warning: commands will be executed using /bin/sh job 3479 at Tue Jul 28 17:46:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150316/YutaMouse32-150316 ElecNo 1 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 8.36 and 12.54 GB of RAM. Memory request: 4.18 GB would take us to total of 4.18 GB. ---------------------------------------------------------- Loaded 2242694 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.39 GB would take us to total of 5.57 GB. ------ Running on subset of 747564 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 2 (3699 points): Lose 297.044300 but Gain 3354.094649 Iteration 0F (70.690000 sec): 19 clusters Score: Raw -104519168.361622 + Penalty 60373.703690 = -104458794.657932 nChanged 706948 Deleting Class 14 (1150 points): Lose 1015.185799 but Gain 3354.094649 Iteration 1F (97.550000 sec): 18 clusters Score: Raw -108495025.027895 + Penalty 57019.609040 = -108438005.418855 nChanged 248801 Deleting Class 13 (958 points): Lose 1329.628927 but Gain 3354.094649 Iteration 2F (121.960000 sec): 17 clusters Score: Raw -109020651.459319 + Penalty 53665.514391 = -108966985.944928 nChanged 123805 Deleting Class 10 (697 points): Lose 679.143095 but Gain 3354.094649 Iteration 3F (145.770000 sec): 16 clusters Score: Raw -109444152.485459 + Penalty 50311.419741 = -109393841.065718 nChanged 66648 Deleting Class 8 (809 points): Lose 1045.608903 but Gain 3354.094649 Iteration 4F (167.940000 sec): 15 clusters Score: Raw -109660499.233706 + Penalty 46957.325092 = -109613541.908614 nChanged 39387 Deleting Class 6 (2213 points): Lose 2727.355974 but Gain 3354.094649 Iteration 5F (189.060000 sec): 14 clusters Score: Raw -109707678.603006 + Penalty 43603.230443 = -109664075.372564 nChanged 32586 Deleting Class 3 (1792 points): Lose 3214.263221 but Gain 3354.094649 Iteration 6Q (201.790000 sec): 13 clusters Score: Raw -109738145.571624 + Penalty 40249.135793 = -109697896.435831 nChanged 28163 Iteration 7Q (213.240000 sec): 13 clusters Score: Raw -109756272.876721 + Penalty 40249.135793 = -109716023.740928 nChanged 21336 Iteration 8Q (225.000000 sec): 13 clusters Score: Raw -109766821.995066 + Penalty 40249.135793 = -109726572.859273 nChanged 17719 Iteration 9Q (236.810000 sec): 13 clusters Score: Raw -109774461.465235 + Penalty 40249.135793 = -109734212.329442 nChanged 15299 Iteration 10Q (248.870000 sec): 13 clusters Score: Raw -109780516.965596 + Penalty 40249.135793 = -109740267.829803 nChanged 13245 Iteration 11Q (260.270000 sec): 13 clusters Score: Raw -109785281.218981 + Penalty 40249.135793 = -109745032.083188 nChanged 11434 Iteration 12Q (272.120000 sec): 13 clusters Score: Raw -109789059.018089 + Penalty 40249.135793 = -109748809.882296 nChanged 10040 Iteration 13Q (284.890000 sec): 13 clusters Score: Raw -109792227.198579 + Penalty 40249.135793 = -109751978.062786 nChanged 9159 Iteration 14Q (296.850000 sec): 13 clusters Score: Raw -109795156.976738 + Penalty 40249.135793 = -109754907.840945 nChanged 8421 Iteration 15Q (309.020000 sec): 13 clusters Score: Raw -109797921.916126 + Penalty 40249.135793 = -109757672.780333 nChanged 8011 Iteration 16Q (322.510000 sec): 13 clusters Score: Raw -109800666.381989 + Penalty 40249.135793 = -109760417.246196 nChanged 8084 Iteration 17Q (334.130000 sec): 13 clusters Score: Raw -109803423.131580 + Penalty 40249.135793 = -109763173.995787 nChanged 8390 Iteration 18Q (346.160000 sec): 13 clusters Score: Raw -109806212.868651 + Penalty 40249.135793 = -109765963.732858 nChanged 9120 Iteration 19Q (357.930000 sec): 13 clusters Score: Raw -109809567.009599 + Penalty 40249.135793 = -109769317.873806 nChanged 10059 Writing temp clu file Because OldScore, -109765963.732858, is greater than current (better) Score,-109769317.873806 Compute initial score before splitting: Score: Raw -109809567.009599 + Penalty 40249.135793 = -109769317.873806 Memory request: 0.20 GB would take us to total of 5.77 GB. Trying to split cluster 1 (104903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (358.940000 sec): 2 clusters Score: Raw -15552337.562898 + Penalty 2867.076265 = -15549470.486633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.670000 sec): 3 clusters Score: Raw -15484862.866188 + Penalty 5734.152531 = -15479128.713658 nChanged 49895 SP:Iteration 1F (360.440000 sec): 3 clusters Score: Raw -15514751.585388 + Penalty 5734.152531 = -15509017.432857 nChanged 5945 SP:Iteration 2F (361.190000 sec): 3 clusters Score: Raw -15518640.524721 + Penalty 5734.152531 = -15512906.372190 nChanged 8238 SP:Iteration 3F (361.890000 sec): 3 clusters Score: Raw -15526313.536653 + Penalty 5734.152531 = -15520579.384123 nChanged 10190 SP:Iteration 4F (362.630000 sec): 3 clusters Score: Raw -15537250.847901 + Penalty 5734.152531 = -15531516.695370 nChanged 10219 SP:Iteration 5F (363.390000 sec): 3 clusters Score: Raw -15547245.159478 + Penalty 5734.152531 = -15541511.006947 nChanged 7538 SP:Iteration 6F (364.150000 sec): 3 clusters Score: Raw -15553207.823626 + Penalty 5734.152531 = -15547473.671095 nChanged 4758 SP:Iteration 7Q (365.000000 sec): 3 clusters Score: Raw -15557099.228671 + Penalty 5734.152531 = -15551365.076140 nChanged 3107 SP:Iteration 8Q (365.800000 sec): 3 clusters Score: Raw -15559965.304737 + Penalty 5734.152531 = -15554231.152206 nChanged 2124 SP:Iteration 9Q (366.540000 sec): 3 clusters Score: Raw -15561727.972585 + Penalty 5734.152531 = -15555993.820054 nChanged 1479 SP:Iteration 10Q (367.240000 sec): 3 clusters Score: Raw -15562725.782717 + Penalty 5734.152531 = -15556991.630187 nChanged 1141 SP:Iteration 11Q (367.920000 sec): 3 clusters Score: Raw -15563438.325404 + Penalty 5734.152531 = -15557704.172873 nChanged 917 SP:Iteration 12Q (368.700000 sec): 3 clusters Score: Raw -15563891.585184 + Penalty 5734.152531 = -15558157.432654 nChanged 679 SP:Iteration 13Q (369.480000 sec): 3 clusters Score: Raw -15564127.236717 + Penalty 5734.152531 = -15558393.084186 nChanged 461 SP:Iteration 14Q (370.180000 sec): 3 clusters Score: Raw -15564228.457931 + Penalty 5734.152531 = -15558494.305400 nChanged 375 SP:Iteration 15Q (370.880000 sec): 3 clusters Score: Raw -15564283.275285 + Penalty 5734.152531 = -15558549.122754 nChanged 279 SP:Iteration 16Q (371.550000 sec): 3 clusters Score: Raw -15564312.844084 + Penalty 5734.152531 = -15558578.691554 nChanged 196 SP:Iteration 17Q (372.280000 sec): 3 clusters Score: Raw -15564328.114226 + Penalty 5734.152531 = -15558593.961695 