102.852021 = -78682.548074 nChanged 2 SP:Iteration 5Q (7057.370000 sec): 3 clusters Score: Raw -81788.710519 + Penalty 3102.852021 = -78685.858499 nChanged 1 SP:Iteration 6Q (7057.370000 sec): 3 clusters Score: Raw -81792.201731 + Penalty 3102.852021 = -78689.349710 nChanged 2 SP:Iteration 7Q (7057.370000 sec): 3 clusters Score: Raw -81797.736702 + Penalty 3102.852021 = -78694.884681 nChanged 0 SP:Iteration 8F (7057.380000 sec): 3 clusters Score: Raw -81797.736702 + Penalty 3102.852021 = -78694.884681 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 19 (26192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.490000 sec): 2 clusters Score: Raw -4058307.681792 + Penalty 2522.955906 = -4055784.725886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.600000 sec): 3 clusters Score: Raw -4042878.268301 + Penalty 5045.911813 = -4037832.356488 nChanged 11606 SP:Iteration 1F (7057.710000 sec): 3 clusters Score: Raw -4049100.879523 + Penalty 5045.911813 = -4044054.967711 nChanged 1346 SP:Iteration 2F (7057.820000 sec): 3 clusters Score: Raw -4049599.601855 + Penalty 5045.911813 = -4044553.690042 nChanged 1226 SP:Iteration 3Q (7057.930000 sec): 3 clusters Score: Raw -4050019.563505 + Penalty 5045.911813 = -4044973.651693 nChanged 1086 SP:Iteration 4Q (7058.040000 sec): 3 clusters Score: Raw -4050415.992393 + Penalty 5045.911813 = -4045370.080581 nChanged 1045 SP:Iteration 5Q (7058.160000 sec): 3 clusters Score: Raw -4050817.494814 + Penalty 5045.911813 = -4045771.583002 nChanged 1078 SP:Iteration 6Q (7058.280000 sec): 3 clusters Score: Raw -4051247.111045 + Penalty 5045.911813 = -4046201.199232 nChanged 1108 SP:Iteration 7Q (7058.390000 sec): 3 clusters Score: Raw -4051736.630882 + Penalty 5045.911813 = -4046690.719069 nChanged 1170 SP:Iteration 8Q (7058.500000 sec): 3 clusters Score: Raw -4052318.113382 + Penalty 5045.911813 = -4047272.201569 nChanged 1242 SP:Iteration 9Q (7058.610000 sec): 3 clusters Score: Raw -4053049.968929 + Penalty 5045.911813 = -4048004.057116 nChanged 1346 SP:Iteration 10F (7058.720000 sec): 3 clusters Score: Raw -4053890.465703 + Penalty 5045.911813 = -4048844.553890 nChanged 1308 SP:Iteration 11Q (7058.830000 sec): 3 clusters Score: Raw -4054760.106337 + Penalty 5045.911813 = -4049714.194524 nChanged 1267 SP:Iteration 12Q (7058.940000 sec): 3 clusters Score: Raw -4055653.680918 + Penalty 5045.911813 = -4050607.769106 nChanged 1124 SP:Iteration 13Q (7059.050000 sec): 3 clusters Score: Raw -4056479.655258 + Penalty 5045.911813 = -4051433.743445 nChanged 869 SP:Iteration 14Q (7059.160000 sec): 3 clusters Score: Raw -4057144.223897 + Penalty 5045.911813 = -4052098.312084 nChanged 649 SP:Iteration 15Q (7059.270000 sec): 3 clusters Score: Raw -4057638.673955 + Penalty 5045.911813 = -4052592.762143 nChanged 433 SP:Iteration 16Q (7059.370000 sec): 3 clusters Score: Raw -4057979.757256 + Penalty 5045.911813 = -4052933.845443 nChanged 269 SP:Iteration 17Q (7059.460000 sec): 3 clusters Score: Raw -4058205.062170 + Penalty 5045.911813 = -4053159.150357 nChanged 166 SP:Iteration 18Q (7059.550000 sec): 3 clusters Score: Raw -4058336.006759 + Penalty 5045.911813 = -4053290.094946 nChanged 108 SP:Iteration 19Q (7059.640000 sec): 3 clusters Score: Raw -4058416.005812 + Penalty 5045.911813 = -4053370.094000 nChanged 67 SP:Iteration 20F (7059.740000 sec): 3 clusters Score: Raw -4058476.607012 + Penalty 5045.911813 = -4053430.695200 nChanged 55 SP:Iteration 21Q (7059.820000 sec): 3 clusters Score: Raw -4058533.480150 + Penalty 5045.911813 = -4053487.568337 nChanged 43 SP:Iteration 22Q (7059.910000 sec): 3 clusters Score: Raw -4058578.727871 + Penalty 5045.911813 = -4053532.816058 nChanged 29 SP:Iteration 23Q (7060.000000 sec): 3 clusters Score: Raw -4058608.561495 + Penalty 5045.911813 = -4053562.649682 nChanged 27 SP:Iteration 24Q (7060.080000 sec): 3 clusters Score: Raw -4058637.137947 + Penalty 5045.911813 = -4053591.226134 nChanged 14 SP:Iteration 25Q (7060.160000 sec): 3 clusters Score: Raw -4058649.907176 + Penalty 5045.911813 = -4053603.995363 nChanged 2 SP:Iteration 26Q (7060.240000 sec): 3 clusters Score: Raw -4058652.197383 + Penalty 5045.911813 = -4053606.285570 nChanged 2 SP:Iteration 27Q (7060.320000 sec): 3 clusters Score: Raw -4058652.864358 + Penalty 5045.911813 = -4053606.952546 nChanged 1 SP:Iteration 28Q (7060.400000 sec): 3 clusters Score: Raw -4058655.527887 + Penalty 5045.911813 = -4053609.616075 nChanged 4 SP:Iteration 29Q (7060.480000 sec): 3 clusters Score: Raw -4058659.729614 + Penalty 5045.911813 = -4053613.817801 nChanged 2 SP:Iteration 30Q (7060.560000 sec): 3 clusters Score: Raw -4058662.061744 + Penalty 5045.911813 = -4053616.149931 nChanged 3 SP:Iteration 31Q (7060.640000 sec): 3 clusters Score: Raw -4058664.820166 + Penalty 5045.911813 = -4053618.908354 nChanged 1 SP:Iteration 32Q (7060.720000 sec): 3 clusters Score: Raw -4058665.253422 + Penalty 5045.911813 = -4053619.341609 nChanged 2 SP:Iteration 33Q (7060.800000 sec): 3 clusters Score: Raw -4058667.248774 + Penalty 5045.911813 = -4053621.336961 nChanged 2 SP:Iteration 34Q (7060.870000 sec): 3 clusters Score: Raw -4058668.524364 + Penalty 5045.911813 = -4053622.612552 nChanged 1 SP:Iteration 35Q (7060.960000 sec): 3 clusters Score: Raw -4058669.252121 + Penalty 5045.911813 = -4053623.340308 nChanged 2 SP:Iteration 36Q (7061.040000 sec): 3 clusters Score: Raw -4058670.664807 + Penalty 5045.911813 = -4053624.752994 nChanged 0 SP:Iteration 37F (7061.150000 sec): 3 clusters Score: Raw -4058670.664807 + Penalty 5045.911813 = -4053624.752994 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 20 (5697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7061.180000 sec): 2 clusters Score: Raw -890143.968913 + Penalty 2144.628360 = -887999.340553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7061.210000 sec): 3 clusters Score: Raw -887315.841470 + Penalty 4289.256720 = -883026.584750 nChanged 2259 SP:Iteration 1F (7061.240000 sec): 3 clusters Score: Raw -888544.812444 + Penalty 4289.256720 = -884255.555724 nChanged 394 SP:Iteration 2F (7061.260000 sec): 3 clusters Score: Raw -888764.096956 + Penalty 4289.256720 = -884474.840236 nChanged 246 SP:Iteration 3Q (7061.280000 sec): 3 clusters Score: Raw -888871.000890 + Penalty 4289.256720 = -884581.744170 nChanged 166 SP:Iteration 4Q (7061.300000 sec): 3 clusters Score: Raw -888935.455578 + Penalty 4289.256720 = -884646.198858 nChanged 135 SP:Iteration 5Q (7061.330000 sec): 3 clusters Score: Raw -888989.205731 + Penalty 4289.256720 = -884699.949011 nChanged 123 SP:Iteration 6Q (7061.350000 sec): 3 clusters Score: Raw -889040.912883 + Penalty 4289.256720 = -884751.656163 nChanged 92 SP:Iteration 7Q (7061.380000 sec): 3 clusters Score: Raw -889074.069280 + Penalty 4289.256720 = -884784.812560 nChanged 82 SP:Iteration 8Q (7061.400000 sec): 3 clusters Score: Raw -889101.983345 + Penalty 4289.256720 = -884812.726625 nChanged 72 SP:Iteration 9Q (7061.420000 sec): 3 clusters Score: Raw -889127.903430 + Penalty 4289.256720 = -884838.646711 nChanged 61 SP:Iteration 10Q (7061.440000 sec): 3 clusters Score: Raw -889148.153827 + Penalty 4289.256720 = -884858.897107 nChanged 51 SP:Iteration 11Q (7061.470000 sec): 3 clusters Score: Raw -889166.690572 + Penalty 4289.256720 = -884877.433852 nChanged 55 SP:Iteration 12Q (7061.490000 sec): 3 clusters Score: Raw -889191.018574 + Penalty 4289.256720 = -884901.761854 nChanged 71 SP:Iteration 13Q (7061.510000 sec): 3 clusters Score: Raw -889225.536184 + Penalty 4289.256720 = -884936.279465 nChanged 76 SP:Iteration 14Q (7061.540000 sec): 3 clusters Score: Raw -889262.310349 + Penalty 4289.256720 = -884973.053629 nChanged 87 SP:Iteration 15Q (7061.560000 sec): 3 clusters Score: Raw -889303.854837 + Penalty 4289.256720 = -885014.598117 nChanged 86 SP:Iteration 16Q (7061.580000 sec): 3 clusters Score: Raw -889344.459600 + Penalty 4289.256720 = -885055.202880 nChanged 80 SP:Iteration 17Q (7061.600000 sec): 3 clusters Score: Raw -889376.983900 + Penalty 4289.256720 = -885087.727180 nChanged 62 SP:Iteration 18Q (7061.630000 sec): 3 clusters Score: Raw -889399.047070 + Penalty 4289.256720 = -885109.790350 nChanged 56 SP:Iteration 19Q (7061.650000 sec): 3 clusters Score: Raw -889421.262902 + Penalty 4289.256720 = -885132.006183 nChanged 44 SP:Iteration 20F (7061.680000 sec): 3 clusters Score: Raw -889436.696231 + Penalty 4289.256720 = -885147.439512 nChanged 41 SP:Iteration 21Q (7061.700000 sec): 3 clusters Score: Raw -889450.695645 + Penalty 4289.256720 = -885161.438925 nChanged 35 SP:Iteration 22Q (7061.720000 sec): 3 clusters Score: Raw -889461.923699 + Penalty 4289.256720 = -885172.666980 nChanged 30 SP:Iteration 23Q (7061.740000 sec): 3 clusters Score: Raw -889473.742685 + Penalty 4289.256720 = -885184.485965 nChanged 33 SP:Iteration 24Q (7061.770000 sec): 3 clusters Score: Raw -889483.914127 + Penalty 4289.256720 = -885194.657407 nChanged 31 SP:Iteration 25Q (7061.790000 sec): 3 clusters Score: Raw -889494.105890 + Penalty 4289.256720 = -885204.849170 nChanged 29 SP:Iteration 26Q (7061.810000 sec): 3 clusters Score: Raw -889504.634042 + Penalty 4289.256720 = -885215.377322 nChanged 31 SP:Iteration 27Q (7061.840000 sec): 3 clusters Score: Raw -889515.546981 + Penalty 4289.256720 = -885226.290261 nChanged 36 SP:Iteration 28Q (7061.860000 sec): 3 clusters Score: Raw -889528.462692 + Penalty 4289.256720 = -885239.205972 nChanged 41 SP:Iteration 29Q (7061.890000 sec): 3 clusters Score: Raw -889543.316125 + Penalty 4289.256720 = -885254.059405 nChanged 35 SP:Iteration 30Q (7061.910000 sec): 3 clusters Score: Raw -889555.226200 + Penalty 4289.256720 = -885265.969480 nChanged 39 SP:Iteration 31Q (7061.930000 sec): 3 clusters Score: Raw -889568.549312 + Penalty 4289.256720 = -885279.292592 nChanged 31 SP:Iteration 32Q (7061.960000 sec): 3 clusters Score: Raw -889578.389962 + Penalty 4289.256720 = -885289.133243 nChanged 32 SP:Iteration 33Q (7061.980000 sec): 3 clusters Score: Raw -889589.362466 + Penalty 4289.256720 = -885300.105746 nChanged 35 SP:Iteration 34Q (7062.000000 sec): 3 clusters Score: Raw -889600.186064 + Penalty 4289.256720 = -885310.929344 nChanged 39 SP:Iteration 35Q (7062.030000 sec): 3 clusters Score: Raw -889614.866993 + Penalty 4289.256720 = -885325.610273 nChanged 47 SP:Iteration 36Q (7062.050000 sec): 3 clusters Score: Raw -889637.553018 + Penalty 4289.256720 = -885348.296298 nChanged 48 SP:Iteration 37Q (7062.070000 sec): 3 clusters Score: Raw -889657.512558 + Penalty 4289.256720 = -885368.255839 nChanged 43 SP:Iteration 38Q (7062.100000 sec): 3 clusters Score: Raw -889673.109116 + Penalty 4289.256720 = -885383.852396 nChanged 44 SP:Iteration 39Q (7062.120000 sec): 3 clusters Score: Raw -889690.636529 + Penalty 4289.256720 = -885401.379809 nChanged 47 SP:Iteration 40F (7062.140000 sec): 3 clusters Score: Raw -889710.996447 + Penalty 4289.256720 = -885421.739727 nChanged 41 SP:Iteration 41Q (7062.160000 sec): 3 clusters Score: Raw -889724.858710 + Penalty 4289.256720 = -885435.601990 nChanged 39 SP:Iteration 42Q (7062.190000 sec): 3 clusters Score: Raw -889738.969840 + Penalty 4289.256720 = -885449.713120 nChanged 40 SP:Iteration 43Q (7062.210000 sec): 3 clusters Score: Raw -889759.080013 + Penalty 4289.256720 = -885469.823293 nChanged 44 SP:Iteration 44Q (7062.230000 sec): 3 clusters Score: Raw -889781.759120 + Penalty 4289.256720 = -885492.502400 nChanged 49 SP:Iteration 45Q (7062.260000 sec): 3 clusters Score: Raw -889809.883910 + Penalty 4289.256720 = -885520.627190 nChanged 59 SP:Iteration 46Q (7062.280000 sec): 3 clusters Score: Raw -889841.960846 + Penalty 4289.256720 = -885552.704126 nChanged 64 SP:Iteration 47Q (7062.300000 sec): 3 clusters Score: Raw -889872.445319 + Penalty 4289.256720 = -885583.188600 nChanged 56 SP:Iteration 48Q (7062.320000 sec): 3 clusters Score: Raw -889902.455196 + Penalty 4289.256720 = -885613.198477 nChanged 74 SP:Iteration 49Q (7062.340000 sec): 3 clusters Score: Raw -889940.463550 + Penalty 4289.256720 = -885651.206830 nChanged 58 SP:Iteration 50Q (7062.360000 sec): 3 clusters Score: Raw -889965.452550 + Penalty 4289.256720 = -885676.195830 nChanged 55 SP:Iteration 51Q (7062.390000 sec): 3 clusters Score: Raw -889991.722985 + Penalty 4289.256720 = -885702.466266 nChanged 47 SP:Iteration 52Q (7062.410000 sec): 3 clusters Score: Raw -890017.112148 + Penalty 4289.256720 = -885727.855428 nChanged 53 SP:Iteration 53Q (7062.430000 sec): 3 clusters Score: Raw -890044.665215 + Penalty 4289.256720 = -885755.408495 nChanged 55 SP:Iteration 54Q (7062.450000 sec): 3 clusters Score: Raw -890075.631685 + Penalty 4289.256720 = -885786.374966 nChanged 61 SP:Iteration 55Q (7062.470000 sec): 3 clusters Score: Raw -890111.606845 + Penalty 4289.256720 = -885822.350125 nChanged 58 SP:Iteration 56Q (7062.490000 sec): 3 clusters Score: Raw -890140.584416 + Penalty 4289.256720 = -885851.327696 nChanged 52 SP:Iteration 57Q (7062.510000 sec): 3 clusters Score: Raw -890164.492349 + Penalty 4289.256720 = -885875.235629 nChanged 42 SP:Iteration 58Q (7062.530000 sec): 3 clusters Score: Raw -890182.186596 + Penalty 4289.256720 = -885892.929876 nChanged 22 SP:Iteration 59Q (7062.560000 sec): 3 clusters Score: Raw -890193.598107 + Penalty 4289.256720 = -885904.341387 nChanged 23 SP:Iteration 60F (7062.580000 sec): 3 clusters Score: Raw -890204.394943 + Penalty 4289.256720 = -885915.138224 nChanged 19 SP:Iteration 61Q (7062.600000 sec): 3 clusters Score: Raw -890212.021155 + Penalty 4289.256720 = -885922.764435 nChanged 16 SP:Iteration 62Q (7062.620000 sec): 3 clusters Score: Raw -890221.038903 + Penalty 4289.256720 = -885931.782183 nChanged 21 SP:Iteration 63Q (7062.640000 sec): 3 clusters Score: Raw -890233.119154 + Penalty 4289.256720 = -885943.862434 nChanged 20 SP:Iteration 64Q (7062.660000 sec): 3 clusters Score: Raw -890242.790104 + Penalty 4289.256720 = -885953.533384 nChanged 16 SP:Iteration 65Q (7062.680000 sec): 3 clusters Score: Raw -890250.353638 + Penalty 4289.256720 = -885961.096918 nChanged 16 SP:Iteration 66Q (7062.700000 sec): 3 clusters Score: Raw -890258.056453 + Penalty 4289.256720 = -885968.799733 nChanged 11 SP:Iteration 67Q (7062.720000 sec): 3 clusters Score: Raw -890262.966591 + Penalty 4289.256720 = -885973.709871 nChanged 11 SP:Iteration 68Q (7062.740000 sec): 3 clusters Score: Raw -890267.392960 + Penalty 4289.256720 = -885978.136240 nChanged 7 SP:Iteration 69Q (7062.760000 sec): 3 clusters Score: Raw -890270.481841 + Penalty 4289.256720 = -885981.225121 nChanged 3 SP:Iteration 70Q (7062.780000 sec): 3 clusters Score: Raw -890271.290261 + Penalty 4289.256720 = -885982.033541 nChanged 1 SP:Iteration 71Q (7062.800000 sec): 3 clusters Score: Raw -890271.924438 + Penalty 4289.256720 = -885982.667718 nChanged 2 SP:Iteration 72Q (7062.820000 sec): 3 clusters Score: Raw -890272.874835 + Penalty 4289.256720 = -885983.618115 nChanged 2 SP:Iteration 73Q (7062.840000 sec): 3 clusters Score: Raw -890274.524382 + Penalty 4289.256720 = -885985.267662 nChanged 5 SP:Iteration 74Q (7062.870000 sec): 3 clusters Score: Raw -890276.434545 + Penalty 4289.256720 = -885987.177826 nChanged 2 SP:Iteration 75Q (7062.890000 sec): 3 clusters Score: Raw -890276.961852 + Penalty 4289.256720 = -885987.705132 nChanged 1 SP:Iteration 76Q (7062.910000 sec): 3 clusters Score: Raw -890277.739046 + Penalty 4289.256720 = -885988.482326 nChanged 2 SP:Iteration 77Q (7062.930000 sec): 3 clusters Score: Raw -890279.118198 + Penalty 4289.256720 = -885989.861479 nChanged 5 SP:Iteration 78Q (7062.950000 sec): 3 clusters Score: Raw -890281.360907 + Penalty 4289.256720 = -885992.104187 nChanged 10 SP:Iteration 79Q (7062.970000 sec): 3 clusters Score: Raw -890285.275015 + Penalty 4289.256720 = -885996.018295 nChanged 12 SP:Iteration 80F (7063.000000 sec): 3 clusters Score: Raw -890290.787211 + Penalty 4289.256720 = -886001.530491 nChanged 13 SP:Iteration 81Q (7063.020000 sec): 3 clusters Score: Raw -890296.675527 + Penalty 4289.256720 = -886007.418807 nChanged 15 SP:Iteration 82Q (7063.040000 sec): 3 clusters Score: Raw -890301.653431 + Penalty 4289.256720 = -886012.396711 nChanged 15 SP:Iteration 83Q (7063.060000 sec): 3 clusters Score: Raw -890309.428259 + Penalty 4289.256720 = -886020.171540 nChanged 13 SP:Iteration 84Q (7063.080000 sec): 3 clusters Score: Raw -890315.576561 + Penalty 4289.256720 = -886026.319841 nChanged 8 SP:Iteration 85Q (7063.100000 sec): 3 clusters Score: Raw -890318.716391 + Penalty 4289.256720 = -886029.459671 nChanged 8 SP:Iteration 86Q (7063.120000 sec): 3 clusters Score: Raw -890322.579077 + Penalty 4289.256720 = -886033.322357 nChanged 8 SP:Iteration 87Q (7063.140000 sec): 3 clusters Score: Raw -890327.116459 + Penalty 4289.256720 = -886037.859739 nChanged 5 SP:Iteration 88Q (7063.160000 sec): 3 clusters Score: Raw -890330.071035 + Penalty 4289.256720 = -886040.814316 nChanged 10 SP:Iteration 89Q (7063.180000 sec): 3 clusters Score: Raw -890335.363802 + Penalty 4289.256720 = -886046.107082 nChanged 10 SP:Iteration 90Q (7063.200000 sec): 3 clusters Score: Raw -890340.328109 + Penalty 4289.256720 = -886051.071389 nChanged 6 SP:Iteration 91Q (7063.220000 sec): 3 clusters Score: Raw -890343.158685 + Penalty 4289.256720 = -886053.901965 nChanged 2 SP:Iteration 92Q (7063.240000 sec): 3 clusters Score: Raw -890343.919319 + Penalty 4289.256720 = -886054.662599 nChanged 4 SP:Iteration 93Q (7063.260000 sec): 3 clusters Score: Raw -890346.117893 + Penalty 4289.256720 = -886056.861173 nChanged 7 SP:Iteration 94Q (7063.280000 sec): 3 clusters Score: Raw -890349.864662 + Penalty 4289.256720 = -886060.607942 nChanged 6 SP:Iteration 95Q (7063.300000 sec): 3 clusters Score: Raw -890352.953323 + Penalty 4289.256720 = -886063.696603 nChanged 7 SP:Iteration 96Q (7063.320000 sec): 3 clusters Score: Raw -890355.767517 + Penalty 4289.256720 = -886066.510797 nChanged 5 SP:Iteration 97Q (7063.340000 sec): 3 clusters Score: Raw -890357.521566 + Penalty 4289.256720 = -886068.264846 nChanged 3 SP:Iteration 98Q (7063.360000 sec): 3 clusters Score: Raw -890358.320935 + Penalty 4289.256720 = -886069.064215 nChanged 5 SP:Iteration 99Q (7063.380000 sec): 3 clusters Score: Raw -890360.271856 + Penalty 4289.256720 = -886071.015136 nChanged 3 SP:Iteration 100F (7063.400000 sec): 3 clusters Score: Raw -890361.526907 + Penalty 4289.256720 = -886072.270187 nChanged 4 SP:Iteration 101Q (7063.420000 sec): 3 clusters Score: Raw -890364.969384 + Penalty 4289.256720 = -886075.712664 nChanged 8 SP:Iteration 102Q (7063.440000 sec): 3 clusters Score: Raw -890368.361851 + Penalty 4289.256720 = -886079.105132 nChanged 4 SP:Iteration 103Q (7063.460000 sec): 3 clusters Score: Raw -890369.759802 + Penalty 4289.256720 = -886080.503082 nChanged 5 SP:Iteration 104Q (7063.480000 sec): 3 clusters Score: Raw -890371.550256 + Penalty 4289.256720 = -886082.293536 nChanged 6 SP:Iteration 105Q (7063.500000 sec): 3 clusters Score: Raw -890374.295983 + Penalty 4289.256720 = -886085.039264 nChanged 8 SP:Iteration 106Q (7063.520000 sec): 3 clusters Score: Raw -890376.626503 + Penalty 4289.256720 = -886087.369783 nChanged 5 SP:Iteration 107Q (7063.540000 sec): 3 clusters Score: Raw -890381.075336 + Penalty 4289.256720 = -886091.818616 nChanged 3 SP:Iteration 108Q (7063.560000 sec): 3 clusters Score: Raw -890383.563261 + Penalty 4289.256720 = -886094.306541 nChanged 8 SP:Iteration 109Q (7063.580000 sec): 3 clusters Score: Raw -890388.152988 + Penalty 4289.256720 = -886098.896269 nChanged 4 SP:Iteration 110Q (7063.600000 sec): 3 clusters Score: Raw -890389.859716 + Penalty 4289.256720 = -886100.602997 nChanged 1 SP:Iteration 111Q (7063.620000 sec): 3 clusters Score: Raw -890390.148671 + Penalty 4289.256720 = -886100.891951 nChanged 0 SP:Iteration 112F (7063.640000 sec): 3 clusters Score: Raw -890390.148671 + Penalty 4289.256720 = -886100.891951 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 21 (4279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7063.660000 sec): 2 clusters Score: Raw -626488.948149 + Penalty 2073.645705 = -624415.302444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7063.680000 sec): 3 clusters Score: Raw -624502.908772 + Penalty 4147.291410 = -620355.617362 nChanged 1587 SP:Iteration 1F (7063.690000 sec): 3 clusters Score: Raw -625476.798615 + Penalty 4147.291410 = -621329.507205 nChanged 366 SP:Iteration 2F (7063.710000 sec): 3 clusters Score: Raw -625864.793400 + Penalty 4147.291410 = -621717.501991 nChanged 337 SP:Iteration 3F (7063.730000 sec): 3 clusters Score: Raw -626317.955205 + Penalty 4147.291410 = -622170.663795 nChanged 291 SP:Iteration 4F (7063.740000 sec): 3 clusters Score: Raw -626689.792781 + Penalty 4147.291410 = -622542.501371 nChanged 246 SP:Iteration 5F (7063.760000 sec): 3 clusters Score: Raw -626990.887147 + Penalty 4147.291410 = -622843.595737 nChanged 256 SP:Iteration 6F (7063.780000 sec): 3 clusters Score: Raw -627272.354135 + Penalty 4147.291410 = -623125.062725 nChanged 231 SP:Iteration 7F (7063.800000 sec): 3 clusters Score: Raw -627525.029168 + Penalty 4147.291410 = -623377.737758 nChanged 198 SP:Iteration 8Q (7063.820000 sec): 3 clusters Score: Raw -627713.416793 + Penalty 4147.291410 = -623566.125383 nChanged 151 SP:Iteration 9Q (7063.840000 sec): 3 clusters Score: Raw -627850.310367 + Penalty 4147.291410 = -623703.018957 nChanged 119 SP:Iteration 10Q (7063.850000 sec): 3 clusters Score: Raw -627946.212719 + Penalty 4147.291410 = -623798.921309 nChanged 85 SP:Iteration 11Q (7063.870000 sec): 3 clusters Score: Raw -628022.570493 + Penalty 4147.291410 = -623875.279083 nChanged 62 SP:Iteration 12Q (7063.880000 sec): 3 clusters Score: Raw -628068.786887 + Penalty 4147.291410 = -623921.495477 nChanged 39 SP:Iteration 13Q (7063.900000 sec): 3 clusters Score: Raw -628086.853449 + Penalty 4147.291410 = -623939.562040 nChanged 30 SP:Iteration 14Q (7063.920000 sec): 3 clusters Score: Raw -628104.299228 + Penalty 4147.291410 = -623957.007819 nChanged 24 SP:Iteration 15Q (7063.930000 sec): 3 clusters Score: Raw -628116.667722 + Penalty 4147.291410 = -623969.376312 nChanged 15 SP:Iteration 16Q (7063.950000 sec): 3 clusters Score: Raw -628127.524453 + Penalty 4147.291410 = -623980.233043 nChanged 12 SP:Iteration 17Q (7063.960000 sec): 3 clusters Score: Raw -628142.152313 + Penalty 4147.291410 = -623994.860903 nChanged 12 SP:Iteration 18Q (7063.980000 sec): 3 clusters Score: Raw -628151.149751 + Penalty 4147.291410 = -624003.858341 nChanged 14 SP:Iteration 19Q (7063.990000 sec): 3 clusters Score: Raw -628159.113087 + Penalty 4147.291410 = -624011.821677 nChanged 14 SP:Iteration 20F (7064.010000 sec): 3 clusters Score: Raw -628165.632031 + Penalty 4147.291410 = -624018.340621 nChanged 12 SP:Iteration 21Q (7064.020000 sec): 3 clusters Score: Raw -628175.200329 + Penalty 4147.291410 = -624027.908919 nChanged 12 SP:Iteration 22Q (7064.040000 sec): 3 clusters Score: Raw -628183.916861 + Penalty 4147.291410 = -624036.625451 nChanged 13 SP:Iteration 23Q (7064.060000 sec): 3 clusters Score: Raw -628193.342509 + Penalty 4147.291410 = -624046.051099 nChanged 15 SP:Iteration 24Q (7064.070000 sec): 3 clusters Score: Raw -628201.926352 + Penalty 4147.291410 = -624054.634942 nChanged 11 SP:Iteration 25Q (7064.090000 sec): 3 clusters Score: Raw -628207.088852 + Penalty 4147.291410 = -624059.797442 nChanged 6 SP:Iteration 26Q (7064.100000 sec): 3 clusters Score: Raw -628209.897091 + Penalty 4147.291410 = -624062.605681 nChanged 8 SP:Iteration 27Q (7064.120000 sec): 3 clusters Score: Raw -628216.318585 + Penalty 4147.291410 = -624069.027175 nChanged 9 SP:Iteration 28Q (7064.140000 sec): 3 clusters Score: Raw -628219.637680 + Penalty 4147.291410 = -624072.346271 nChanged 3 SP:Iteration 29Q (7064.150000 sec): 3 clusters Score: Raw -628223.230069 + Penalty 4147.291410 = -624075.938659 nChanged 7 SP:Iteration 30Q (7064.170000 sec): 3 clusters Score: Raw -628225.284130 + Penalty 4147.291410 = -624077.992720 nChanged 2 SP:Iteration 31Q (7064.180000 sec): 3 clusters Score: Raw -628225.897877 + Penalty 4147.291410 = -624078.606467 nChanged 0 SP:Iteration 32F (7064.200000 sec): 3 clusters Score: Raw -628225.897877 + Penalty 4147.291410 = -624078.606467 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 22 (6391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7064.230000 sec): 2 clusters Score: Raw -958389.311625 + Penalty 2173.136215 = -956216.175410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7064.250000 sec): 3 clusters Score: Raw -955163.356524 + Penalty 4346.272431 = -950817.084093 nChanged 2525 SP:Iteration 1F (7064.280000 sec): 3 clusters Score: Raw -956541.532367 + Penalty 4346.272431 = -952195.259936 nChanged 429 SP:Iteration 2F (7064.310000 sec): 3 clusters Score: Raw -956751.371961 + Penalty 4346.272431 = -952405.099530 nChanged 280 SP:Iteration 3Q (7064.330000 sec): 3 clusters Score: Raw -956877.895322 + Penalty 4346.272431 = -952531.622891 nChanged 210 SP:Iteration 4Q (7064.360000 sec): 3 clusters Score: Raw -956975.685842 + Penalty 4346.272431 = -952629.413412 nChanged 177 SP:Iteration 5Q (7064.390000 sec): 3 clusters Score: Raw -957059.024410 + Penalty 4346.272431 = -952712.751979 nChanged 159 SP:Iteration 6Q (7064.410000 sec): 3 clusters Score: Raw -957140.549580 + Penalty 4346.272431 = -952794.277150 nChanged 169 SP:Iteration 7Q (7064.440000 sec): 3 clusters Score: Raw -957224.727551 + Penalty 4346.272431 = -952878.455121 nChanged 141 SP:Iteration 8Q (7064.470000 sec): 3 clusters Score: Raw -957291.915145 + Penalty 4346.272431 = -952945.642715 nChanged 136 SP:Iteration 9Q (7064.500000 sec): 3 clusters Score: Raw -957353.116492 + Penalty 4346.272431 = -953006.844062 nChanged 138 SP:Iteration 10Q (7064.520000 sec): 3 clusters Score: Raw -957419.709815 + Penalty 4346.272431 = -953073.437384 nChanged 142 SP:Iteration 11Q (7064.550000 sec): 3 clusters Score: Raw -957495.580726 + Penalty 4346.272431 = -953149.308295 nChanged 143 SP:Iteration 12Q (7064.570000 sec): 3 clusters Score: Raw -957584.397988 + Penalty 4346.272431 = -953238.125557 nChanged 176 SP:Iteration 13Q (7064.600000 sec): 3 clusters Score: Raw -957697.517641 + Penalty 4346.272431 = -953351.245210 nChanged 167 SP:Iteration 14Q (7064.620000 sec): 3 clusters Score: Raw -957796.697533 + Penalty 4346.272431 = -953450.425102 nChanged 163 SP:Iteration 15Q (7064.650000 sec): 3 clusters Score: Raw -957898.468952 + Penalty 4346.272431 = -953552.196521 nChanged 164 SP:Iteration 16Q (7064.680000 sec): 3 clusters Score: Raw -958014.795058 + Penalty 4346.272431 = -953668.522627 nChanged 145 SP:Iteration 17Q (7064.700000 sec): 3 clusters Score: Raw -958122.644431 + Penalty 4346.272431 = -953776.372001 nChanged 147 SP:Iteration 18Q (7064.730000 sec): 3 clusters Score: Raw -958231.765818 + Penalty 4346.272431 = -953885.493387 nChanged 116 SP:Iteration 19Q (7064.760000 sec): 3 clusters Score: Raw -958323.914759 + Penalty 4346.272431 = -953977.642328 nChanged 101 SP:Iteration 20F (7064.780000 sec): 3 clusters Score: Raw -958404.075913 + Penalty 4346.272431 = -954057.803482 nChanged 64 SP:Iteration 21Q (7064.800000 sec): 3 clusters Score: Raw -958456.366433 + Penalty 4346.272431 = -954110.094002 nChanged 51 SP:Iteration 22Q (7064.830000 sec): 3 clusters Score: Raw -958506.127950 + Penalty 4346.272431 = -954159.855520 nChanged 38 SP:Iteration 23Q (7064.850000 sec): 3 clusters Score: Raw -958536.064425 + Penalty 4346.272431 = -954189.791994 nChanged 22 SP:Iteration 24Q (7064.880000 sec): 3 clusters Score: Raw -958555.487063 + Penalty 4346.272431 = -954209.214632 nChanged 17 SP:Iteration 25Q (7064.900000 sec): 3 clusters Score: Raw -958570.790476 + Penalty 4346.272431 = -954224.518045 nChanged 9 SP:Iteration 26Q (7064.920000 sec): 3 clusters Score: Raw -958579.353984 + Penalty 4346.272431 = -954233.081553 nChanged 6 SP:Iteration 27Q (7064.940000 sec): 3 clusters Score: Raw -958584.162468 + Penalty 4346.272431 = -954237.890037 nChanged 9 SP:Iteration 28Q (7064.970000 sec): 3 clusters Score: Raw -958594.368368 + Penalty 4346.272431 = -954248.095937 nChanged 11 SP:Iteration 29Q (7064.990000 sec): 3 clusters Score: Raw -958603.756520 + Penalty 4346.272431 = -954257.484089 nChanged 6 SP:Iteration 30Q (7065.010000 sec): 3 clusters Score: Raw -958609.167387 + Penalty 4346.272431 = -954262.894956 nChanged 6 SP:Iteration 31Q (7065.040000 sec): 3 clusters Score: Raw -958615.122921 + Penalty 4346.272431 = -954268.850490 nChanged 5 SP:Iteration 32Q (7065.060000 sec): 3 clusters Score: Raw -958618.683812 + Penalty 4346.272431 = -954272.411381 nChanged 2 SP:Iteration 33Q (7065.080000 sec): 3 clusters Score: Raw -958620.750355 + Penalty 4346.272431 = -954274.477925 nChanged 2 SP:Iteration 34Q (7065.100000 sec): 3 clusters Score: Raw -958621.667409 + Penalty 4346.272431 = -954275.394978 nChanged 2 SP:Iteration 35Q (7065.120000 sec): 3 clusters Score: Raw -958622.802398 + Penalty 4346.272431 = -954276.529967 nChanged 2 SP:Iteration 36Q (7065.140000 sec): 3 clusters Score: Raw -958623.897740 + Penalty 4346.272431 = -954277.625309 nChanged 3 SP:Iteration 37Q (7065.170000 sec): 3 clusters Score: Raw -958626.483278 + Penalty 4346.272431 = -954280.210848 nChanged 1 SP:Iteration 38Q (7065.190000 sec): 3 clusters Score: Raw -958627.206246 + Penalty 4346.272431 = -954280.933816 nChanged 0 SP:Iteration 39F (7065.220000 sec): 3 clusters Score: Raw -958627.206246 + Penalty 4346.272431 = -954280.933816 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 23 (24320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7065.310000 sec): 2 clusters Score: Raw -3751078.433985 + Penalty 2504.565475 = -3748573.868510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7065.420000 sec): 3 clusters Score: Raw -3736789.865597 + Penalty 5009.130951 = -3731780.734646 nChanged 10813 SP:Iteration 1F (7065.520000 sec): 3 clusters Score: Raw -3742617.154093 + Penalty 5009.130951 = -3737608.023143 nChanged 1255 SP:Iteration 2F (7065.620000 sec): 3 clusters Score: Raw -3743065.197118 + Penalty 5009.130951 = -3738056.066167 nChanged 1030 SP:Iteration 3Q (7065.730000 sec): 3 clusters Score: Raw -3743401.066080 + Penalty 5009.130951 = -3738391.935129 nChanged 859 SP:Iteration 4Q (7065.840000 sec): 3 clusters Score: Raw -3743671.178377 + Penalty 5009.130951 = -3738662.047426 nChanged 797 SP:Iteration 5Q (7065.940000 sec): 3 clusters Score: Raw -3743963.061500 + Penalty 5009.130951 = -3738953.930550 