nChanged 156 SP:Iteration 18Q (373.060000 sec): 3 clusters Score: Raw -15564338.188678 + Penalty 5734.152531 = -15558604.036147 nChanged 123 SP:Iteration 19Q (373.770000 sec): 3 clusters Score: Raw -15564345.767222 + Penalty 5734.152531 = -15558611.614692 nChanged 93 SP:Iteration 20F (374.550000 sec): 3 clusters Score: Raw -15564350.659176 + Penalty 5734.152531 = -15558616.506645 nChanged 77 SP:Iteration 21Q (375.320000 sec): 3 clusters Score: Raw -15564354.252120 + Penalty 5734.152531 = -15558620.099590 nChanged 70 SP:Iteration 22Q (376.090000 sec): 3 clusters Score: Raw -15564356.967270 + Penalty 5734.152531 = -15558622.814739 nChanged 50 SP:Iteration 23Q (376.790000 sec): 3 clusters Score: Raw -15564358.716597 + Penalty 5734.152531 = -15558624.564066 nChanged 36 SP:Iteration 24Q (377.530000 sec): 3 clusters Score: Raw -15564359.885597 + Penalty 5734.152531 = -15558625.733066 nChanged 35 SP:Iteration 25Q (378.270000 sec): 3 clusters Score: Raw -15564360.915158 + Penalty 5734.152531 = -15558626.762628 nChanged 25 SP:Iteration 26Q (378.970000 sec): 3 clusters Score: Raw -15564361.719423 + Penalty 5734.152531 = -15558627.566892 nChanged 21 SP:Iteration 27Q (379.680000 sec): 3 clusters Score: Raw -15564362.199259 + Penalty 5734.152531 = -15558628.046728 nChanged 17 SP:Iteration 28Q (380.380000 sec): 3 clusters Score: Raw -15564362.596282 + Penalty 5734.152531 = -15558628.443752 nChanged 14 SP:Iteration 29Q (381.100000 sec): 3 clusters Score: Raw -15564362.915695 + Penalty 5734.152531 = -15558628.763164 nChanged 14 SP:Iteration 30Q (381.770000 sec): 3 clusters Score: Raw -15564363.285082 + Penalty 5734.152531 = -15558629.132551 nChanged 16 SP:Iteration 31Q (382.460000 sec): 3 clusters Score: Raw -15564363.804663 + Penalty 5734.152531 = -15558629.652132 nChanged 19 SP:Iteration 32Q (383.100000 sec): 3 clusters Score: Raw -15564364.298336 + Penalty 5734.152531 = -15558630.145806 nChanged 11 SP:Iteration 33Q (383.780000 sec): 3 clusters Score: Raw -15564364.571736 + Penalty 5734.152531 = -15558630.419205 nChanged 8 SP:Iteration 34Q (384.500000 sec): 3 clusters Score: Raw -15564364.686565 + Penalty 5734.152531 = -15558630.534034 nChanged 6 SP:Iteration 35Q (385.220000 sec): 3 clusters Score: Raw -15564364.801699 + Penalty 5734.152531 = -15558630.649169 nChanged 4 SP:Iteration 36Q (385.960000 sec): 3 clusters Score: Raw -15564364.932090 + Penalty 5734.152531 = -15558630.779560 nChanged 9 SP:Iteration 37Q (386.740000 sec): 3 clusters Score: Raw -15564365.122527 + Penalty 5734.152531 = -15558630.969997 nChanged 7 SP:Iteration 38Q (387.460000 sec): 3 clusters Score: Raw -15564365.221040 + Penalty 5734.152531 = -15558631.068510 nChanged 5 SP:Iteration 39Q (388.190000 sec): 3 clusters Score: Raw -15564365.281650 + Penalty 5734.152531 = -15558631.129119 nChanged 2 SP:Iteration 40F (388.960000 sec): 3 clusters Score: Raw -15564365.304433 + Penalty 5734.152531 = -15558631.151902 nChanged 1 SP:Iteration 41Q (389.710000 sec): 3 clusters Score: Raw -15564365.331949 + Penalty 5734.152531 = -15558631.179418 nChanged 1 SP:Iteration 42Q (390.400000 sec): 3 clusters Score: Raw -15564365.343246 + Penalty 5734.152531 = -15558631.190715 nChanged 0 SP:Iteration 43F (391.200000 sec): 3 clusters Score: Raw -15564365.343246 + Penalty 5734.152531 = -15558631.190715 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 4 (1956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.330000 sec): 2 clusters Score: Raw -272952.931123 + Penalty 1879.506899 = -271073.424224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.560000 sec): 3 clusters Score: Raw -272285.403837 + Penalty 3759.013798 = -268526.390039 nChanged 627 SP:Iteration 1F (391.700000 sec): 3 clusters Score: Raw -272832.209132 + Penalty 3759.013798 = -269073.195334 nChanged 180 SP:Iteration 2F (391.910000 sec): 3 clusters Score: Raw -273076.478646 + Penalty 3759.013798 = -269317.464848 nChanged 127 SP:Iteration 3F (392.040000 sec): 3 clusters Score: Raw -273265.920624 + Penalty 3759.013798 = -269506.906826 nChanged 114 SP:Iteration 4F (392.250000 sec): 3 clusters Score: Raw -273463.473049 + Penalty 3759.013798 = -269704.459251 nChanged 116 SP:Iteration 5F (392.450000 sec): 3 clusters Score: Raw -273704.054452 + Penalty 3759.013798 = -269945.040654 nChanged 125 SP:Iteration 6F (392.630000 sec): 3 clusters Score: Raw -274028.097831 + Penalty 3759.013798 = -270269.084033 nChanged 111 SP:Iteration 7F (392.830000 sec): 3 clusters Score: Raw -274330.347217 + Penalty 3759.013798 = -270571.333419 nChanged 93 SP:Iteration 8Q (393.050000 sec): 3 clusters Score: Raw -274540.681603 + Penalty 3759.013798 = -270781.667805 nChanged 61 SP:Iteration 9Q (393.290000 sec): 3 clusters Score: Raw -274696.740429 + Penalty 3759.013798 = -270937.726631 nChanged 44 SP:Iteration 10Q (393.430000 sec): 3 clusters Score: Raw -274816.138688 + Penalty 3759.013798 = -271057.124891 nChanged 29 SP:Iteration 11Q (393.610000 sec): 3 clusters Score: Raw -274896.225726 + Penalty 3759.013798 = -271137.211928 nChanged 28 SP:Iteration 12Q (393.760000 sec): 3 clusters Score: Raw -274943.421983 + Penalty 3759.013798 = -271184.408185 nChanged 18 SP:Iteration 13Q (393.960000 sec): 3 clusters Score: Raw -274961.049543 + Penalty 3759.013798 = -271202.035745 nChanged 10 SP:Iteration 14Q (394.140000 sec): 3 clusters Score: Raw -274968.762611 + Penalty 3759.013798 = -271209.748813 nChanged 3 SP:Iteration 15Q (394.360000 sec): 3 clusters Score: Raw -274970.657495 + Penalty 3759.013798 = -271211.643697 nChanged 1 SP:Iteration 16Q (394.510000 sec): 3 clusters Score: Raw -274971.715100 + Penalty 3759.013798 = -271212.701302 nChanged 2 SP:Iteration 17Q (394.710000 sec): 3 clusters Score: Raw -274972.067472 + Penalty 3759.013798 = -271213.053674 nChanged 1 SP:Iteration 18Q (394.930000 sec): 3 clusters Score: Raw -274972.160775 + Penalty 3759.013798 = -271213.146977 nChanged 3 SP:Iteration 19Q (395.150000 sec): 3 clusters Score: Raw -274972.757966 + Penalty 3759.013798 = -271213.744168 nChanged 1 SP:Iteration 20F (395.330000 sec): 3 clusters Score: Raw -274973.041576 + Penalty 3759.013798 = -271214.027778 nChanged 1 SP:Iteration 21Q (395.540000 sec): 3 clusters Score: Raw -274973.707072 + Penalty 3759.013798 = -271214.693274 nChanged 1 SP:Iteration 22Q (395.730000 sec): 3 clusters Score: Raw -274974.427160 + Penalty 3759.013798 = -271215.413362 nChanged 0 SP:Iteration 23F (395.930000 sec): 3 clusters Score: Raw -274974.427160 + Penalty 