nChanged 831 SP:Iteration 6Q (7066.050000 sec): 3 clusters Score: Raw -3744283.292713 + Penalty 5009.130951 = -3739274.161762 nChanged 828 SP:Iteration 7Q (7066.160000 sec): 3 clusters Score: Raw -3744633.767691 + Penalty 5009.130951 = -3739624.636740 nChanged 902 SP:Iteration 8Q (7066.260000 sec): 3 clusters Score: Raw -3745115.608086 + Penalty 5009.130951 = -3740106.477136 nChanged 999 SP:Iteration 9Q (7066.360000 sec): 3 clusters Score: Raw -3745700.221100 + Penalty 5009.130951 = -3740691.090150 nChanged 1059 SP:Iteration 10Q (7066.470000 sec): 3 clusters Score: Raw -3746390.319662 + Penalty 5009.130951 = -3741381.188711 nChanged 1193 SP:Iteration 11Q (7066.570000 sec): 3 clusters Score: Raw -3747283.035064 + Penalty 5009.130951 = -3742273.904114 nChanged 1182 SP:Iteration 12Q (7066.680000 sec): 3 clusters Score: Raw -3748192.213456 + Penalty 5009.130951 = -3743183.082505 nChanged 1035 SP:Iteration 13Q (7066.780000 sec): 3 clusters Score: Raw -3748981.935712 + Penalty 5009.130951 = -3743972.804761 nChanged 858 SP:Iteration 14Q (7066.870000 sec): 3 clusters Score: Raw -3749610.094814 + Penalty 5009.130951 = -3744600.963863 nChanged 703 SP:Iteration 15Q (7066.960000 sec): 3 clusters Score: Raw -3750055.176052 + Penalty 5009.130951 = -3745046.045101 nChanged 492 SP:Iteration 16Q (7067.050000 sec): 3 clusters Score: Raw -3750307.864670 + Penalty 5009.130951 = -3745298.733719 nChanged 352 SP:Iteration 17Q (7067.130000 sec): 3 clusters Score: Raw -3750482.923646 + Penalty 5009.130951 = -3745473.792696 nChanged 302 SP:Iteration 18Q (7067.220000 sec): 3 clusters Score: Raw -3750627.628590 + Penalty 5009.130951 = -3745618.497640 nChanged 228 SP:Iteration 19Q (7067.300000 sec): 3 clusters Score: Raw -3750727.247973 + Penalty 5009.130951 = -3745718.117022 nChanged 192 SP:Iteration 20F (7067.400000 sec): 3 clusters Score: Raw -3750805.072617 + Penalty 5009.130951 = -3745795.941667 nChanged 165 SP:Iteration 21Q (7067.480000 sec): 3 clusters Score: Raw -3750870.266226 + Penalty 5009.130951 = -3745861.135275 nChanged 142 SP:Iteration 22Q (7067.570000 sec): 3 clusters Score: Raw -3750930.332993 + Penalty 5009.130951 = -3745921.202043 nChanged 137 SP:Iteration 23Q (7067.650000 sec): 3 clusters Score: Raw -3750988.348235 + Penalty 5009.130951 = -3745979.217284 nChanged 133 SP:Iteration 24Q (7067.740000 sec): 3 clusters Score: Raw -3751042.524988 + Penalty 5009.130951 = -3746033.394038 nChanged 111 SP:Iteration 25Q (7067.820000 sec): 3 clusters Score: Raw -3751089.990878 + Penalty 5009.130951 = -3746080.859927 nChanged 109 SP:Iteration 26Q (7067.900000 sec): 3 clusters Score: Raw -3751137.309269 + Penalty 5009.130951 = -3746128.178318 nChanged 102 SP:Iteration 27Q (7067.970000 sec): 3 clusters Score: Raw -3751182.788597 + Penalty 5009.130951 = -3746173.657646 nChanged 82 SP:Iteration 28Q (7068.050000 sec): 3 clusters Score: Raw -3751215.627730 + Penalty 5009.130951 = -3746206.496779 nChanged 61 SP:Iteration 29Q (7068.130000 sec): 3 clusters Score: Raw -3751237.068839 + Penalty 5009.130951 = -3746227.937889 nChanged 53 SP:Iteration 30Q (7068.210000 sec): 3 clusters Score: Raw -3751255.802167 + Penalty 5009.130951 = -3746246.671217 nChanged 35 SP:Iteration 31Q (7068.290000 sec): 3 clusters Score: Raw -3751268.706948 + Penalty 5009.130951 = -3746259.575998 nChanged 34 SP:Iteration 32Q (7068.360000 sec): 3 clusters Score: Raw -3751284.723485 + Penalty 5009.130951 = -3746275.592534 nChanged 42 SP:Iteration 33Q (7068.450000 sec): 3 clusters Score: Raw -3751303.448862 + Penalty 5009.130951 = -3746294.317911 nChanged 39 SP:Iteration 34Q (7068.530000 sec): 3 clusters Score: Raw -3751318.941174 + Penalty 5009.130951 = -3746309.810223 nChanged 42 SP:Iteration 35Q (7068.600000 sec): 3 clusters Score: Raw -3751337.211206 + Penalty 5009.130951 = -3746328.080255 nChanged 32 SP:Iteration 36Q (7068.680000 sec): 3 clusters Score: Raw -3751348.142696 + Penalty 5009.130951 = -3746339.011745 nChanged 27 SP:Iteration 37Q (7068.760000 sec): 3 clusters Score: Raw -3751358.951886 + Penalty 5009.130951 = -3746349.820936 nChanged 26 SP:Iteration 38Q (7068.840000 sec): 3 clusters Score: Raw -3751367.905166 + Penalty 5009.130951 = -3746358.774215 nChanged 16 SP:Iteration 39Q (7068.910000 sec): 3 clusters Score: Raw -3751373.348976 + Penalty 5009.130951 = -3746364.218026 nChanged 14 SP:Iteration 40F (7069.010000 sec): 3 clusters Score: Raw -3751377.525426 + Penalty 5009.130951 = -3746368.394475 nChanged 10 SP:Iteration 41Q (7069.090000 sec): 3 clusters Score: Raw -3751381.270284 + Penalty 5009.130951 = -3746372.139334 nChanged 10 SP:Iteration 42Q (7069.160000 sec): 3 clusters Score: Raw -3751385.030800 + Penalty 5009.130951 = -3746375.899850 nChanged 8 SP:Iteration 43Q (7069.240000 sec): 3 clusters Score: Raw -3751387.951621 + Penalty 5009.130951 = -3746378.820670 nChanged 12 SP:Iteration 44Q (7069.320000 sec): 3 clusters Score: Raw -3751393.186210 + Penalty 5009.130951 = -3746384.055259 nChanged 11 SP:Iteration 45Q (7069.400000 sec): 3 clusters Score: Raw -3751397.763933 + Penalty 5009.130951 = -3746388.632982 nChanged 5 SP:Iteration 46Q (7069.480000 sec): 3 clusters Score: Raw -3751399.523942 + Penalty 5009.130951 = -3746390.392991 nChanged 7 SP:Iteration 47Q (7069.560000 sec): 3 clusters Score: Raw -3751402.931590 + Penalty 5009.130951 = -3746393.800639 nChanged 9 SP:Iteration 48Q (7069.630000 sec): 3 clusters Score: Raw -3751406.755245 + Penalty 5009.130951 = -3746397.624294 nChanged 10 SP:Iteration 49Q (7069.700000 sec): 3 clusters Score: Raw -3751410.162573 + Penalty 5009.130951 = -3746401.031623 nChanged 7 SP:Iteration 50Q (7069.780000 sec): 3 clusters Score: Raw -3751412.903965 + Penalty 5009.130951 = -3746403.773014 nChanged 8 SP:Iteration 51Q (7069.860000 sec): 3 clusters Score: Raw -3751416.686653 + Penalty 5009.130951 = -3746407.555703 nChanged 11 SP:Iteration 52Q (7069.940000 sec): 3 clusters Score: Raw -3751421.395138 + Penalty 5009.130951 = -3746412.264188 nChanged 7 SP:Iteration 53Q (7070.020000 sec): 3 clusters Score: Raw -3751424.340843 + Penalty 5009.130951 = -3746415.209892 nChanged 8 SP:Iteration 54Q (7070.100000 sec): 3 clusters Score: Raw -3751427.652683 + Penalty 5009.130951 = -3746418.521733 nChanged 11 SP:Iteration 55Q (7070.170000 sec): 3 clusters Score: Raw -3751431.572427 + Penalty 5009.130951 = -3746422.441477 nChanged 5 SP:Iteration 56Q (7070.250000 sec): 3 clusters Score: Raw -3751433.114251 + Penalty 5009.130951 = -3746423.983300 nChanged 4 SP:Iteration 57Q (7070.320000 sec): 3 clusters Score: Raw -3751434.646147 + Penalty 5009.130951 = -3746425.515196 nChanged 3 SP:Iteration 58Q (7070.400000 sec): 3 clusters Score: Raw -3751435.545048 + Penalty 5009.130951 = -3746426.414097 nChanged 4 SP:Iteration 59Q (7070.470000 sec): 3 clusters Score: Raw -3751436.565468 + Penalty 5009.130951 = -3746427.434517 nChanged 2 SP:Iteration 60F (7070.570000 sec): 3 clusters Score: Raw -3751437.223697 + Penalty 5009.130951 = -3746428.092746 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 24 (10651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7070.620000 sec): 2 clusters Score: Raw -1643677.095214 + Penalty 2299.805448 = -1641377.289766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7070.670000 sec): 3 clusters Score: Raw -1638026.076895 + Penalty 4599.610895 = -1633426.465999 nChanged 4403 SP:Iteration 1F (7070.710000 sec): 3 clusters Score: Raw -1640440.132861 + Penalty 4599.610895 = -1635840.521966 nChanged 690 SP:Iteration 2F (7070.760000 sec): 3 clusters Score: Raw -1640785.126188 + Penalty 4599.610895 = -1636185.515293 nChanged 553 SP:Iteration 3F (7070.800000 sec): 3 clusters Score: Raw -1641035.749963 + Penalty 4599.610895 = -1636436.139067 nChanged 457 SP:Iteration 4Q (7070.850000 sec): 3 clusters Score: Raw -1641253.720428 + Penalty 4599.610895 = -1636654.109532 nChanged 419 SP:Iteration 5Q (7070.890000 sec): 3 clusters Score: Raw -1641478.879551 + Penalty 4599.610895 = -1636879.268656 nChanged 439 SP:Iteration 6Q (7070.940000 sec): 3 clusters Score: Raw -1641767.718638 + Penalty 4599.610895 = -1637168.107743 nChanged 496 SP:Iteration 7Q (7070.980000 sec): 3 clusters Score: Raw -1642174.119779 + Penalty 4599.610895 = -1637574.508884 nChanged 557 SP:Iteration 8F (7071.020000 sec): 3 clusters Score: Raw -1642773.778823 + Penalty 4599.610895 = -1638174.167927 nChanged 535 SP:Iteration 9F (7071.070000 sec): 3 clusters Score: Raw -1643398.934681 + Penalty 4599.610895 = -1638799.323786 nChanged 477 SP:Iteration 10Q (7071.110000 sec): 3 clusters Score: Raw -1643901.433195 + Penalty 4599.610895 = -1639301.822300 nChanged 421 SP:Iteration 11Q (7071.140000 sec): 3 clusters Score: Raw -1644270.814636 + Penalty 4599.610895 = -1639671.203741 nChanged 361 SP:Iteration 12Q (7071.180000 sec): 3 clusters Score: Raw -1644518.219147 + Penalty 4599.610895 = -1639918.608252 nChanged 276 SP:Iteration 13Q (7071.220000 sec): 3 clusters Score: Raw -1644694.308664 + Penalty 4599.610895 = -1640094.697768 nChanged 259 SP:Iteration 14Q (7071.260000 sec): 3 clusters Score: Raw -1644837.583112 + Penalty 4599.610895 = -1640237.972217 nChanged 190 SP:Iteration 15Q (7071.300000 sec): 3 clusters Score: Raw -1644924.550402 + Penalty 4599.610895 = -1640324.939507 nChanged 133 SP:Iteration 16Q (7071.340000 sec): 3 clusters Score: Raw -1644977.335100 + Penalty 4599.610895 = -1640377.724204 nChanged 99 SP:Iteration 17Q (7071.380000 sec): 3 clusters Score: Raw -1645011.492841 + Penalty 4599.610895 = -1640411.881945 nChanged 69 SP:Iteration 18Q (7071.420000 sec): 3 clusters Score: Raw -1645031.990051 + Penalty 4599.610895 = -1640432.379156 nChanged 59 SP:Iteration 19Q (7071.460000 sec): 3 clusters Score: Raw -1645048.066574 + Penalty 4599.610895 = -1640448.455678 nChanged 62 SP:Iteration 20F (7071.500000 sec): 3 clusters Score: Raw -1645064.025030 + Penalty 4599.610895 = -1640464.414135 nChanged 56 SP:Iteration 21Q (7071.540000 sec): 3 clusters Score: Raw -1645078.661510 + Penalty 4599.610895 = -1640479.050615 nChanged 50 SP:Iteration 22Q (7071.580000 sec): 3 clusters Score: Raw -1645090.927537 + Penalty 4599.610895 = -1640491.316641 nChanged 32 SP:Iteration 23Q (7071.620000 sec): 3 clusters Score: Raw -1645099.862808 + Penalty 4599.610895 = -1640500.251912 nChanged 34 SP:Iteration 24Q (7071.650000 sec): 3 clusters Score: Raw -1645107.428085 + Penalty 4599.610895 = -1640507.817190 nChanged 27 SP:Iteration 25Q (7071.690000 sec): 3 clusters Score: Raw -1645112.359442 + Penalty 4599.610895 = -1640512.748547 nChanged 18 SP:Iteration 26Q (7071.730000 sec): 3 clusters Score: Raw -1645115.601673 + Penalty 4599.610895 = -1640515.990778 nChanged 17 SP:Iteration 27Q (7071.770000 sec): 3 clusters Score: Raw -1645118.095811 + Penalty 4599.610895 = -1640518.484916 nChanged 16 SP:Iteration 28Q (7071.800000 sec): 3 clusters Score: Raw -1645121.027015 + Penalty 4599.610895 = -1640521.416119 nChanged 14 SP:Iteration 29Q (7071.840000 sec): 3 clusters Score: Raw -1645123.517117 + Penalty 4599.610895 = -1640523.906222 nChanged 16 SP:Iteration 30Q (7071.880000 sec): 3 clusters Score: Raw -1645126.145339 + Penalty 4599.610895 = -1640526.534443 nChanged 14 SP:Iteration 31Q (7071.920000 sec): 3 clusters Score: Raw -1645128.317962 + Penalty 4599.610895 = -1640528.707066 nChanged 6 SP:Iteration 32Q (7071.960000 sec): 3 clusters Score: Raw -1645128.992116 + Penalty 4599.610895 = -1640529.381220 nChanged 3 SP:Iteration 33Q (7072.000000 sec): 3 clusters Score: Raw -1645129.313259 + Penalty 4599.610895 = -1640529.702364 nChanged 6 SP:Iteration 34Q (7072.040000 sec): 3 clusters Score: Raw -1645130.202667 + Penalty 4599.610895 = -1640530.591771 nChanged 7 SP:Iteration 35Q (7072.080000 sec): 3 clusters Score: Raw -1645131.555948 + Penalty 4599.610895 = -1640531.945053 nChanged 8 SP:Iteration 36Q (7072.120000 sec): 3 clusters Score: Raw -1645133.184186 + Penalty 4599.610895 = -1640533.573291 nChanged 10 SP:Iteration 37Q (7072.160000 sec): 3 clusters Score: Raw -1645134.466888 + Penalty 4599.610895 = -1640534.855992 nChanged 5 SP:Iteration 38Q (7072.190000 sec): 3 clusters Score: Raw -1645135.121245 + Penalty 4599.610895 = -1640535.510350 nChanged 2 SP:Iteration 39Q (7072.230000 sec): 3 clusters Score: Raw -1645135.464867 + Penalty 4599.610895 = -1640535.853971 nChanged 2 SP:Iteration 40F (7072.280000 sec): 3 clusters Score: Raw -1645135.833280 + Penalty 4599.610895 = -1640536.222384 nChanged 2 SP:Iteration 41Q (7072.310000 sec): 3 clusters Score: Raw -1645136.198479 + Penalty 4599.610895 = -1640536.587584 nChanged 3 SP:Iteration 42Q (7072.350000 sec): 3 clusters Score: Raw -1645137.052628 + Penalty 4599.610895 = -1640537.441733 nChanged 9 SP:Iteration 43Q (7072.390000 sec): 3 clusters Score: Raw -1645138.370621 + Penalty 4599.610895 = -1640538.759725 nChanged 3 SP:Iteration 44Q (7072.430000 sec): 3 clusters Score: Raw -1645138.829155 + Penalty 4599.610895 = -1640539.218260 nChanged 3 SP:Iteration 45Q (7072.460000 sec): 3 clusters Score: Raw -1645139.624341 + Penalty 4599.610895 = -1640540.013445 nChanged 7 SP:Iteration 46Q (7072.500000 sec): 3 clusters Score: Raw -1645141.004888 + Penalty 4599.610895 = -1640541.393993 nChanged 8 SP:Iteration 47Q (7072.540000 sec): 3 clusters Score: Raw -1645142.495605 + Penalty 4599.610895 = -1640542.884710 nChanged 9 SP:Iteration 48Q (7072.580000 sec): 3 clusters Score: Raw -1645144.114294 + Penalty 4599.610895 = -1640544.503398 nChanged 7 SP:Iteration 49Q (7072.620000 sec): 3 clusters Score: Raw -1645145.613548 + Penalty 4599.610895 = -1640546.002652 nChanged 7 SP:Iteration 50Q (7072.660000 sec): 3 clusters Score: Raw -1645146.699869 + Penalty 4599.610895 = -1640547.088973 nChanged 8 SP:Iteration 51Q (7072.700000 sec): 3 clusters Score: Raw -1645147.913887 + Penalty 4599.610895 = -1640548.302991 nChanged 9 SP:Iteration 52Q (7072.740000 sec): 3 clusters Score: Raw -1645149.718721 + Penalty 4599.610895 = -1640550.107826 nChanged 11 SP:Iteration 53Q (7072.780000 sec): 3 clusters Score: Raw -1645151.301865 + Penalty 4599.610895 = -1640551.690969 nChanged 11 SP:Iteration 54Q (7072.820000 sec): 3 clusters Score: Raw -1645152.780666 + Penalty 4599.610895 = -1640553.169770 nChanged 8 SP:Iteration 55Q (7072.850000 sec): 3 clusters Score: Raw -1645153.667561 + Penalty 4599.610895 = -1640554.056666 nChanged 5 SP:Iteration 56Q (7072.890000 sec): 3 clusters Score: Raw -1645154.254485 + Penalty 4599.610895 = -1640554.643589 nChanged 7 SP:Iteration 57Q (7072.930000 sec): 3 clusters Score: Raw -1645155.235350 + Penalty 4599.610895 = -1640555.624455 nChanged 5 SP:Iteration 58Q (7072.970000 sec): 3 clusters Score: Raw -1645156.039583 + Penalty 4599.610895 = -1640556.428687 nChanged 7 SP:Iteration 59Q (7073.000000 sec): 3 clusters Score: Raw -1645157.662094 + Penalty 4599.610895 = -1640558.051199 nChanged 9 SP:Iteration 60F (7073.050000 sec): 3 clusters Score: Raw -1645159.047346 + Penalty 4599.610895 = -1640559.436450 nChanged 4 SP:Iteration 61Q (7073.080000 sec): 3 clusters Score: Raw -1645159.450088 + Penalty 4599.610895 = -1640559.839192 nChanged 5 SP:Iteration 62Q (7073.120000 sec): 3 clusters Score: Raw -1645160.230639 + Penalty 4599.610895 = -1640560.619743 nChanged 5 SP:Iteration 63Q (7073.160000 sec): 3 clusters Score: Raw -1645160.890517 + Penalty 4599.610895 = -1640561.279621 nChanged 7 SP:Iteration 64Q (7073.200000 sec): 3 clusters Score: Raw -1645161.979546 + Penalty 4599.610895 = -1640562.368651 nChanged 9 SP:Iteration 65Q (7073.240000 sec): 3 clusters Score: Raw -1645163.222603 + Penalty 4599.610895 = -1640563.611708 nChanged 8 SP:Iteration 66Q (7073.280000 sec): 3 clusters Score: Raw -1645164.506738 + Penalty 4599.610895 = -1640564.895843 nChanged 14 SP:Iteration 67Q (7073.320000 sec): 3 clusters Score: Raw -1645167.602075 + Penalty 4599.610895 = -1640567.991179 nChanged 17 SP:Iteration 68Q (7073.360000 sec): 3 clusters Score: Raw -1645171.041487 + Penalty 4599.610895 = -1640571.430592 nChanged 21 SP:Iteration 69Q (7073.400000 sec): 3 clusters Score: Raw -1645174.838347 + Penalty 4599.610895 = -1640575.227452 nChanged 24 SP:Iteration 70Q (7073.440000 sec): 3 clusters Score: Raw -1645180.272804 + Penalty 4599.610895 = -1640580.661909 nChanged 26 SP:Iteration 71Q (7073.480000 sec): 3 clusters Score: Raw -1645185.259037 + Penalty 4599.610895 = -1640585.648141 nChanged 27 SP:Iteration 72Q (7073.520000 sec): 3 clusters Score: Raw -1645190.840882 + Penalty 4599.610895 = -1640591.229987 nChanged 32 SP:Iteration 73Q (7073.560000 sec): 3 clusters Score: Raw -1645198.364821 + Penalty 4599.610895 = -1640598.753925 nChanged 50 SP:Iteration 74Q (7073.600000 sec): 3 clusters Score: Raw -1645213.618305 + Penalty 4599.610895 = -1640614.007410 nChanged 57 SP:Iteration 75Q (7073.640000 sec): 3 clusters Score: Raw -1645232.656676 + Penalty 4599.610895 = -1640633.045781 nChanged 65 SP:Iteration 76Q (7073.670000 sec): 3 clusters Score: Raw -1645256.232203 + Penalty 4599.610895 = -1640656.621307 nChanged 74 SP:Iteration 77Q (7073.710000 sec): 3 clusters Score: Raw -1645286.575765 + Penalty 4599.610895 = -1640686.964870 nChanged 87 SP:Iteration 78Q (7073.750000 sec): 3 clusters Score: Raw -1645329.973764 + Penalty 4599.610895 = -1640730.362869 nChanged 104 SP:Iteration 79Q (7073.790000 sec): 3 clusters Score: Raw -1645379.545867 + Penalty 4599.610895 = -1640779.934972 nChanged 104 SP:Iteration 80F (7073.830000 sec): 3 clusters Score: Raw -1645432.469752 + Penalty 4599.610895 = -1640832.858856 nChanged 100 SP:Iteration 81Q (7073.870000 sec): 3 clusters Score: Raw -1645474.978388 + Penalty 4599.610895 = -1640875.367492 nChanged 96 SP:Iteration 82Q (7073.910000 sec): 3 clusters Score: Raw -1645514.712760 + Penalty 4599.610895 = -1640915.101865 nChanged 84 SP:Iteration 83Q (7073.950000 sec): 3 clusters Score: Raw -1645548.708181 + Penalty 4599.610895 = -1640949.097285 nChanged 78 SP:Iteration 84Q (7073.990000 sec): 3 clusters Score: Raw -1645585.771844 + Penalty 4599.610895 = -1640986.160948 nChanged 68 SP:Iteration 85Q (7074.030000 sec): 3 clusters Score: Raw -1645615.363484 + Penalty 4599.610895 = -1641015.752588 nChanged 67 SP:Iteration 86Q (7074.060000 sec): 3 clusters Score: Raw -1645637.282966 + Penalty 4599.610895 = -1641037.672071 nChanged 45 SP:Iteration 87Q (7074.100000 sec): 3 clusters Score: Raw -1645650.911799 + Penalty 4599.610895 = -1641051.300903 nChanged 38 SP:Iteration 88Q (7074.140000 sec): 3 clusters Score: Raw -1645660.673198 + Penalty 4599.610895 = -1641061.062303 nChanged 34 SP:Iteration 89Q (7074.180000 sec): 3 clusters Score: Raw -1645672.460532 + Penalty 4599.610895 = -1641072.849636 nChanged 40 SP:Iteration 90Q (7074.210000 sec): 3 clusters Score: Raw -1645684.624692 + Penalty 4599.610895 = -1641085.013796 nChanged 32 SP:Iteration 91Q (7074.250000 sec): 3 clusters Score: Raw -1645693.236306 + Penalty 4599.610895 = -1641093.625410 nChanged 33 SP:Iteration 92Q (7074.290000 sec): 3 clusters Score: Raw -1645702.930826 + Penalty 4599.610895 = -1641103.319930 nChanged 35 SP:Iteration 93Q (7074.320000 sec): 3 clusters Score: Raw -1645712.618990 + Penalty 4599.610895 = -1641113.008094 nChanged 22 SP:Iteration 94Q (7074.360000 sec): 3 clusters Score: Raw -1645718.093941 + Penalty 4599.610895 = -1641118.483046 nChanged 21 SP:Iteration 95Q (7074.400000 sec): 3 clusters Score: Raw -1645723.632280 + Penalty 4599.610895 = -1641124.021384 nChanged 30 SP:Iteration 96Q (7074.430000 sec): 3 clusters Score: Raw -1645733.588935 + Penalty 4599.610895 = -1641133.978040 nChanged 36 SP:Iteration 97Q (7074.460000 sec): 3 clusters Score: Raw -1645742.236557 + Penalty 4599.610895 = -1641142.625662 nChanged 26 SP:Iteration 98Q (7074.500000 sec): 3 clusters Score: Raw -1645749.573514 + Penalty 4599.610895 = -1641149.962618 nChanged 26 SP:Iteration 99Q (7074.540000 sec): 3 clusters Score: Raw -1645757.710661 + Penalty 4599.610895 = -1641158.099765 nChanged 24 SP:Iteration 100F (7074.580000 sec): 3 clusters Score: Raw -1645764.512226 + Penalty 4599.610895 = -1641164.901331 nChanged 30 SP:Iteration 101Q (7074.620000 sec): 3 clusters Score: Raw -1645770.977848 + Penalty 4599.610895 = -1641171.366952 nChanged 15 SP:Iteration 102Q (7074.650000 sec): 3 clusters Score: Raw -1645774.954342 + Penalty 4599.610895 = -1641175.343446 nChanged 22 SP:Iteration 103Q (7074.690000 sec): 3 clusters Score: Raw -1645780.579050 + Penalty 4599.610895 = -1641180.968155 nChanged 26 SP:Iteration 104Q (7074.730000 sec): 3 clusters Score: Raw -1645788.306242 + Penalty 4599.610895 = -1641188.695346 nChanged 28 SP:Iteration 105Q (7074.760000 sec): 3 clusters Score: Raw -1645796.357543 + Penalty 4599.610895 = -1641196.746647 nChanged 20 SP:Iteration 106Q (7074.800000 sec): 3 clusters Score: Raw -1645801.071029 + Penalty 4599.610895 = -1641201.460134 nChanged 21 SP:Iteration 107Q (7074.840000 sec): 3 clusters Score: Raw -1645805.599330 + Penalty 4599.610895 = -1641205.988434 nChanged 11 SP:Iteration 108Q (7074.880000 sec): 3 clusters Score: Raw -1645807.580213 + Penalty 4599.610895 = -1641207.969318 nChanged 9 SP:Iteration 109Q (7074.910000 sec): 3 clusters Score: Raw -1645808.832907 + Penalty 4599.610895 = -1641209.222011 nChanged 5 SP:Iteration 110Q (7074.950000 sec): 3 clusters Score: Raw -1645809.560830 + Penalty 4599.610895 = -1641209.949934 nChanged 6 SP:Iteration 111Q (7074.980000 sec): 3 clusters Score: Raw -1645810.287617 + Penalty 4599.610895 = -1641210.676722 nChanged 5 SP:Iteration 112Q (7075.020000 sec): 3 clusters Score: Raw -1645811.208299 + Penalty 4599.610895 = -1641211.597404 nChanged 7 SP:Iteration 113Q (7075.060000 sec): 3 clusters Score: Raw -1645812.168014 + Penalty 4599.610895 = -1641212.557118 nChanged 7 SP:Iteration 114Q (7075.100000 sec): 3 clusters Score: Raw -1645812.998856 + Penalty 4599.610895 = -1641213.387960 nChanged 2 SP:Iteration 115Q (7075.140000 sec): 3 clusters Score: Raw -1645813.433894 + Penalty 4599.610895 = -1641213.822999 nChanged 1 SP:Iteration 116Q (7075.170000 sec): 3 clusters Score: Raw -1645813.601670 + Penalty 4599.610895 = -1641213.990775 nChanged 2 SP:Iteration 117Q (7075.210000 sec): 3 clusters Score: Raw -1645813.865545 + Penalty 4599.610895 = -1641214.254650 nChanged 2 SP:Iteration 118Q (7075.240000 sec): 3 clusters Score: Raw -1645814.263749 + Penalty 4599.610895 = -1641214.652853 nChanged 3 SP:Iteration 119Q (7075.280000 sec): 3 clusters Score: Raw -1645814.694643 + Penalty 4599.610895 = -1641215.083747 nChanged 4 SP:Iteration 120F (7075.330000 sec): 3 clusters Score: Raw -1645815.245788 + Penalty 4599.610895 = -1641215.634893 nChanged 3 SP:Iteration 121Q (7075.360000 sec): 3 clusters Score: Raw -1645815.572662 + Penalty 4599.610895 = -1641215.961766 nChanged 2 SP:Iteration 122Q (7075.400000 sec): 3 clusters Score: Raw -1645815.816683 + Penalty 4599.610895 = -1641216.205788 nChanged 3 SP:Iteration 123Q (7075.440000 sec): 3 clusters Score: Raw -1645816.177830 + Penalty 4599.610895 = -1641216.566935 nChanged 3 SP:Iteration 124Q (7075.480000 sec): 3 clusters Score: Raw -1645816.569482 + Penalty 4599.610895 = -1641216.958587 nChanged 2 SP:Iteration 125Q (7075.520000 sec): 3 clusters Score: Raw -1645816.739927 + Penalty 4599.610895 = -1641217.129031 nChanged 3 SP:Iteration 126Q (7075.560000 sec): 3 clusters Score: Raw -1645817.041194 + Penalty 4599.610895 = -1641217.430298 nChanged 1 SP:Iteration 127Q (7075.590000 sec): 3 clusters Score: Raw -1645817.243208 + Penalty 4599.610895 = -1641217.632312 nChanged 2 SP:Iteration 128Q (7075.630000 sec): 3 clusters Score: Raw -1645817.606157 + Penalty 4599.610895 = -1641217.995262 nChanged 1 SP:Iteration 129Q (7075.670000 sec): 3 clusters Score: Raw -1645817.746028 + Penalty 4599.610895 = -1641218.135132 nChanged 0 SP:Iteration 130F (7075.710000 sec): 3 clusters Score: Raw -1645817.746028 + Penalty 4599.610895 = -1641218.135132 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 25 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.720000 sec): 2 clusters Score: Raw -94117.992482 + Penalty 1610.075479 = -92507.917003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.720000 sec): 3 clusters Score: Raw -94136.021909 + Penalty 3220.150958 = -90915.870951 nChanged 145 SP:Iteration 1F (7075.730000 sec): 3 clusters Score: Raw -94543.326565 + Penalty 3220.150958 = -91323.175607 nChanged 69 SP:Iteration 2F (7075.730000 sec): 3 clusters Score: Raw -94879.295133 + Penalty 3220.150958 = -91659.144175 nChanged 52 SP:Iteration 3F (7075.730000 sec): 3 clusters Score: Raw -95137.369572 + Penalty 3220.150958 = -91917.218613 nChanged 38 SP:Iteration 4F (7075.740000 sec): 3 clusters Score: Raw -95318.912701 + Penalty 3220.150958 = -92098.761743 nChanged 20 SP:Iteration 5Q (7075.740000 sec): 3 clusters Score: Raw -95416.771097 + Penalty 3220.150958 = -92196.620139 nChanged 16 SP:Iteration 6Q (7075.740000 sec): 3 clusters Score: Raw -95495.701012 + Penalty 3220.150958 = -92275.550054 nChanged 11 SP:Iteration 7Q (7075.740000 sec): 3 clusters Score: Raw -95525.595467 + Penalty 3220.150958 = -92305.444509 nChanged 4 SP:Iteration 8Q (7075.740000 sec): 3 clusters Score: Raw -95539.489870 + Penalty 3220.150958 = -92319.338912 nChanged 7 SP:Iteration 9Q (7075.750000 sec): 3 clusters Score: Raw -95555.171928 + Penalty 3220.150958 = -92335.020969 nChanged 2 SP:Iteration 10Q (7075.750000 sec): 3 clusters Score: Raw -95558.395584 + Penalty 3220.150958 = -92338.244626 nChanged 0 SP:Iteration 11F (7075.750000 sec): 3 clusters Score: Raw -95558.395584 + Penalty 3220.150958 = -92338.244626 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 26 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.760000 sec): 2 clusters Score: Raw -51840.179907 + Penalty 1466.548745 = -50373.631162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.760000 sec): 3 clusters Score: Raw -51947.945964 + Penalty 2933.097491 = -49014.848473 nChanged 61 SP:Iteration 1F (7075.760000 sec): 3 clusters Score: Raw -52095.610600 + Penalty 2933.097491 = -49162.513109 nChanged 19 SP:Iteration 2F (7075.760000 sec): 3 clusters Score: Raw -52150.117047 + Penalty 2933.097491 = -49217.019556 nChanged 12 SP:Iteration 3Q (7075.760000 sec): 3 clusters Score: Raw -52204.629202 + Penalty 2933.097491 = -49271.531711 nChanged 9 SP:Iteration 4Q (7075.760000 sec): 3 clusters Score: Raw -52251.302560 + Penalty 2933.097491 = -49318.205069 nChanged 10 SP:Iteration 5Q (7075.770000 sec): 3 clusters Score: Raw -52285.293726 + Penalty 2933.097491 = -49352.196235 nChanged 4 SP:Iteration 6Q (7075.770000 sec): 3 clusters Score: Raw -52306.920230 + Penalty 2933.097491 = -49373.822740 nChanged 3 SP:Iteration 7Q (7075.770000 sec): 3 clusters Score: Raw -52338.837655 + Penalty 2933.097491 = -49405.740165 nChanged 3 SP:Iteration 8Q (7075.770000 sec): 3 clusters Score: Raw -52352.189491 + Penalty 2933.097491 = -49419.092000 nChanged 6 SP:Iteration 9Q (7075.770000 sec): 3 clusters Score: Raw -52387.039222 + Penalty 2933.097491 = -49453.941731 nChanged 6 SP:Iteration 10Q (7075.770000 sec): 3 clusters Score: Raw -52443.430187 + Penalty 2933.097491 = -49510.332697 nChanged 7 SP:Iteration 11Q (7075.780000 sec): 3 clusters Score: Raw -52492.781187 + Penalty 2933.097491 = -49559.683697 nChanged 7 SP:Iteration 12Q (7075.780000 sec): 3 clusters Score: Raw -52561.488482 + Penalty 2933.097491 = -49628.390991 nChanged 8 SP:Iteration 13Q (7075.780000 sec): 3 clusters Score: Raw -52645.996426 + Penalty 2933.097491 = -49712.898935 nChanged 6 SP:Iteration 14Q (7075.780000 sec): 3 clusters Score: Raw -52691.701628 + Penalty 2933.097491 = -49758.604137 nChanged 2 SP:Iteration 15Q (7075.780000 sec): 3 clusters Score: Raw -52700.443357 + Penalty 2933.097491 = -49767.345866 nChanged 1 SP:Iteration 16Q (7075.780000 sec): 3 clusters Score: Raw -52703.459172 + Penalty 2933.097491 = -49770.361681 nChanged 0 SP:Iteration 17F (7075.780000 sec): 3 clusters Score: Raw -52703.459172 + Penalty 2933.097491 = -49770.361681 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 27 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.780000 sec): 2 clusters Score: Raw -45855.715481 + Penalty 1442.643568 = -44413.071914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.790000 sec): 3 clusters Score: Raw -46006.657685 + Penalty 2885.287135 = -43121.370550 nChanged 43 SP:Iteration 1F (7075.790000 sec): 3 clusters Score: Raw -46118.832901 + Penalty 2885.287135 = -43233.545766 nChanged 9 SP:Iteration 2Q (7075.790000 sec): 3 clusters Score: Raw -46138.669763 + Penalty 2885.287135 = -43253.382628 nChanged 3 SP:Iteration 3Q (7075.790000 sec): 3 clusters Score: Raw -46151.550916 + Penalty 2885.287135 = -43266.263781 nChanged 4 SP:Iteration 4Q (7075.790000 sec): 3 clusters Score: Raw -46162.717654 + Penalty 2885.287135 = -43277.430518 nChanged 2 SP:Iteration 5Q (7075.800000 sec): 3 clusters Score: Raw -46169.062304 + Penalty 2885.287135 = -43283.775169 nChanged 0 SP:Iteration 6F (7075.800000 sec): 3 clusters Score: Raw -46169.062304 + Penalty 2885.287135 = -43283.775169 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 28 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.800000 sec): 2 clusters Score: Raw -131639.803617 + Penalty 1678.015545 = -129961.788072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.800000 sec): 3 clusters Score: Raw -131503.202883 + Penalty 3356.031090 = -128147.171793 nChanged 192 SP:Iteration 1F (7075.810000 sec): 3 clusters Score: Raw -131743.863566 + Penalty 3356.031090 = -128387.832476 nChanged 47 SP:Iteration 2F (7075.810000 sec): 3 clusters Score: Raw -131828.614481 + Penalty 3356.031090 = -128472.583391 nChanged 18 SP:Iteration 3Q (7075.820000 sec): 3 clusters Score: Raw -131855.957824 + Penalty 3356.031090 = -128499.926733 nChanged 11 SP:Iteration 4Q (7075.820000 sec): 3 clusters Score: Raw -131873.000551 + Penalty 3356.031090 = -128516.969460 nChanged 10 SP:Iteration 5Q (7075.820000 sec): 3 clusters Score: Raw -131897.270093 + Penalty 3356.031090 = -128541.239003 nChanged 12 SP:Iteration 6Q (7075.830000 sec): 3 clusters Score: Raw -131910.255166 + Penalty 3356.031090 = -128554.224075 nChanged 9 SP:Iteration 7Q (7075.830000 sec): 3 clusters Score: Raw -131930.812878 + Penalty 3356.031090 = -128574.781788 nChanged 6 SP:Iteration 8Q (7075.840000 sec): 3 clusters Score: Raw -131940.490725 + Penalty 3356.031090 = -128584.459635 nChanged 3 SP:Iteration 9Q (7075.840000 sec): 3 clusters Score: Raw -131943.844140 + Penalty 3356.031090 = -128587.813049 nChanged 