3759.013798 = -271215.413362 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 5 (441120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.690000 sec): 2 clusters Score: Raw -65547592.255223 + Penalty 3223.273912 = -65544368.981311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.970000 sec): 3 clusters Score: Raw -65253128.594185 + Penalty 6446.547824 = -65246682.046361 nChanged 215001 SP:Iteration 1F (403.650000 sec): 3 clusters Score: Raw -65383147.657383 + Penalty 6446.547824 = -65376701.109559 nChanged 14361 SP:Iteration 2Q (406.270000 sec): 3 clusters Score: Raw -65387726.846712 + Penalty 6446.547824 = -65381280.298888 nChanged 17578 SP:Iteration 3Q (408.760000 sec): 3 clusters Score: Raw -65394715.654452 + Penalty 6446.547824 = -65388269.106627 nChanged 20871 SP:Iteration 4Q (411.500000 sec): 3 clusters Score: Raw -65404414.871716 + Penalty 6446.547824 = -65397968.323892 nChanged 23846 SP:Iteration 5F (413.970000 sec): 3 clusters Score: Raw -65415981.665880 + Penalty 6446.547824 = -65409535.118056 nChanged 24981 SP:Iteration 6F (416.430000 sec): 3 clusters Score: Raw -65428111.149359 + Penalty 6446.547824 = -65421664.601535 nChanged 24456 SP:Iteration 7F (418.990000 sec): 3 clusters Score: Raw -65439372.285134 + Penalty 6446.547824 = -65432925.737310 nChanged 22345 SP:Iteration 8F (421.610000 sec): 3 clusters Score: Raw -65449700.158503 + Penalty 6446.547824 = -65443253.610679 nChanged 20020 SP:Iteration 9Q (424.310000 sec): 3 clusters Score: Raw -65459868.304619 + Penalty 6446.547824 = -65453421.756794 nChanged 18388 SP:Iteration 10Q (427.040000 sec): 3 clusters Score: Raw -65470374.557748 + Penalty 6446.547824 = -65463928.009924 nChanged 17170 SP:Iteration 11Q (429.790000 sec): 3 clusters Score: Raw -65479829.471981 + Penalty 6446.547824 = -65473382.924156 nChanged 14584 SP:Iteration 12Q (432.530000 sec): 3 clusters Score: Raw -65486046.673810 + Penalty 6446.547824 = -65479600.125986 nChanged 10585 SP:Iteration 13Q (435.110000 sec): 3 clusters Score: Raw -65489234.046479 + Penalty 6446.547824 = -65482787.498655 nChanged 7243 SP:Iteration 14Q (437.860000 sec): 3 clusters Score: Raw -65491028.573748 + Penalty 6446.547824 = -65484582.025924 nChanged 5964 SP:Iteration 15Q (440.290000 sec): 3 clusters Score: Raw -65492454.582058 + Penalty 6446.547824 = -65486008.034234 nChanged 5750 SP:Iteration 16Q (442.800000 sec): 3 clusters Score: Raw -65493822.065957 + Penalty 6446.547824 = -65487375.518133 nChanged 5896 SP:Iteration 17Q (445.290000 sec): 3 clusters Score: Raw -65495260.302035 + Penalty 6446.547824 = -65488813.754211 nChanged 6229 SP:Iteration 18Q (447.760000 sec): 3 clusters Score: Raw -65496859.910285 + Penalty 6446.547824 = -65490413.362461 nChanged 6562 SP:Iteration 19Q (450.250000 sec): 3 clusters Score: Raw -65498607.327013 + Penalty 6446.547824 = -65492160.779189 nChanged 6831 SP:Iteration 20F (452.730000 sec): 3 clusters Score: Raw -65500478.892542 + Penalty 6446.547824 = -65494032.344718 nChanged 7107 SP:Iteration 21Q (455.240000 sec): 3 clusters Score: Raw -65502510.236145 + Penalty 6446.547824 = -65496063.688321 nChanged 7183 SP:Iteration 22Q (457.880000 sec): 3 clusters Score: Raw -65504686.276214 + Penalty 6446.547824 = -65498239.728390 nChanged 7451 SP:Iteration 23Q (460.120000 sec): 3 clusters Score: Raw -65507058.903983 + Penalty 6446.547824 = -65500612.356159 nChanged 7554 SP:Iteration 24Q (462.750000 sec): 3 clusters Score: Raw -65509628.247380 + Penalty 6446.547824 = -65503181.699556 nChanged 7789 SP:Iteration 25Q (464.920000 sec): 3 clusters Score: Raw -65512450.408527 + Penalty 6446.547824 = -65506003.860703 nChanged 7738 SP:Iteration 26Q (467.070000 sec): 3 clusters Score: Raw -65515436.917502 + Penalty 6446.547824 = -65508990.369678 nChanged 7798 SP:Iteration 27Q (469.710000 sec): 3 clusters Score: Raw -65518668.157072 + Penalty 6446.547824 = -65512221.609248 nChanged 7734 SP:Iteration 28Q (471.940000 sec): 3 clusters Score: Raw -65522099.774564 + Penalty 6446.547824 = -65515653.226740 nChanged 7484 SP:Iteration 29Q (474.020000 sec): 3 clusters Score: Raw -65525628.282689 + Penalty 6446.547824 = -65519181.734865 nChanged 6997 SP:Iteration 30Q (476.120000 sec): 3 clusters Score: Raw -65529055.785286 + Penalty 6446.547824 = -65522609.237462 nChanged 6421 SP:Iteration 31Q (478.410000 sec): 3 clusters Score: Raw -65532361.982850 + Penalty 6446.547824 = -65525915.435026 nChanged 5907 SP:Iteration 32Q (480.800000 sec): 3 clusters Score: Raw -65535532.662965 + Penalty 6446.547824 = -65529086.115140 nChanged 5227 SP:Iteration 33Q (482.980000 sec): 3 clusters Score: Raw -65538444.370524 + Penalty 6446.547824 = -65531997.822700 nChanged 4433 SP:Iteration 34Q (484.950000 sec): 3 clusters Score: Raw -65540923.450101 + Penalty 6446.547824 = -65534476.902277 nChanged 3684 SP:Iteration 35Q (487.020000 sec): 3 clusters Score: Raw -65543045.768559 + Penalty 6446.547824 = -65536599.220735 nChanged 3010 SP:Iteration 36Q (489.080000 sec): 3 clusters Score: Raw -65544828.260940 + Penalty 6446.547824 = -65538381.713115 nChanged 2295 SP:Iteration 37Q (491.130000 sec): 3 clusters Score: Raw -65546175.908504 + Penalty 6446.547824 = -65539729.360680 nChanged 1531 SP:Iteration 38Q (493.230000 sec): 3 clusters Score: Raw -65547032.774516 + Penalty 6446.547824 = -65540586.226691 nChanged 1047 SP:Iteration 39Q (495.360000 sec): 3 clusters Score: Raw -65547577.359687 + Penalty 6446.547824 = -65541130.811863 nChanged 678 SP:Iteration 40F (497.660000 sec): 3 clusters Score: Raw -65547914.910385 + Penalty 6446.547824 = -65541468.362561 nChanged 468 SP:Iteration 41Q (499.590000 sec): 3 clusters Score: Raw -65548144.065396 + Penalty 6446.547824 = -65541697.517572 nChanged 348 SP:Iteration 42Q (501.530000 sec): 3 clusters Score: Raw -65548311.513609 + Penalty 6446.547824 = -65541864.965785 nChanged 266 SP:Iteration 43Q (503.830000 sec): 3 clusters Score: Raw -65548432.953265 + Penalty 6446.547824 = -65541986.405441 nChanged 208 SP:Iteration 44Q (506.070000 sec): 3 clusters Score: Raw -65548547.631611 + Penalty 6446.547824 = -65542101.083787 nChanged 195 SP:Iteration 45Q (508.250000 sec): 3 clusters Score: Raw -65548667.874622 + Penalty 6446.547824 = -65542221.326798 nChanged 189 SP:Iteration 46Q (510.330000 sec): 3 clusters Score: Raw -65548777.890289 + Penalty 6446.547824 = -65542331.342464 nChanged 172 SP:Iteration 47Q (512.440000 sec): 3 clusters Score: Raw -65548886.272532 + Penalty 6446.547824 = -65542439.724708 