2 SP:Iteration 10Q (7075.840000 sec): 3 clusters Score: Raw -131947.241060 + Penalty 3356.031090 = -128591.209969 nChanged 2 SP:Iteration 11Q (7075.840000 sec): 3 clusters Score: Raw -131950.627381 + Penalty 3356.031090 = -128594.596291 nChanged 3 SP:Iteration 12Q (7075.850000 sec): 3 clusters Score: Raw -131954.883902 + Penalty 3356.031090 = -128598.852811 nChanged 1 SP:Iteration 13Q (7075.850000 sec): 3 clusters Score: Raw -131955.701517 + Penalty 3356.031090 = -128599.670426 nChanged 1 SP:Iteration 14Q (7075.860000 sec): 3 clusters Score: Raw -131957.966731 + Penalty 3356.031090 = -128601.935641 nChanged 1 SP:Iteration 15Q (7075.860000 sec): 3 clusters Score: Raw -131958.477534 + Penalty 3356.031090 = -128602.446444 nChanged 1 SP:Iteration 16Q (7075.860000 sec): 3 clusters Score: Raw -131962.265228 + Penalty 3356.031090 = -128606.234138 nChanged 1 SP:Iteration 17Q (7075.870000 sec): 3 clusters Score: Raw -131963.358492 + Penalty 3356.031090 = -128607.327401 nChanged 0 SP:Iteration 18F (7075.870000 sec): 3 clusters Score: Raw -131963.358492 + Penalty 3356.031090 = -128607.327401 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 29 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.870000 sec): 2 clusters Score: Raw -19082.505269 + Penalty 1229.045110 = -17853.460159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.870000 sec): 3 clusters Score: Raw -19356.607154 + Penalty 2458.090221 = -16898.516934 nChanged 5 SP:Iteration 1Q (7075.870000 sec): 3 clusters Score: Raw -19395.396622 + Penalty 2458.090221 = -16937.306402 nChanged 0 SP:Iteration 2F (7075.880000 sec): 3 clusters Score: Raw -19395.396622 + Penalty 2458.090221 = -16937.306402 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 30 (13771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7075.930000 sec): 2 clusters Score: Raw -2114724.243932 + Penalty 2363.519412 = -2112360.724520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7075.990000 sec): 3 clusters Score: Raw -2107079.108400 + Penalty 4727.038825 = -2102352.069575 nChanged 5766 SP:Iteration 1F (7076.050000 sec): 3 clusters Score: Raw -2110408.917975 + Penalty 4727.038825 = -2105681.879151 nChanged 1073 SP:Iteration 2F (7076.110000 sec): 3 clusters Score: Raw -2111078.070888 + Penalty 4727.038825 = -2106351.032064 nChanged 914 SP:Iteration 3F (7076.170000 sec): 3 clusters Score: Raw -2111661.773826 + Penalty 4727.038825 = -2106934.735001 nChanged 780 SP:Iteration 4F (7076.230000 sec): 3 clusters Score: Raw -2112121.458384 + Penalty 4727.038825 = -2107394.419560 nChanged 695 SP:Iteration 5F (7076.290000 sec): 3 clusters Score: Raw -2112530.860618 + Penalty 4727.038825 = -2107803.821793 nChanged 570 SP:Iteration 6Q (7076.350000 sec): 3 clusters Score: Raw -2112905.354377 + Penalty 4727.038825 = -2108178.315553 nChanged 539 SP:Iteration 7Q (7076.400000 sec): 3 clusters Score: Raw -2113242.500544 + Penalty 4727.038825 = -2108515.461719 nChanged 481 SP:Iteration 8Q (7076.460000 sec): 3 clusters Score: Raw -2113559.857713 + Penalty 4727.038825 = -2108832.818889 nChanged 425 SP:Iteration 9Q (7076.510000 sec): 3 clusters Score: Raw -2113824.380840 + Penalty 4727.038825 = -2109097.342015 nChanged 376 SP:Iteration 10Q (7076.570000 sec): 3 clusters Score: Raw -2114052.914683 + Penalty 4727.038825 = -2109325.875858 nChanged 307 SP:Iteration 11Q (7076.620000 sec): 3 clusters Score: Raw -2114233.864774 + Penalty 4727.038825 = -2109506.825950 nChanged 258 SP:Iteration 12Q (7076.670000 sec): 3 clusters Score: Raw -2114359.657542 + Penalty 4727.038825 = -2109632.618718 nChanged 208 SP:Iteration 13Q (7076.720000 sec): 3 clusters Score: Raw -2114442.669928 + Penalty 4727.038825 = -2109715.631103 nChanged 166 SP:Iteration 14Q (7076.780000 sec): 3 clusters Score: Raw -2114507.427907 + Penalty 4727.038825 = -2109780.389083 nChanged 133 SP:Iteration 15Q (7076.830000 sec): 3 clusters Score: Raw -2114556.796482 + Penalty 4727.038825 = -2109829.757657 nChanged 119 SP:Iteration 16Q (7076.880000 sec): 3 clusters Score: Raw -2114605.526408 + Penalty 4727.038825 = -2109878.487584 nChanged 107 SP:Iteration 17Q (7076.940000 sec): 3 clusters Score: Raw -2114641.893401 + Penalty 4727.038825 = -2109914.854577 nChanged 96 SP:Iteration 18Q (7076.990000 sec): 3 clusters Score: Raw -2114678.042120 + Penalty 4727.038825 = -2109951.003295 nChanged 80 SP:Iteration 19Q (7077.040000 sec): 3 clusters Score: Raw -2114707.153181 + Penalty 4727.038825 = -2109980.114357 nChanged 88 SP:Iteration 20F (7077.100000 sec): 3 clusters Score: Raw -2114745.677004 + Penalty 4727.038825 = -2110018.638180 nChanged 94 SP:Iteration 21Q (7077.140000 sec): 3 clusters Score: Raw -2114778.584848 + Penalty 4727.038825 = -2110051.546023 nChanged 79 SP:Iteration 22Q (7077.200000 sec): 3 clusters Score: Raw -2114805.602362 + Penalty 4727.038825 = -2110078.563538 nChanged 75 SP:Iteration 23Q (7077.240000 sec): 3 clusters Score: Raw -2114833.209259 + Penalty 4727.038825 = -2110106.170435 nChanged 58 SP:Iteration 24Q (7077.300000 sec): 3 clusters Score: Raw -2114852.266507 + Penalty 4727.038825 = -2110125.227683 nChanged 52 SP:Iteration 25Q (7077.340000 sec): 3 clusters Score: Raw -2114866.691794 + Penalty 4727.038825 = -2110139.652969 nChanged 35 SP:Iteration 26Q (7077.390000 sec): 3 clusters Score: Raw -2114876.047403 + Penalty 4727.038825 = -2110149.008578 nChanged 46 SP:Iteration 27Q (7077.440000 sec): 3 clusters Score: Raw -2114889.019077 + Penalty 4727.038825 = -2110161.980252 nChanged 50 SP:Iteration 28Q (7077.500000 sec): 3 clusters Score: Raw -2114904.179444 + Penalty 4727.038825 = -2110177.140619 nChanged 47 SP:Iteration 29Q (7077.540000 sec): 3 clusters Score: Raw -2114919.768073 + Penalty 4727.038825 = -2110192.729248 nChanged 40 SP:Iteration 30Q (7077.600000 sec): 3 clusters Score: Raw -2114931.455421 + Penalty 4727.038825 = -2110204.416596 nChanged 45 SP:Iteration 31Q (7077.640000 sec): 3 clusters Score: Raw -2114945.495647 + Penalty 4727.038825 = -2110218.456822 nChanged 41 SP:Iteration 32Q (7077.690000 sec): 3 clusters Score: Raw -2114958.356843 + Penalty 4727.038825 = -2110231.318019 nChanged 35 SP:Iteration 33Q (7077.740000 sec): 3 clusters Score: Raw -2114970.056215 + Penalty 4727.038825 = -2110243.017390 nChanged 32 SP:Iteration 34Q (7077.790000 sec): 3 clusters Score: Raw -2114980.902077 + Penalty 4727.038825 = -2110253.863252 nChanged 35 SP:Iteration 35Q (7077.840000 sec): 3 clusters Score: Raw -2114991.674894 + Penalty 4727.038825 = -2110264.636070 nChanged 36 SP:Iteration 36Q (7077.880000 sec): 3 clusters Score: Raw -2115001.815162 + Penalty 4727.038825 = -2110274.776338 nChanged 41 SP:Iteration 37Q (7077.930000 sec): 3 clusters Score: Raw -2115014.484978 + Penalty 4727.038825 = -2110287.446153 nChanged 43 SP:Iteration 38Q (7077.980000 sec): 3 clusters Score: Raw -2115030.634127 + Penalty 4727.038825 = -2110303.595302 nChanged 50 SP:Iteration 39Q (7078.020000 sec): 3 clusters Score: Raw -2115048.814702 + Penalty 4727.038825 = -2110321.775877 nChanged 55 SP:Iteration 40F (7078.080000 sec): 3 clusters Score: Raw -2115068.091341 + Penalty 4727.038825 = -2110341.052516 nChanged 42 SP:Iteration 41Q (7078.130000 sec): 3 clusters Score: Raw -2115080.808944 + Penalty 4727.038825 = -2110353.770119 nChanged 32 SP:Iteration 42Q (7078.180000 sec): 3 clusters Score: Raw -2115091.816530 + Penalty 4727.038825 = -2110364.777706 nChanged 27 SP:Iteration 43Q (7078.230000 sec): 3 clusters Score: Raw -2115099.789981 + Penalty 4727.038825 = -2110372.751157 nChanged 21 SP:Iteration 44Q (7078.280000 sec): 3 clusters Score: Raw -2115106.616076 + Penalty 4727.038825 = -2110379.577252 nChanged 24 SP:Iteration 45Q (7078.320000 sec): 3 clusters Score: Raw -2115115.031226 + Penalty 4727.038825 = -2110387.992402 nChanged 30 SP:Iteration 46Q (7078.370000 sec): 3 clusters Score: Raw -2115126.361415 + Penalty 4727.038825 = -2110399.322591 nChanged 31 SP:Iteration 47Q (7078.420000 sec): 3 clusters Score: Raw -2115136.520859 + Penalty 4727.038825 = -2110409.482035 nChanged 26 SP:Iteration 48Q (7078.460000 sec): 3 clusters Score: Raw -2115144.889629 + Penalty 4727.038825 = -2110417.850805 nChanged 29 SP:Iteration 49Q (7078.510000 sec): 3 clusters Score: Raw -2115155.986775 + Penalty 4727.038825 = -2110428.947950 nChanged 25 SP:Iteration 50Q (7078.560000 sec): 3 clusters Score: Raw -2115164.809785 + Penalty 4727.038825 = -2110437.770961 nChanged 23 SP:Iteration 51Q (7078.600000 sec): 3 clusters Score: Raw -2115172.997425 + Penalty 4727.038825 = -2110445.958600 nChanged 29 SP:Iteration 52Q (7078.650000 sec): 3 clusters Score: Raw -2115181.945996 + Penalty 4727.038825 = -2110454.907172 nChanged 22 SP:Iteration 53Q (7078.690000 sec): 3 clusters Score: Raw -2115189.162846 + Penalty 4727.038825 = -2110462.124022 nChanged 14 SP:Iteration 54Q (7078.740000 sec): 3 clusters Score: Raw -2115193.972152 + Penalty 4727.038825 = -2110466.933327 nChanged 9 SP:Iteration 55Q (7078.790000 sec): 3 clusters Score: Raw -2115197.933254 + Penalty 4727.038825 = -2110470.894429 nChanged 15 SP:Iteration 56Q (7078.830000 sec): 3 clusters Score: Raw -2115202.735773 + Penalty 4727.038825 = -2110475.696948 nChanged 14 SP:Iteration 57Q (7078.880000 sec): 3 clusters Score: Raw -2115207.528275 + Penalty 4727.038825 = -2110480.489450 nChanged 16 SP:Iteration 58Q (7078.930000 sec): 3 clusters Score: Raw -2115213.334747 + Penalty 4727.038825 = -2110486.295923 nChanged 14 SP:Iteration 59Q (7078.980000 sec): 3 clusters Score: Raw -2115217.705364 + Penalty 4727.038825 = -2110490.666540 nChanged 8 SP:Iteration 60F (7079.030000 sec): 3 clusters Score: Raw -2115219.990309 + Penalty 4727.038825 = -2110492.951485 nChanged 7 SP:Iteration 61Q (7079.080000 sec): 3 clusters Score: Raw -2115221.692827 + Penalty 4727.038825 = -2110494.654003 nChanged 4 SP:Iteration 62Q (7079.120000 sec): 3 clusters Score: Raw -2115222.776747 + Penalty 4727.038825 = -2110495.737922 nChanged 8 SP:Iteration 63Q (7079.170000 sec): 3 clusters Score: Raw -2115225.684222 + Penalty 4727.038825 = -2110498.645398 nChanged 11 SP:Iteration 64Q (7079.210000 sec): 3 clusters Score: Raw -2115228.348383 + Penalty 4727.038825 = -2110501.309559 nChanged 10 SP:Iteration 65Q (7079.260000 sec): 3 clusters Score: Raw -2115230.874521 + Penalty 4727.038825 = -2110503.835696 nChanged 4 SP:Iteration 66Q (7079.310000 sec): 3 clusters Score: Raw -2115232.041982 + Penalty 4727.038825 = -2110505.003158 nChanged 5 SP:Iteration 67Q (7079.350000 sec): 3 clusters Score: Raw -2115233.493048 + Penalty 4727.038825 = -2110506.454224 nChanged 4 SP:Iteration 68Q (7079.400000 sec): 3 clusters Score: Raw -2115234.942918 + Penalty 4727.038825 = -2110507.904094 nChanged 6 SP:Iteration 69Q (7079.450000 sec): 3 clusters Score: Raw -2115236.374616 + Penalty 4727.038825 = -2110509.335792 nChanged 0 SP:Iteration 70F (7079.510000 sec): 3 clusters Score: Raw -2115236.374616 + Penalty 4727.038825 = -2110509.335792 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 31 (16823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7079.570000 sec): 2 clusters Score: Raw -2616245.206018 + Penalty 2413.164565 = -2613832.041454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7079.640000 sec): 3 clusters Score: Raw -2606634.352917 + Penalty 4826.329129 = -2601808.023788 nChanged 7294 SP:Iteration 1F (7079.710000 sec): 3 clusters Score: Raw -2610585.520988 + Penalty 4826.329129 = -2605759.191859 nChanged 1020 SP:Iteration 2F (7079.780000 sec): 3 clusters Score: Raw -2611005.534876 + Penalty 4826.329129 = -2606179.205747 nChanged 798 SP:Iteration 3Q (7079.850000 sec): 3 clusters Score: Raw -2611305.463426 + Penalty 4826.329129 = -2606479.134297 nChanged 706 SP:Iteration 4Q (7079.920000 sec): 3 clusters Score: Raw -2611562.039259 + Penalty 4826.329129 = -2606735.710129 nChanged 601 SP:Iteration 5Q (7079.990000 sec): 3 clusters Score: Raw -2611784.478942 + Penalty 4826.329129 = -2606958.149812 nChanged 585 SP:Iteration 6Q (7080.070000 sec): 3 clusters Score: Raw -2611987.602477 + Penalty 4826.329129 = -2607161.273348 nChanged 565 SP:Iteration 7Q (7080.140000 sec): 3 clusters Score: Raw -2612197.366955 + Penalty 4826.329129 = -2607371.037825 nChanged 564 SP:Iteration 8Q (7080.210000 sec): 3 clusters Score: Raw -2612434.242952 + Penalty 4826.329129 = -2607607.913823 nChanged 622 SP:Iteration 9Q (7080.280000 sec): 3 clusters Score: Raw -2612703.655547 + Penalty 4826.329129 = -2607877.326418 nChanged 698 SP:Iteration 10Q (7080.350000 sec): 3 clusters Score: Raw -2613053.592150 + Penalty 4826.329129 = -2608227.263021 nChanged 707 SP:Iteration 11Q (7080.420000 sec): 3 clusters Score: Raw -2613427.263690 + Penalty 4826.329129 = -2608600.934561 nChanged 727 SP:Iteration 12Q (7080.490000 sec): 3 clusters Score: Raw -2613841.176040 + Penalty 4826.329129 = -2609014.846911 nChanged 715 SP:Iteration 13Q (7080.560000 sec): 3 clusters Score: Raw -2614278.177831 + Penalty 4826.329129 = -2609451.848702 nChanged 699 SP:Iteration 14Q (7080.630000 sec): 3 clusters Score: Raw -2614740.726691 + Penalty 4826.329129 = -2609914.397562 nChanged 661 SP:Iteration 15Q (7080.700000 sec): 3 clusters Score: Raw -2615222.485389 + Penalty 4826.329129 = -2610396.156260 nChanged 584 SP:Iteration 16Q (7080.770000 sec): 3 clusters Score: Raw -2615649.344750 + Penalty 4826.329129 = -2610823.015620 nChanged 448 SP:Iteration 17Q (7080.850000 sec): 3 clusters Score: Raw -2615979.807437 + Penalty 4826.329129 = -2611153.478308 nChanged 338 SP:Iteration 18Q (7080.920000 sec): 3 clusters Score: Raw -2616225.990059 + Penalty 4826.329129 = -2611399.660929 nChanged 231 SP:Iteration 19Q (7080.980000 sec): 3 clusters Score: Raw -2616391.611482 + Penalty 4826.329129 = -2611565.282353 nChanged 151 SP:Iteration 20F (7081.050000 sec): 3 clusters Score: Raw -2616495.635925 + Penalty 4826.329129 = -2611669.306796 nChanged 117 SP:Iteration 21Q (7081.110000 sec): 3 clusters Score: Raw -2616586.165501 + Penalty 4826.329129 = -2611759.836372 nChanged 83 SP:Iteration 22Q (7081.170000 sec): 3 clusters Score: Raw -2616642.113215 + Penalty 4826.329129 = -2611815.784086 nChanged 52 SP:Iteration 23Q (7081.230000 sec): 3 clusters Score: Raw -2616679.472372 + Penalty 4826.329129 = -2611853.143243 nChanged 42 SP:Iteration 24Q (7081.300000 sec): 3 clusters Score: Raw -2616706.120320 + Penalty 4826.329129 = -2611879.791190 nChanged 33 SP:Iteration 25Q (7081.360000 sec): 3 clusters Score: Raw -2616733.362948 + Penalty 4826.329129 = -2611907.033818 nChanged 29 SP:Iteration 26Q (7081.420000 sec): 3 clusters Score: Raw -2616755.401020 + Penalty 4826.329129 = -2611929.071890 nChanged 27 SP:Iteration 27Q (7081.480000 sec): 3 clusters Score: Raw -2616772.908169 + Penalty 4826.329129 = -2611946.579040 nChanged 19 SP:Iteration 28Q (7081.540000 sec): 3 clusters Score: Raw -2616785.706364 + Penalty 4826.329129 = -2611959.377235 nChanged 11 SP:Iteration 29Q (7081.600000 sec): 3 clusters Score: Raw -2616792.939124 + Penalty 4826.329129 = -2611966.609995 nChanged 4 SP:Iteration 30Q (7081.650000 sec): 3 clusters Score: Raw -2616795.555155 + Penalty 4826.329129 = -2611969.226026 nChanged 6 SP:Iteration 31Q (7081.710000 sec): 3 clusters Score: Raw -2616798.753003 + Penalty 4826.329129 = -2611972.423874 nChanged 4 SP:Iteration 32Q (7081.770000 sec): 3 clusters Score: Raw -2616800.279758 + Penalty 4826.329129 = -2611973.950629 nChanged 2 SP:Iteration 33Q (7081.830000 sec): 3 clusters Score: Raw -2616801.573920 + Penalty 4826.329129 = -2611975.244791 nChanged 2 SP:Iteration 34Q (7081.880000 sec): 3 clusters Score: Raw -2616802.999278 + Penalty 4826.329129 = -2611976.670148 nChanged 1 SP:Iteration 35Q (7081.940000 sec): 3 clusters Score: Raw -2616803.425171 + Penalty 4826.329129 = -2611977.096042 nChanged 0 SP:Iteration 36F (7082.010000 sec): 3 clusters Score: Raw -2616803.425171 + Penalty 4826.329129 = -2611977.096042 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 32 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7082.030000 sec): 2 clusters Score: Raw -484819.801331 + Penalty 2024.657357 = -482795.143974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7082.050000 sec): 3 clusters Score: Raw -483272.253509 + Penalty 4049.314714 = -479222.938795 nChanged 1264 SP:Iteration 1F (7082.060000 sec): 3 clusters Score: Raw -484100.517249 + Penalty 4049.314714 = -480051.202536 nChanged 304 SP:Iteration 2F (7082.080000 sec): 3 clusters Score: Raw -484365.685848 + Penalty 4049.314714 = -480316.371134 nChanged 217 SP:Iteration 3F (7082.090000 sec): 3 clusters Score: Raw -484559.490354 + Penalty 4049.314714 = -480510.175641 nChanged 193 SP:Iteration 4F (7082.110000 sec): 3 clusters Score: Raw -484732.153549 + Penalty 4049.314714 = -480682.838836 nChanged 150 SP:Iteration 5Q (7082.120000 sec): 3 clusters Score: Raw -484864.306596 + Penalty 4049.314714 = -480814.991883 nChanged 120 SP:Iteration 6Q (7082.130000 sec): 3 clusters Score: Raw -484948.338476 + Penalty 4049.314714 = -480899.023763 nChanged 97 SP:Iteration 7Q (7082.150000 sec): 3 clusters Score: Raw -485011.628796 + Penalty 4049.314714 = -480962.314082 nChanged 84 SP:Iteration 8Q (7082.170000 sec): 3 clusters Score: Raw -485053.741444 + Penalty 4049.314714 = -481004.426731 nChanged 59 SP:Iteration 9Q (7082.180000 sec): 3 clusters Score: Raw -485083.284742 + Penalty 4049.314714 = -481033.970029 nChanged 46 SP:Iteration 10Q (7082.190000 sec): 3 clusters Score: Raw -485104.184705 + Penalty 4049.314714 = -481054.869992 nChanged 33 SP:Iteration 11Q (7082.210000 sec): 3 clusters Score: Raw -485122.220189 + Penalty 4049.314714 = -481072.905476 nChanged 28 SP:Iteration 12Q (7082.220000 sec): 3 clusters Score: Raw -485133.195929 + Penalty 4049.314714 = -481083.881215 nChanged 16 SP:Iteration 13Q (7082.240000 sec): 3 clusters Score: Raw -485138.072197 + Penalty 4049.314714 = -481088.757484 nChanged 14 SP:Iteration 14Q (7082.250000 sec): 3 clusters Score: Raw -485143.971585 + Penalty 4049.314714 = -481094.656871 nChanged 18 SP:Iteration 15Q (7082.270000 sec): 3 clusters Score: Raw -485152.205731 + Penalty 4049.314714 = -481102.891018 nChanged 17 SP:Iteration 16Q (7082.280000 sec): 3 clusters Score: Raw -485159.036072 + Penalty 4049.314714 = -481109.721358 nChanged 8 SP:Iteration 17Q (7082.290000 sec): 3 clusters Score: Raw -485162.309309 + Penalty 4049.314714 = -481112.994596 nChanged 9 SP:Iteration 18Q (7082.310000 sec): 3 clusters Score: Raw -485166.864420 + Penalty 4049.314714 = -481117.549707 nChanged 17 SP:Iteration 19Q (7082.320000 sec): 3 clusters Score: Raw -485173.479309 + Penalty 4049.314714 = -481124.164596 nChanged 11 SP:Iteration 20F (7082.340000 sec): 3 clusters Score: Raw -485179.771188 + Penalty 4049.314714 = -481130.456474 nChanged 14 SP:Iteration 21Q (7082.350000 sec): 3 clusters Score: Raw -485188.713801 + Penalty 4049.314714 = -481139.399087 nChanged 21 SP:Iteration 22Q (7082.370000 sec): 3 clusters Score: Raw -485198.742339 + Penalty 4049.314714 = -481149.427626 nChanged 16 SP:Iteration 23Q (7082.380000 sec): 3 clusters Score: Raw -485205.971520 + Penalty 4049.314714 = -481156.656806 nChanged 14 SP:Iteration 24Q (7082.390000 sec): 3 clusters Score: Raw -485212.934717 + Penalty 4049.314714 = -481163.620003 nChanged 11 SP:Iteration 25Q (7082.410000 sec): 3 clusters Score: Raw -485219.841844 + Penalty 4049.314714 = -481170.527130 nChanged 16 SP:Iteration 26Q (7082.420000 sec): 3 clusters Score: Raw -485226.710703 + Penalty 4049.314714 = -481177.395989 nChanged 8 SP:Iteration 27Q (7082.430000 sec): 3 clusters Score: Raw -485231.673372 + Penalty 4049.314714 = -481182.358659 nChanged 13 SP:Iteration 28Q (7082.450000 sec): 3 clusters Score: Raw -485238.853157 + Penalty 4049.314714 = -481189.538444 nChanged 15 SP:Iteration 29Q (7082.460000 sec): 3 clusters Score: Raw -485244.808714 + Penalty 4049.314714 = -481195.494000 nChanged 14 SP:Iteration 30Q (7082.480000 sec): 3 clusters Score: Raw -485249.012715 + Penalty 4049.314714 = -481199.698002 nChanged 9 SP:Iteration 31Q (7082.490000 sec): 3 clusters Score: Raw -485251.915234 + Penalty 4049.314714 = -481202.600521 nChanged 8 SP:Iteration 32Q (7082.510000 sec): 3 clusters Score: Raw -485256.487572 + Penalty 4049.314714 = -481207.172859 nChanged 10 SP:Iteration 33Q (7082.520000 sec): 3 clusters Score: Raw -485260.598090 + Penalty 4049.314714 = -481211.283376 nChanged 10 SP:Iteration 34Q (7082.530000 sec): 3 clusters Score: Raw -485267.142025 + Penalty 4049.314714 = -481217.827312 nChanged 10 SP:Iteration 35Q (7082.550000 sec): 3 clusters Score: Raw -485270.907138 + Penalty 4049.314714 = -481221.592424 nChanged 10 SP:Iteration 36Q (7082.560000 sec): 3 clusters Score: Raw -485275.158722 + Penalty 4049.314714 = -481225.844009 nChanged 16 SP:Iteration 37Q (7082.570000 sec): 3 clusters Score: Raw -485281.469309 + Penalty 4049.314714 = -481232.154595 nChanged 17 SP:Iteration 38Q (7082.590000 sec): 3 clusters Score: Raw -485288.959590 + Penalty 4049.314714 = -481239.644877 nChanged 12 SP:Iteration 39Q (7082.600000 sec): 3 clusters Score: Raw -485295.134665 + Penalty 4049.314714 = -481245.819952 nChanged 19 SP:Iteration 40F (7082.620000 sec): 3 clusters Score: Raw -485304.840840 + Penalty 4049.314714 = -481255.526126 nChanged 16 SP:Iteration 41Q (7082.630000 sec): 3 clusters Score: Raw -485311.100246 + Penalty 4049.314714 = -481261.785532 nChanged 18 SP:Iteration 42Q (7082.650000 sec): 3 clusters Score: Raw -485318.663833 + Penalty 4049.314714 = -481269.349119 nChanged 13 SP:Iteration 43Q (7082.660000 sec): 3 clusters Score: Raw -485324.289083 + Penalty 4049.314714 = -481274.974369 nChanged 13 SP:Iteration 44Q (7082.680000 sec): 3 clusters Score: Raw -485331.434951 + Penalty 4049.314714 = -481282.120237 nChanged 22 SP:Iteration 45Q (7082.690000 sec): 3 clusters Score: Raw -485345.584210 + Penalty 4049.314714 = -481296.269496 nChanged 20 SP:Iteration 46Q (7082.710000 sec): 3 clusters Score: Raw -485354.815337 + Penalty 4049.314714 = -481305.500623 nChanged 16 SP:Iteration 47Q (7082.720000 sec): 3 clusters Score: Raw -485362.946794 + Penalty 4049.314714 = -481313.632081 nChanged 14 SP:Iteration 48Q (7082.730000 sec): 3 clusters Score: Raw -485373.350552 + Penalty 4049.314714 = -481324.035838 nChanged 25 SP:Iteration 49Q (7082.750000 sec): 3 clusters Score: Raw -485389.027499 + Penalty 4049.314714 = -481339.712785 nChanged 30 SP:Iteration 50Q (7082.760000 sec): 3 clusters Score: Raw -485411.485728 + Penalty 4049.314714 = -481362.171015 nChanged 22 SP:Iteration 51Q (7082.780000 sec): 3 clusters Score: Raw -485425.774574 + Penalty 4049.314714 = -481376.459860 nChanged 23 SP:Iteration 52Q (7082.790000 sec): 3 clusters Score: Raw -485439.967377 + Penalty 4049.314714 = -481390.652663 nChanged 17 SP:Iteration 53Q (7082.810000 sec): 3 clusters Score: Raw -485447.919582 + Penalty 4049.314714 = -481398.604869 nChanged 16 SP:Iteration 54Q (7082.820000 sec): 3 clusters Score: Raw -485455.293559 + Penalty 4049.314714 = -481405.978845 nChanged 13 SP:Iteration 55Q (7082.830000 sec): 3 clusters Score: Raw -485462.159359 + Penalty 4049.314714 = -481412.844645 nChanged 9 SP:Iteration 56Q (7082.850000 sec): 3 clusters Score: Raw -485466.616677 + Penalty 4049.314714 = -481417.301963 nChanged 6 SP:Iteration 57Q (7082.860000 sec): 3 clusters Score: Raw -485469.392382 + Penalty 4049.314714 = -481420.077668 nChanged 5 SP:Iteration 58Q (7082.880000 sec): 3 clusters Score: Raw -485472.336332 + Penalty 4049.314714 = -481423.021618 nChanged 9 SP:Iteration 59Q (7082.890000 sec): 3 clusters Score: Raw -485476.188684 + Penalty 4049.314714 = -481426.873971 nChanged 2 SP:Iteration 60F (7082.910000 sec): 3 clusters Score: Raw -485476.994431 + Penalty 4049.314714 = -481427.679718 nChanged 1 SP:Iteration 61Q (7082.920000 sec): 3 clusters Score: Raw -485477.898327 + Penalty 4049.314714 = -481428.583613 nChanged 2 SP:Iteration 62Q (7082.930000 sec): 3 clusters Score: Raw -485478.826899 + Penalty 4049.314714 = -481429.512186 nChanged 4 SP:Iteration 63Q (7082.950000 sec): 3 clusters Score: Raw -485480.942541 + Penalty 4049.314714 = -481431.627827 nChanged 1 SP:Iteration 64Q (7082.960000 sec): 3 clusters Score: Raw -485481.231609 + Penalty 4049.314714 = -481431.916896 nChanged 1 SP:Iteration 65Q (7082.970000 sec): 3 clusters Score: Raw -485481.591832 + Penalty 4049.314714 = -481432.277119 nChanged 1 SP:Iteration 66Q (7082.990000 sec): 3 clusters Score: Raw -485482.982995 + Penalty 4049.314714 = -481433.668282 nChanged 1 SP:Iteration 67Q (7083.010000 sec): 3 clusters Score: Raw -485483.733947 + Penalty 4049.314714 = -481434.419233 nChanged 1 SP:Iteration 68Q (7083.020000 sec): 3 clusters Score: Raw -485484.557339 + Penalty 4049.314714 = -481435.242625 nChanged 2 SP:Iteration 69Q (7083.030000 sec): 3 clusters Score: Raw -485486.155821 + Penalty 4049.314714 = -481436.841107 nChanged 2 SP:Iteration 70Q (7083.050000 sec): 3 clusters Score: Raw -485489.810828 + Penalty 4049.314714 = -481440.496114 nChanged 5 SP:Iteration 71Q (7083.060000 sec): 3 clusters Score: Raw -485492.907241 + Penalty 4049.314714 = -481443.592528 nChanged 6 SP:Iteration 72Q (7083.080000 sec): 3 clusters Score: Raw -485495.634446 + Penalty 4049.314714 = -481446.319733 nChanged 2 SP:Iteration 73Q (7083.090000 sec): 3 clusters Score: Raw -485496.345619 + Penalty 4049.314714 = -481447.030905 nChanged 1 SP:Iteration 74Q (7083.110000 sec): 3 clusters Score: Raw -485497.024733 + Penalty 4049.314714 = -481447.710019 nChanged 1 SP:Iteration 75Q (7083.120000 sec): 3 clusters Score: Raw -485497.244672 + Penalty 4049.314714 = -481447.929959 nChanged 1 SP:Iteration 76Q (7083.140000 sec): 3 clusters Score: Raw -485497.957051 + Penalty 4049.314714 = -481448.642337 nChanged 1 SP:Iteration 77Q (7083.150000 sec): 3 clusters Score: Raw -485498.288286 + Penalty 4049.314714 = -481448.973573 nChanged 1 SP:Iteration 78Q (7083.170000 sec): 3 clusters Score: Raw -485498.509830 + Penalty 4049.314714 = -481449.195117 nChanged 1 SP:Iteration 79Q (7083.180000 sec): 3 clusters Score: Raw -485498.953432 + Penalty 4049.314714 = -481449.638718 nChanged 0 SP:Iteration 80F (7083.190000 sec): 3 clusters Score: Raw -485498.953432 + Penalty 4049.314714 = -481449.638718 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 33 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.200000 sec): 2 clusters Score: Raw -34109.063223 + Penalty 1355.030288 = -32754.032935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.200000 sec): 3 clusters Score: Raw -34270.302393 + Penalty 2710.060575 = -31560.241818 nChanged 27 SP:Iteration 1F (7083.200000 sec): 3 clusters Score: Raw -34370.873734 + Penalty 2710.060575 = -31660.813159 nChanged 8 SP:Iteration 2Q (7083.200000 sec): 3 clusters Score: Raw -34411.393067 + Penalty 2710.060575 = -31701.332491 nChanged 2 SP:Iteration 3Q (7083.200000 sec): 3 clusters Score: Raw -34424.549160 + Penalty 2710.060575 = -31714.488585 nChanged 0 SP:Iteration 4F (7083.200000 sec): 3 clusters Score: Raw -34424.549160 + Penalty 2710.060575 = -31714.488585 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 34 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.210000 sec): 2 clusters Score: Raw -25751.809708 + Penalty 1313.982707 = -24437.827001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.210000 sec): 3 clusters Score: Raw -25954.283319 + Penalty 2627.965414 = -23326.317905 nChanged 24 SP:Iteration 1F (7083.210000 sec): 3 clusters Score: Raw -26096.246566 + Penalty 2627.965414 = -23468.281152 nChanged 6 SP:Iteration 2Q (7083.210000 sec): 3 clusters Score: Raw -26135.147654 + Penalty 2627.965414 = -23507.182240 nChanged 5 SP:Iteration 3Q (7083.210000 sec): 3 clusters Score: Raw -26191.303954 + Penalty 2627.965414 = -23563.338540 nChanged 1 SP:Iteration 4Q (7083.210000 sec): 3 clusters Score: Raw -26200.579865 + Penalty 2627.965414 = -23572.614451 nChanged 1 SP:Iteration 5Q (7083.210000 sec): 3 clusters Score: Raw -26218.015378 + Penalty 2627.965414 = -23590.049964 nChanged 2 SP:Iteration 6Q (7083.210000 sec): 3 clusters Score: Raw -26242.732984 + Penalty 2627.965414 = -23614.767570 nChanged 1 SP:Iteration 7Q (7083.210000 sec): 3 clusters Score: Raw -26262.252613 + Penalty 2627.965414 = -23634.287200 nChanged 1 SP:Iteration 8Q (7083.210000 sec): 3 clusters Score: Raw -26282.978626 + Penalty 2627.965414 = -23655.013212 nChanged 2 SP:Iteration 9Q (7083.210000 sec): 3 clusters Score: Raw -26295.354188 + Penalty 2627.965414 = -23667.388774 nChanged 0 SP:Iteration 10F (7083.210000 sec): 3 clusters Score: Raw -26295.354188 + Penalty 2627.965414 = -23667.388774 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 35 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.220000 sec): 2 clusters Score: Raw -80283.520033 + Penalty 1569.328322 = -78714.191710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.220000 sec): 3 clusters Score: Raw -80284.092484 + Penalty 3138.656645 = -77145.435839 nChanged 89 SP:Iteration 1F (7083.220000 sec): 3 clusters Score: Raw -80428.653588 + Penalty 3138.656645 = -77289.996943 nChanged 20 SP:Iteration 2Q (7083.230000 sec): 3 clusters Score: Raw -80480.297150 + Penalty 3138.656645 = -77341.640505 nChanged 13 SP:Iteration 3Q (7083.230000 sec): 3 clusters Score: Raw -80520.427734 + Penalty 3138.656645 = -77381.771089 nChanged 11 SP:Iteration 4Q (7083.230000 sec): 3 clusters Score: Raw -80543.704204 + Penalty 3138.656645 = -77405.047559 nChanged 11 SP:Iteration 5Q (7083.230000 sec): 3 clusters Score: Raw -80561.650204 + Penalty 3138.656645 = -77422.993560 nChanged 2 SP:Iteration 6Q (7083.230000 sec): 3 clusters Score: Raw -80564.382484 + Penalty 3138.656645 = -77425.725839 nChanged 1 SP:Iteration 7Q (7083.240000 sec): 3 clusters Score: Raw -80566.540955 + Penalty 3138.656645 = -77427.884310 nChanged 1 SP:Iteration 8Q (7083.240000 sec): 3 clusters Score: Raw -80571.139694 + Penalty 3138.656645 = -77432.483049 nChanged 1 SP:Iteration 9Q (7083.240000 sec): 3 clusters Score: Raw -80572.241037 + Penalty 3138.656645 = -77433.584393 nChanged 0 SP:Iteration 10F (7083.250000 sec): 3 clusters Score: Raw -80572.241037 + Penalty 3138.656645 = -77433.584393 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 36 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.250000 sec): 2 clusters Score: Raw -63484.149654 + Penalty 1497.983168 = -61986.166486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.250000 sec): 3 clusters Score: Raw -63565.208233 + Penalty 2995.966337 = -60569.241896 nChanged 