nChanged 175 SP:Iteration 48Q (514.410000 sec): 3 clusters Score: Raw -65548991.950024 + Penalty 6446.547824 = -65542545.402200 nChanged 155 SP:Iteration 49Q (516.660000 sec): 3 clusters Score: Raw -65549070.107746 + Penalty 6446.547824 = -65542623.559922 nChanged 132 SP:Iteration 50Q (518.750000 sec): 3 clusters Score: Raw -65549124.172729 + Penalty 6446.547824 = -65542677.624904 nChanged 105 SP:Iteration 51Q (521.460000 sec): 3 clusters Score: Raw -65549169.822184 + Penalty 6446.547824 = -65542723.274359 nChanged 103 SP:Iteration 52Q (523.620000 sec): 3 clusters Score: Raw -65549207.724023 + Penalty 6446.547824 = -65542761.176199 nChanged 88 SP:Iteration 53Q (525.740000 sec): 3 clusters Score: Raw -65549245.888504 + Penalty 6446.547824 = -65542799.340680 nChanged 82 SP:Iteration 54Q (528.530000 sec): 3 clusters Score: Raw -65549274.372469 + Penalty 6446.547824 = -65542827.824645 nChanged 59 SP:Iteration 55Q (530.520000 sec): 3 clusters Score: Raw -65549290.949885 + Penalty 6446.547824 = -65542844.402061 nChanged 50 SP:Iteration 56Q (532.590000 sec): 3 clusters Score: Raw -65549304.563719 + Penalty 6446.547824 = -65542858.015895 nChanged 54 SP:Iteration 57Q (534.660000 sec): 3 clusters Score: Raw -65549320.884758 + Penalty 6446.547824 = -65542874.336934 nChanged 51 SP:Iteration 58Q (536.740000 sec): 3 clusters Score: Raw -65549337.325928 + Penalty 6446.547824 = -65542890.778104 nChanged 44 SP:Iteration 59Q (538.750000 sec): 3 clusters Score: Raw -65549352.770605 + Penalty 6446.547824 = -65542906.222781 nChanged 43 SP:Iteration 60F (541.260000 sec): 3 clusters Score: Raw -65549373.939090 + Penalty 6446.547824 = -65542927.391265 nChanged 46 SP:Iteration 61Q (543.270000 sec): 3 clusters Score: Raw -65549387.481953 + Penalty 6446.547824 = -65542940.934129 nChanged 38 SP:Iteration 62Q (545.280000 sec): 3 clusters Score: Raw -65549396.166282 + Penalty 6446.547824 = -65542949.618458 nChanged 26 SP:Iteration 63Q (547.330000 sec): 3 clusters Score: Raw -65549401.307407 + Penalty 6446.547824 = -65542954.759583 nChanged 20 SP:Iteration 64Q (549.500000 sec): 3 clusters Score: Raw -65549406.261641 + Penalty 6446.547824 = -65542959.713817 nChanged 29 SP:Iteration 65Q (551.660000 sec): 3 clusters Score: Raw -65549412.066666 + Penalty 6446.547824 = -65542965.518842 nChanged 17 SP:Iteration 66Q (553.560000 sec): 3 clusters Score: Raw -65549415.402280 + Penalty 6446.547824 = -65542968.854456 nChanged 16 SP:Iteration 67Q (555.520000 sec): 3 clusters Score: Raw -65549418.229340 + Penalty 6446.547824 = -65542971.681516 nChanged 7 SP:Iteration 68Q (557.540000 sec): 3 clusters Score: Raw -65549419.730728 + Penalty 6446.547824 = -65542973.182904 nChanged 5 SP:Iteration 69Q (559.640000 sec): 3 clusters Score: Raw -65549420.531792 + Penalty 6446.547824 = -65542973.983967 nChanged 2 SP:Iteration 70Q (561.810000 sec): 3 clusters Score: Raw -65549420.745079 + Penalty 6446.547824 = -65542974.197254 nChanged 1 SP:Iteration 71Q (563.940000 sec): 3 clusters Score: Raw -65549420.877588 + Penalty 6446.547824 = -65542974.329763 nChanged 0 SP:Iteration 72F (566.390000 sec): 3 clusters Score: Raw -65549420.877588 + Penalty 6446.547824 = -65542974.329763 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 