67 SP:Iteration 1F (7083.250000 sec): 3 clusters Score: Raw -63723.357351 + Penalty 2995.966337 = -60727.391014 nChanged 16 SP:Iteration 2Q (7083.250000 sec): 3 clusters Score: Raw -63827.061993 + Penalty 2995.966337 = -60831.095656 nChanged 10 SP:Iteration 3Q (7083.250000 sec): 3 clusters Score: Raw -63864.941722 + Penalty 2995.966337 = -60868.975385 nChanged 8 SP:Iteration 4Q (7083.260000 sec): 3 clusters Score: Raw -63881.155834 + Penalty 2995.966337 = -60885.189498 nChanged 1 SP:Iteration 5Q (7083.260000 sec): 3 clusters Score: Raw -63883.160547 + Penalty 2995.966337 = -60887.194211 nChanged 2 SP:Iteration 6Q (7083.260000 sec): 3 clusters Score: Raw -63889.724899 + Penalty 2995.966337 = -60893.758562 nChanged 2 SP:Iteration 7Q (7083.260000 sec): 3 clusters Score: Raw -63894.084204 + Penalty 2995.966337 = -60898.117867 nChanged 1 SP:Iteration 8Q (7083.270000 sec): 3 clusters Score: Raw -63898.166282 + Penalty 2995.966337 = -60902.199945 nChanged 1 SP:Iteration 9Q (7083.270000 sec): 3 clusters Score: Raw -63899.576391 + Penalty 2995.966337 = -60903.610054 nChanged 2 SP:Iteration 10Q (7083.270000 sec): 3 clusters Score: Raw -63903.060418 + Penalty 2995.966337 = -60907.094081 nChanged 1 SP:Iteration 11Q (7083.270000 sec): 3 clusters Score: Raw -63904.490930 + Penalty 2995.966337 = -60908.524594 nChanged 2 SP:Iteration 12Q (7083.270000 sec): 3 clusters Score: Raw -63910.274045 + Penalty 2995.966337 = -60914.307708 nChanged 2 SP:Iteration 13Q (7083.270000 sec): 3 clusters Score: Raw -63921.018067 + Penalty 2995.966337 = -60925.051730 nChanged 3 SP:Iteration 14Q (7083.270000 sec): 3 clusters Score: Raw -63930.319509 + Penalty 2995.966337 = -60934.353172 nChanged 2 SP:Iteration 15Q (7083.280000 sec): 3 clusters Score: Raw -63935.442006 + Penalty 2995.966337 = -60939.475670 nChanged 3 SP:Iteration 16Q (7083.280000 sec): 3 clusters Score: Raw -63943.386869 + Penalty 2995.966337 = -60947.420533 nChanged 5 SP:Iteration 17Q (7083.280000 sec): 3 clusters Score: Raw -63966.698547 + Penalty 2995.966337 = -60970.732211 nChanged 1 SP:Iteration 18Q (7083.280000 sec): 3 clusters Score: Raw -63969.654022 + Penalty 2995.966337 = -60973.687685 nChanged 2 SP:Iteration 19Q (7083.280000 sec): 3 clusters Score: Raw -63977.188305 + Penalty 2995.966337 = -60981.221969 nChanged 1 SP:Iteration 20F (7083.290000 sec): 3 clusters Score: Raw -63979.445168 + Penalty 2995.966337 = -60983.478832 nChanged 2 SP:Iteration 21Q (7083.290000 sec): 3 clusters Score: Raw -63984.783809 + Penalty 2995.966337 = -60988.817473 nChanged 3 SP:Iteration 22Q (7083.290000 sec): 3 clusters Score: Raw -63994.496610 + Penalty 2995.966337 = -60998.530273 nChanged 3 SP:Iteration 23Q (7083.290000 sec): 3 clusters Score: Raw -64000.808273 + Penalty 2995.966337 = -61004.841937 nChanged 2 SP:Iteration 24Q (7083.290000 sec): 3 clusters Score: Raw -64005.838767 + Penalty 2995.966337 = -61009.872431 nChanged 2 SP:Iteration 25Q (7083.290000 sec): 3 clusters Score: Raw -64008.941161 + Penalty 2995.966337 = -61012.974824 nChanged 0 SP:Iteration 26F (7083.300000 sec): 3 clusters Score: Raw -64008.941161 + Penalty 2995.966337 = -61012.974824 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 37 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.300000 sec): 2 clusters Score: Raw -50951.418729 + Penalty 1462.494159 = -49488.924570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.300000 sec): 3 clusters Score: Raw -51042.665725 + Penalty 2924.988318 = -48117.677406 nChanged 44 SP:Iteration 1F (7083.300000 sec): 3 clusters Score: Raw -51171.425213 + Penalty 2924.988318 = -48246.436895 nChanged 14 SP:Iteration 2Q (7083.310000 sec): 3 clusters Score: Raw -51207.014993 + Penalty 2924.988318 = -48282.026675 nChanged 6 SP:Iteration 3Q (7083.310000 sec): 3 clusters Score: Raw -51226.440758 + Penalty 2924.988318 = -48301.452439 nChanged 2 SP:Iteration 4Q (7083.310000 sec): 3 clusters Score: Raw -51235.692098 + Penalty 2924.988318 = -48310.703780 nChanged 1 SP:Iteration 5Q (7083.310000 sec): 3 clusters Score: Raw -51242.308288 + Penalty 2924.988318 = -48317.319969 nChanged 2 SP:Iteration 6Q (7083.310000 sec): 3 clusters Score: Raw -51247.176530 + Penalty 2924.988318 = -48322.188212 nChanged 1 SP:Iteration 7Q (7083.310000 sec): 3 clusters Score: Raw -51248.398081 + Penalty 2924.988318 = -48323.409763 nChanged 0 SP:Iteration 8F (7083.310000 sec): 3 clusters Score: Raw -51248.398081 + Penalty 2924.988318 = -48323.409763 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 38 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.310000 sec): 2 clusters Score: Raw -19388.107555 + Penalty 1260.188283 = -18127.919273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.320000 sec): 3 clusters Score: Raw -19709.814157 + Penalty 2520.376565 = -17189.437591 nChanged 17 SP:Iteration 1F (7083.320000 sec): 3 clusters Score: Raw -19782.365128 + Penalty 2520.376565 = -17261.988563 nChanged 1 SP:Iteration 2Q (7083.320000 sec): 3 clusters Score: Raw -19788.168574 + Penalty 2520.376565 = -17267.792009 nChanged 0 SP:Iteration 3F (7083.320000 sec): 3 clusters Score: Raw -19788.168574 + Penalty 2520.376565 = -17267.792009 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.320000 sec): 2 clusters Score: Raw -31069.387642 + Penalty 1330.762052 = -29738.625590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.320000 sec): 3 clusters Score: Raw -31228.441686 + Penalty 2661.524103 = -28566.917582 nChanged 13 SP:Iteration 1F (7083.320000 sec): 3 clusters Score: Raw -31284.584616 + Penalty 2661.524103 = -28623.060513 nChanged 3 SP:Iteration 2Q (7083.330000 sec): 3 clusters Score: Raw -31298.840139 + Penalty 2661.524103 = -28637.316036 nChanged 2 SP:Iteration 3Q (7083.330000 sec): 3 clusters Score: Raw -31308.222240 + Penalty 2661.524103 = -28646.698137 nChanged 1 SP:Iteration 4Q (7083.330000 sec): 3 clusters Score: Raw -31314.513873 + Penalty 2661.524103 = -28652.989769 nChanged 2 SP:Iteration 5Q (7083.330000 sec): 3 clusters Score: Raw -31324.556127 + Penalty 2661.524103 = -28663.032024 nChanged 0 SP:Iteration 6F (7083.330000 sec): 3 clusters Score: Raw -31324.556127 + Penalty 2661.524103 = -28663.032024 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 40 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.330000 sec): 2 clusters Score: Raw -21411.210969 + Penalty 1267.772972 = -20143.437997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.330000 sec): 3 clusters Score: Raw -21837.292360 + Penalty 2535.545943 = -19301.746417 nChanged 12 SP:Iteration 1F (7083.330000 sec): 3 clusters Score: Raw -21902.680777 + Penalty 2535.545943 = -19367.134834 nChanged 7 SP:Iteration 2Q (7083.330000 sec): 3 clusters Score: Raw -21955.151114 + Penalty 2535.545943 = -19419.605171 nChanged 3 SP:Iteration 3Q (7083.330000 sec): 3 clusters Score: Raw -21983.773443 + Penalty 2535.545943 = -19448.227500 nChanged 2 SP:Iteration 4Q (7083.330000 sec): 3 clusters Score: Raw -22003.570091 + Penalty 2535.545943 = -19468.024148 nChanged 1 SP:Iteration 5Q (7083.330000 sec): 3 clusters Score: Raw -22008.048323 + Penalty 2535.545943 = -19472.502380 nChanged 1 SP:Iteration 6Q (7083.330000 sec): 3 clusters Score: Raw -22016.787880 + Penalty 2535.545943 = -19481.241937 nChanged 2 SP:Iteration 7Q (7083.340000 sec): 3 clusters Score: Raw -22033.591136 + Penalty 2535.545943 = -19498.045193 nChanged 1 SP:Iteration 8Q (7083.340000 sec): 3 clusters Score: Raw -22043.508922 + Penalty 2535.545943 = -19507.962979 nChanged 1 SP:Iteration 9Q (7083.340000 sec): 3 clusters Score: Raw -22057.326876 + Penalty 2535.545943 = -19521.780933 nChanged 0 SP:Iteration 10F (7083.340000 sec): 3 clusters Score: Raw -22057.326876 + Penalty 2535.545943 = -19521.780933 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 41 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.340000 sec): 2 clusters Score: Raw -42938.151413 + Penalty 1420.258241 = -41517.893172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.340000 sec): 3 clusters Score: Raw -43048.607709 + Penalty 2840.516483 = -40208.091226 nChanged 34 SP:Iteration 1F (7083.350000 sec): 3 clusters Score: Raw -43163.532642 + Penalty 2840.516483 = -40323.016159 nChanged 9 SP:Iteration 2Q (7083.350000 sec): 3 clusters Score: Raw -43203.400488 + Penalty 2840.516483 = -40362.884005 nChanged 7 SP:Iteration 3Q (7083.350000 sec): 3 clusters Score: Raw -43232.193638 + Penalty 2840.516483 = -40391.677156 nChanged 4 SP:Iteration 4Q (7083.350000 sec): 3 clusters Score: Raw -43247.202683 + Penalty 2840.516483 = -40406.686201 nChanged 1 SP:Iteration 5Q (7083.350000 sec): 3 clusters Score: Raw -43250.107987 + Penalty 2840.516483 = -40409.591505 nChanged 0 SP:Iteration 6F (7083.350000 sec): 3 clusters Score: Raw -43250.107987 + Penalty 2840.516483 = -40409.591505 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 42 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.360000 sec): 2 clusters Score: Raw -207973.857593 + Penalty 1810.014385 = -206163.843208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.370000 sec): 3 clusters Score: Raw -207508.542540 + Penalty 3620.028770 = -203888.513770 nChanged 432 SP:Iteration 1F (7083.370000 sec): 3 clusters Score: Raw -207935.859088 + Penalty 3620.028770 = -204315.830318 nChanged 110 SP:Iteration 2F (7083.380000 sec): 3 clusters Score: Raw -208070.884239 + Penalty 3620.028770 = -204450.855469 nChanged 63 SP:Iteration 3Q (7083.380000 sec): 3 clusters Score: Raw -208164.094464 + Penalty 3620.028770 = -204544.065694 nChanged 57 SP:Iteration 4Q (7083.390000 sec): 3 clusters Score: Raw -208253.510733 + Penalty 3620.028770 = -204633.481962 nChanged 54 SP:Iteration 5Q (7083.390000 sec): 3 clusters Score: Raw -208350.667070 + Penalty 3620.028770 = -204730.638300 nChanged 63 SP:Iteration 6Q (7083.400000 sec): 3 clusters Score: Raw -208450.017018 + Penalty 3620.028770 = -204829.988247 nChanged 60 SP:Iteration 7Q (7083.410000 sec): 3 clusters Score: Raw -208537.356002 + Penalty 3620.028770 = -204917.327232 nChanged 49 SP:Iteration 8Q (7083.410000 sec): 3 clusters Score: Raw -208609.749378 + Penalty 3620.028770 = -204989.720607 nChanged 41 SP:Iteration 9Q (7083.420000 sec): 3 clusters Score: Raw -208663.927178 + Penalty 3620.028770 = -205043.898408 nChanged 35 SP:Iteration 10Q (7083.430000 sec): 3 clusters Score: Raw -208714.889963 + Penalty 3620.028770 = -205094.861193 nChanged 31 SP:Iteration 11Q (7083.430000 sec): 3 clusters Score: Raw -208752.664915 + Penalty 3620.028770 = -205132.636145 nChanged 25 SP:Iteration 12Q (7083.440000 sec): 3 clusters Score: Raw -208786.735132 + Penalty 3620.028770 = -205166.706362 nChanged 22 SP:Iteration 13Q (7083.440000 sec): 3 clusters Score: Raw -208828.271011 + Penalty 3620.028770 = -205208.242241 nChanged 16 SP:Iteration 14Q (7083.450000 sec): 3 clusters Score: Raw -208847.638468 + Penalty 3620.028770 = -205227.609697 nChanged 18 SP:Iteration 15Q (7083.450000 sec): 3 clusters Score: Raw -208873.141280 + Penalty 3620.028770 = -205253.112510 nChanged 11 SP:Iteration 16Q (7083.460000 sec): 3 clusters Score: Raw -208886.448909 + Penalty 3620.028770 = -205266.420138 nChanged 9 SP:Iteration 17Q (7083.470000 sec): 3 clusters Score: Raw -208896.933498 + Penalty 3620.028770 = -205276.904728 nChanged 4 SP:Iteration 18Q (7083.470000 sec): 3 clusters Score: Raw -208900.112403 + Penalty 3620.028770 = -205280.083633 nChanged 0 SP:Iteration 19F (7083.480000 sec): 3 clusters Score: Raw -208900.112403 + Penalty 3620.028770 = -205280.083633 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 43 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.480000 sec): 2 clusters Score: Raw -23210.000472 + Penalty 1272.214881 = -21937.785590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.480000 sec): 3 clusters Score: Raw -23536.357695 + Penalty 2544.429763 = -20991.927932 nChanged 14 SP:Iteration 1F (7083.480000 sec): 3 clusters Score: Raw -23632.726044 + Penalty 2544.429763 = -21088.296281 nChanged 6 SP:Iteration 2Q (7083.480000 sec): 3 clusters Score: Raw -23671.139736 + Penalty 2544.429763 = -21126.709973 nChanged 1 SP:Iteration 3Q (7083.480000 sec): 3 clusters Score: Raw -23675.962649 + Penalty 2544.429763 = -21131.532887 nChanged 0 SP:Iteration 4F (7083.480000 sec): 3 clusters Score: Raw -23675.962649 + Penalty 2544.429763 = -21131.532887 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 44 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.490000 sec): 2 clusters Score: Raw -38720.148145 + Penalty 1372.280593 = -37347.867552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.490000 sec): 3 clusters Score: Raw -38822.091618 + Penalty 2744.561186 = -36077.530432 nChanged 20 SP:Iteration 1F (7083.490000 sec): 3 clusters Score: Raw -38895.711786 + Penalty 2744.561186 = -36151.150599 nChanged 2 SP:Iteration 2Q (7083.490000 sec): 3 clusters Score: Raw -38907.091352 + Penalty 2744.561186 = -36162.530165 nChanged 2 SP:Iteration 3Q (7083.490000 sec): 3 clusters Score: Raw -38914.638678 + Penalty 2744.561186 = -36170.077492 nChanged 1 SP:Iteration 4Q (7083.490000 sec): 3 clusters Score: Raw -38921.218708 + Penalty 2744.561186 = -36176.657522 nChanged 0 SP:Iteration 5F (7083.490000 sec): 3 clusters Score: Raw -38921.218708 + Penalty 2744.561186 = -36176.657522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 45 (3814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.510000 sec): 2 clusters Score: Raw -592375.981415 + Penalty 2045.115579 = -590330.865836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.530000 sec): 3 clusters Score: Raw -590631.895466 + Penalty 4090.231158 = -586541.664308 nChanged 1400 SP:Iteration 1F (7083.540000 sec): 3 clusters Score: Raw -591460.620433 + Penalty 4090.231158 = -587370.389275 nChanged 299 SP:Iteration 2F (7083.560000 sec): 3 clusters Score: Raw -591685.846933 + Penalty 4090.231158 = -587595.615776 nChanged 193 SP:Iteration 3F (7083.570000 sec): 3 clusters Score: Raw -591838.897409 + Penalty 4090.231158 = -587748.666251 nChanged 155 SP:Iteration 4Q (7083.590000 sec): 3 clusters Score: Raw -591977.977278 + Penalty 4090.231158 = -587887.746120 nChanged 167 SP:Iteration 5Q (7083.610000 sec): 3 clusters Score: Raw -592109.399690 + Penalty 4090.231158 = -588019.168532 nChanged 144 SP:Iteration 6Q (7083.620000 sec): 3 clusters Score: Raw -592218.540075 + Penalty 4090.231158 = -588128.308917 nChanged 139 SP:Iteration 7Q (7083.640000 sec): 3 clusters Score: Raw -592316.908512 + Penalty 4090.231158 = -588226.677354 nChanged 126 SP:Iteration 8Q (7083.650000 sec): 3 clusters Score: Raw -592410.146813 + Penalty 4090.231158 = -588319.915655 nChanged 113 SP:Iteration 9Q (7083.670000 sec): 3 clusters Score: Raw -592507.613248 + Penalty 4090.231158 = -588417.382090 nChanged 127 SP:Iteration 10Q (7083.690000 sec): 3 clusters Score: Raw -592608.762745 + Penalty 4090.231158 = -588518.531587 nChanged 107 SP:Iteration 11Q (7083.700000 sec): 3 clusters Score: Raw -592687.514445 + Penalty 4090.231158 = -588597.283287 nChanged 95 SP:Iteration 12Q (7083.710000 sec): 3 clusters Score: Raw -592757.399140 + Penalty 4090.231158 = -588667.167983 nChanged 77 SP:Iteration 13Q (7083.730000 sec): 3 clusters Score: Raw -592820.266463 + Penalty 4090.231158 = -588730.035305 nChanged 80 SP:Iteration 14Q (7083.750000 sec): 3 clusters Score: Raw -592899.468929 + Penalty 4090.231158 = -588809.237771 nChanged 75 SP:Iteration 15Q (7083.770000 sec): 3 clusters Score: Raw -592965.550010 + Penalty 4090.231158 = -588875.318852 nChanged 83 SP:Iteration 16Q (7083.780000 sec): 3 clusters Score: Raw -593038.837824 + Penalty 4090.231158 = -588948.606666 nChanged 64 SP:Iteration 17Q (7083.800000 sec): 3 clusters Score: Raw -593096.317505 + Penalty 4090.231158 = -589006.086347 nChanged 62 SP:Iteration 18Q (7083.810000 sec): 3 clusters Score: Raw -593146.263863 + Penalty 4090.231158 = -589056.032705 nChanged 29 SP:Iteration 19Q (7083.830000 sec): 3 clusters Score: Raw -593165.791389 + Penalty 4090.231158 = -589075.560231 nChanged 21 SP:Iteration 20F (7083.840000 sec): 3 clusters Score: Raw -593176.899122 + Penalty 4090.231158 = -589086.667964 nChanged 14 SP:Iteration 21Q (7083.860000 sec): 3 clusters Score: Raw -593184.632994 + Penalty 4090.231158 = -589094.401836 nChanged 13 SP:Iteration 22Q (7083.870000 sec): 3 clusters Score: Raw -593191.676400 + Penalty 4090.231158 = -589101.445242 nChanged 9 SP:Iteration 23Q (7083.880000 sec): 3 clusters Score: Raw -593195.876231 + Penalty 4090.231158 = -589105.645073 nChanged 7 SP:Iteration 24Q (7083.900000 sec): 3 clusters Score: Raw -593198.970162 + Penalty 4090.231158 = -589108.739004 nChanged 5 SP:Iteration 25Q (7083.910000 sec): 3 clusters Score: Raw -593201.295014 + Penalty 4090.231158 = -589111.063856 nChanged 3 SP:Iteration 26Q (7083.930000 sec): 3 clusters Score: Raw -593203.965493 + Penalty 4090.231158 = -589113.734335 nChanged 6 SP:Iteration 27Q (7083.940000 sec): 3 clusters Score: Raw -593205.902363 + Penalty 4090.231158 = -589115.671205 nChanged 6 SP:Iteration 28Q (7083.960000 sec): 3 clusters Score: Raw -593209.485356 + Penalty 4090.231158 = -589119.254198 nChanged 3 SP:Iteration 29Q (7083.970000 sec): 3 clusters Score: Raw -593210.723716 + Penalty 4090.231158 = -589120.492558 nChanged 2 SP:Iteration 30Q (7083.990000 sec): 3 clusters Score: Raw -593211.466015 + Penalty 4090.231158 = -589121.234857 nChanged 2 SP:Iteration 31Q (7084.000000 sec): 3 clusters Score: Raw -593213.025391 + Penalty 4090.231158 = -589122.794233 nChanged 0 SP:Iteration 32F (7084.020000 sec): 3 clusters Score: Raw -593213.025391 + Penalty 4090.231158 = -589122.794233 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 46 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.020000 sec): 2 clusters Score: Raw -38968.268448 + Penalty 1373.258898 = -37595.009550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.020000 sec): 3 clusters Score: Raw -39080.114058 + Penalty 2746.517796 = -36333.596262 nChanged 19 SP:Iteration 1F (7084.030000 sec): 3 clusters Score: Raw -39155.199577 + Penalty 2746.517796 = -36408.681780 nChanged 7 SP:Iteration 2Q (7084.030000 sec): 3 clusters Score: Raw -39190.892780 + Penalty 2746.517796 = -36444.374984 nChanged 6 SP:Iteration 3Q (7084.030000 sec): 3 clusters Score: Raw -39223.400147 + Penalty 2746.517796 = -36476.882351 nChanged 1 SP:Iteration 4Q (7084.030000 sec): 3 clusters Score: Raw -39227.392350 + Penalty 2746.517796 = -36480.874554 nChanged 3 SP:Iteration 5Q (7084.030000 sec): 3 clusters Score: Raw -39238.541092 + Penalty 2746.517796 = -36492.023296 nChanged 1 SP:Iteration 6Q (7084.030000 sec): 3 clusters Score: Raw -39241.231345 + Penalty 2746.517796 = -36494.713548 nChanged 0 SP:Iteration 7F (7084.030000 sec): 3 clusters Score: Raw -39241.231345 + Penalty 2746.517796 = -36494.713548 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 47 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.040000 sec): 2 clusters Score: Raw -31685.874740 + Penalty 1336.489789 = -30349.384951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.040000 sec): 3 clusters Score: Raw -31861.771412 + Penalty 2672.979578 = -29188.791834 nChanged 11 SP:Iteration 1F (7084.040000 sec): 3 clusters Score: Raw -31921.371364 + Penalty 2672.979578 = -29248.391786 nChanged 4 SP:Iteration 2Q (7084.040000 sec): 3 clusters Score: Raw -31944.648861 + Penalty 2672.979578 = -29271.669283 nChanged 1 SP:Iteration 3Q (7084.040000 sec): 3 clusters Score: Raw -31948.378125 + Penalty 2672.979578 = -29275.398547 nChanged 0 SP:Iteration 4F (7084.040000 sec): 3 clusters Score: Raw -31948.378125 + Penalty 2672.979578 = -29275.398547 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 48 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.040000 sec): 2 clusters Score: Raw -75097.943326 + Penalty 1562.139413 = -73535.803913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.050000 sec): 3 clusters Score: Raw -75087.754976 + Penalty 3124.278826 = -71963.476150 nChanged 109 SP:Iteration 1F (7084.050000 sec): 3 clusters Score: Raw -75270.376515 + Penalty 3124.278826 = -72146.097689 nChanged 21 SP:Iteration 2Q (7084.050000 sec): 3 clusters Score: Raw -75332.863041 + Penalty 3124.278826 = -72208.584215 nChanged 8 SP:Iteration 3Q (7084.060000 sec): 3 clusters Score: Raw -75348.773516 + Penalty 3124.278826 = -72224.494689 nChanged 8 SP:Iteration 4Q (7084.060000 sec): 3 clusters Score: Raw -75361.437299 + Penalty 3124.278826 = -72237.158473 nChanged 2 SP:Iteration 5Q (7084.060000 sec): 3 clusters Score: Raw -75363.735887 + Penalty 3124.278826 = -72239.457060 nChanged 0 SP:Iteration 6F (7084.060000 sec): 3 clusters Score: Raw -75363.735887 + Penalty 3124.278826 = -72239.457060 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 49 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.070000 sec): 2 clusters Score: Raw -75524.631000 + Penalty 1552.849938 = -73971.781062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.070000 sec): 3 clusters Score: Raw -75500.758466 + Penalty 3105.699875 = -72395.058590 nChanged 88 SP:Iteration 1F (7084.070000 sec): 3 clusters Score: Raw -75684.123149 + Penalty 3105.699875 = -72578.423273 nChanged 27 SP:Iteration 2F (7084.070000 sec): 3 clusters Score: Raw -75745.451415 + Penalty 3105.699875 = -72639.751540 nChanged 17 SP:Iteration 3Q (7084.080000 sec): 3 clusters Score: Raw -75786.370387 + Penalty 3105.699875 = -72680.670511 nChanged 9 SP:Iteration 4Q (7084.080000 sec): 3 clusters Score: Raw -75809.748053 + Penalty 3105.699875 = -72704.048178 nChanged 4 SP:Iteration 5Q (7084.080000 sec): 3 clusters Score: Raw -75818.669586 + Penalty 3105.699875 = -72712.969711 nChanged 2 SP:Iteration 6Q (7084.080000 sec): 3 clusters Score: Raw -75822.866054 + Penalty 3105.699875 = -72717.166179 nChanged 1 SP:Iteration 7Q (7084.080000 sec): 3 clusters Score: Raw -75825.645883 + Penalty 3105.699875 = -72719.946007 nChanged 0 SP:Iteration 8F (7084.090000 sec): 3 clusters Score: Raw -75825.645883 + Penalty 3105.699875 = -72719.946007 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.090000 sec): 2 clusters Score: Raw -22482.325357 + Penalty 1261.723891 = -21220.601466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.090000 sec): 3 clusters Score: Raw -22670.145704 + Penalty 2523.447782 = -20146.697922 nChanged 9 SP:Iteration 1F (7084.090000 sec): 3 clusters Score: Raw -22723.574143 + Penalty 2523.447782 = -20200.126361 nChanged 6 SP:Iteration 2Q (7084.090000 sec): 3 clusters Score: Raw -22763.901243 + Penalty 2523.447782 = -20240.453461 nChanged 0 SP:Iteration 3F (7084.090000 sec): 3 clusters Score: Raw -22763.901243 + Penalty 2523.447782 = -20240.453461 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 51 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.100000 sec): 2 clusters Score: Raw -40754.584815 + Penalty 1409.527782 = -39345.057033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.100000 sec): 3 clusters Score: Raw -40893.798929 + Penalty 2819.055565 = -38074.743364 nChanged 32 SP:Iteration 1F (7084.100000 sec): 3 clusters Score: Raw -41017.700171 + Penalty 2819.055565 = -38198.644606 nChanged 7 SP:Iteration 2Q (7084.100000 sec): 3 clusters Score: Raw -41047.789952 + Penalty 2819.055565 = -38228.734387 nChanged 2 SP:Iteration 3Q (7084.100000 sec): 3 clusters Score: Raw -41052.585383 + Penalty 2819.055565 = -38233.529819 nChanged 1 SP:Iteration 4Q (7084.100000 sec): 3 clusters Score: Raw -41055.572561 + Penalty 2819.055565 = -38236.516997 nChanged 1 SP:Iteration 5Q (7084.100000 sec): 3 clusters Score: Raw -41058.502762 + Penalty 2819.055565 = -38239.447198 nChanged 0 SP:Iteration 6F (7084.100000 sec): 3 clusters Score: Raw -41058.502762 + Penalty 2819.055565 = -38239.447198 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 52 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.110000 sec): 2 clusters Score: Raw -63522.673143 + Penalty 1545.159399 = -61977.513744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.110000 sec): 3 clusters Score: Raw -63641.167268 + Penalty 3090.318798 = -60550.848470 nChanged 118 SP:Iteration 1F (7084.120000 sec): 3 clusters Score: Raw -63991.808586 + Penalty 3090.318798 = -60901.489788 nChanged 36 SP:Iteration 2F (7084.120000 sec): 3 clusters Score: Raw -64143.867603 + Penalty 3090.318798 = -61053.548805 nChanged 18 SP:Iteration 3Q (7084.120000 sec): 3 clusters Score: Raw -64212.647060 + Penalty 3090.318798 = -61122.328262 nChanged 11 SP:Iteration 4Q (7084.120000 sec): 3 clusters Score: Raw -64256.060335 + Penalty 3090.318798 = -61165.741537 nChanged 16 SP:Iteration 5Q (7084.120000 sec): 3 clusters Score: Raw -64319.754738 + Penalty 3090.318798 = -61229.435940 nChanged 10 SP:Iteration 6Q (7084.120000 sec): 3 clusters Score: Raw -64359.112013 + Penalty 3090.318798 = -61268.793215 nChanged 12 SP:Iteration 7Q (7084.130000 sec): 3 clusters Score: Raw -64393.485233 + Penalty 3090.318798 = -61303.166435 nChanged 12 SP:Iteration 8Q (7084.130000 sec): 3 clusters Score: Raw -64441.852496 + Penalty 3090.318798 = -61351.533698 nChanged 10 SP:Iteration 9Q (7084.130000 sec): 3 clusters Score: Raw -64478.849988 + Penalty 3090.318798 = -61388.531190 nChanged 6 SP:Iteration 10Q (7084.130000 sec): 3 clusters Score: Raw -64498.274152 + Penalty 3090.318798 = -61407.955354 nChanged 5 SP:Iteration 11Q (7084.140000 sec): 3 clusters Score: Raw -64514.066373 + Penalty 3090.318798 = -61423.747575 nChanged 5 SP:Iteration 12Q (7084.140000 sec): 3 clusters Score: Raw -64533.851916 + Penalty 3090.318798 = -61443.533118 nChanged 3 SP:Iteration 13Q (7084.140000 sec): 3 clusters Score: Raw -64555.787175 + Penalty 3090.318798 = -61465.468377 nChanged 6 SP:Iteration 14Q (7084.140000 sec): 3 clusters Score: Raw -64585.498127 + Penalty 3090.318798 = -61495.179329 nChanged 3 SP:Iteration 15Q (7084.140000 sec): 3 clusters Score: Raw -64599.901540 + Penalty 3090.318798 = -61509.582742 nChanged 4 SP:Iteration 16Q (7084.140000 sec): 3 clusters Score: Raw -64626.578024 + Penalty 3090.318798 = -61536.259226 nChanged 0 SP:Iteration 17F (7084.150000 sec): 3 clusters Score: Raw -64626.578024 + Penalty 3090.318798 = -61536.259226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 53 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.150000 sec): 2 clusters Score: Raw -36971.631812 + Penalty 1390.238912 = -35581.392899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.150000 sec): 3 clusters Score: Raw -37141.476826 + Penalty 2780.477825 = -34360.999002 nChanged 19 SP:Iteration 1F (7084.150000 sec): 3 clusters Score: Raw -37221.225764 + Penalty 2780.477825 = -34440.747939 nChanged 7 SP:Iteration 2Q (7084.150000 sec): 3 clusters Score: Raw -37253.926188 + Penalty 2780.477825 = -34473.448363 nChanged 6 SP:Iteration 3Q (7084.160000 sec): 3 clusters Score: Raw -37283.228521 + Penalty 2780.477825 = -34502.750696 nChanged 5 SP:Iteration 4Q (7084.160000 sec): 3 clusters Score: Raw -37312.869099 + Penalty 2780.477825 = -34532.391274 nChanged 3 SP:Iteration 5Q (7084.160000 sec): 3 clusters Score: Raw -37322.866667 + Penalty 2780.477825 = -34542.388842 nChanged 0 SP:Iteration 6F (7084.160000 sec): 3 clusters Score: Raw -37322.866667 + Penalty 2780.477825 = -34542.388842 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 54 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.160000 sec): 2 clusters Score: Raw -57388.613430 + Penalty 1501.500958 = -55887.112472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.160000 sec): 3 clusters Score: Raw -57540.312269 + Penalty 3003.001916 = -54537.310353 nChanged 70 SP:Iteration 1F (7084.160000 sec): 3 clusters Score: Raw -57716.306788 + Penalty 3003.001916 = -54713.304872 nChanged 23 SP:Iteration 2F (7084.170000 sec): 3 clusters Score: Raw -57776.221339 + Penalty 3003.001916 = -54773.219424 nChanged 14 SP:Iteration 3Q (7084.170000 sec): 3 clusters Score: Raw -57818.361130 + Penalty 3003.001916 = -54815.359215 nChanged 7 SP:Iteration 4Q (7084.170000 sec): 3 clusters Score: Raw -57836.083103 + Penalty 3003.001916 = -54833.081188 nChanged 6 SP:Iteration 5Q (7084.170000 sec): 3 clusters Score: Raw -57849.536907 + Penalty 3003.001916 = -54846.534991 nChanged 4 SP:Iteration 6Q (7084.170000 sec): 3 clusters Score: Raw -57858.688119 + Penalty 3003.001916 = -54855.686203 nChanged 4 SP:Iteration 7Q (7084.180000 sec): 3 clusters Score: Raw -57871.960014 + Penalty 3003.001916 = -54868.958098 nChanged 3 SP:Iteration 8Q (7084.180000 sec): 3 clusters Score: Raw -57877.836570 + Penalty 3003.001916 = -54874.834654 nChanged 3 SP:Iteration 9Q (7084.180000 sec): 3 clusters Score: Raw -57885.301127 + Penalty 3003.001916 = -54882.299211 nChanged 2 SP:Iteration 10Q (7084.180000 sec): 3 clusters Score: Raw -57890.692186 + Penalty 3003.001916 = -54887.690270 nChanged 3 SP:Iteration 11Q (7084.180000 sec): 3 clusters Score: Raw -57897.155257 + Penalty 3003.001916 = -54894.153341 nChanged 1 SP:Iteration 12Q (7084.180000 sec): 3 clusters Score: Raw -57900.788333 + Penalty 3003.001916 = -54897.786417 nChanged 0 SP:Iteration 13F (7084.180000 sec): 3 clusters Score: Raw -57900.788333 + Penalty 3003.001916 = -54897.786417 nChanged 0 Memory request: 0.00 GB would take us to total of 4.67 GB. Trying to split cluster 55 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.190000 sec): 2 clusters Score: Raw -25692.085189 + Penalty 1293.304068 = -24398.781121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7084.190000 sec): 3 clusters Score: Raw -25880.025787 + Penalty 2586.608136 = -23293.417651 nChanged 10 SP:Iteration 1F (7084.190000 sec): 3 clusters Score: Raw -25935.388618 + Penalty 2586.608136 = -23348.780482 nChanged 1 SP:Iteration 2Q (7084.190000 sec): 3 clusters Score: Raw -25941.044561 + Penalty 2586.608136 = -23354.436425 nChanged 0 SP:Iteration 3F (7084.190000 sec): 3 clusters Score: Raw -25941.044561 + Penalty 2586.608136 = -23354.436425 nChanged 0 ------ Evaluating fit on full set of 1873185 points ------ Score: Raw -284987021.902318 + Penalty 197004.576211 = -284790017.326107 Time taken for this iteration:3514.750000 seconds. 21->56 Clusters: Score -284790017.326107, best is -284774765.861748 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 17463 (time per iteration =424.111290 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 644067123300.000000 (time per metric unit =11.499198ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 19322013699000.000000 (time per metric unit=383.306604ps) That took 7406.255455 seconds.