7 (15248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (566.790000 sec): 2 clusters Score: Raw -2296803.738031 + Penalty 2388.786499 = -2294414.951531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.120000 sec): 3 clusters Score: Raw -2288100.576660 + Penalty 4777.572998 = -2283323.003662 nChanged 6656 SP:Iteration 1F (567.410000 sec): 3 clusters Score: Raw -2291590.119428 + Penalty 4777.572998 = -2286812.546430 nChanged 830 SP:Iteration 2F (567.640000 sec): 3 clusters Score: Raw -2291923.071846 + Penalty 4777.572998 = -2287145.498848 nChanged 709 SP:Iteration 3Q (567.950000 sec): 3 clusters Score: Raw -2292149.909064 + Penalty 4777.572998 = -2287372.336065 nChanged 536 SP:Iteration 4Q (568.210000 sec): 3 clusters Score: Raw -2292322.752945 + Penalty 4777.572998 = -2287545.179946 nChanged 482 SP:Iteration 5Q (568.510000 sec): 3 clusters Score: Raw -2292484.570130 + Penalty 4777.572998 = -2287706.997132 nChanged 471 SP:Iteration 6Q (568.760000 sec): 3 clusters Score: Raw -2292663.656314 + Penalty 4777.572998 = -2287886.083315 nChanged 526 SP:Iteration 7Q (569.130000 sec): 3 clusters Score: Raw -2292889.985770 + Penalty 4777.572998 = -2288112.412771 nChanged 617 SP:Iteration 8Q (569.390000 sec): 3 clusters Score: Raw -2293194.409064 + Penalty 4777.572998 = -2288416.836066 nChanged 705 SP:Iteration 9Q (569.670000 sec): 3 clusters Score: Raw -2293603.778671 + Penalty 4777.572998 = -2288826.205673 nChanged 827 SP:Iteration 10F (569.970000 sec): 3 clusters Score: Raw -2294157.033013 + Penalty 4777.572998 = -2289379.460014 nChanged 920 SP:Iteration 11F (570.260000 sec): 3 clusters Score: Raw -2294863.660802 + Penalty 4777.572998 = -2290086.087804 nChanged 848 SP:Iteration 12F (570.580000 sec): 3 clusters Score: Raw -2295589.778889 + Penalty 4777.572998 = -2290812.205891 nChanged 673 SP:Iteration 13Q (570.900000 sec): 3 clusters Score: Raw -2296172.863796 + Penalty 4777.572998 = -2291395.290798 nChanged 422 SP:Iteration 14Q (571.130000 sec): 3 clusters Score: Raw -2296555.475406 + Penalty 4777.572998 = -2291777.902408 nChanged 244 SP:Iteration 15Q (571.380000 sec): 3 clusters Score: Raw -2296770.548525 + Penalty 4777.572998 = -2291992.975526 nChanged 137 SP:Iteration 16Q (571.660000 sec): 3 clusters Score: Raw -2296895.858524 + Penalty 4777.572998 = -2292118.285525 nChanged 64 SP:Iteration 17Q (571.890000 sec): 3 clusters Score: Raw -2296960.815809 + Penalty 4777.572998 = -2292183.242810 nChanged 38 SP:Iteration 18Q (572.140000 sec): 3 clusters Score: Raw -2296998.658120 + Penalty 4777.572998 = -2292221.085121 nChanged 26 SP:Iteration 19Q (572.380000 sec): 3 clusters Score: Raw -2297026.037263 + Penalty 4777.572998 = -2292248.464265 nChanged 21 SP:Iteration 20F (572.650000 sec): 3 clusters Score: Raw -2297054.405897 + Penalty 4777.572998 = -2292276.832898 nChanged 19 SP:Iteration 21Q (572.900000 sec): 3 clusters Score: Raw -2297076.236769 + Penalty 4777.572998 = -2292298.663771 nChanged 17 SP:Iteration 22Q (573.280000 sec): 3 clusters Score: Raw -2297099.992982 + Penalty 4777.572998 = -2292322.419983 nChanged 12 SP:Iteration 23Q (573.530000 sec): 3 clusters Score: Raw -2297114.386651 + Penalty 4777.572998 = -2292336.813653 nChanged 9 SP:Iteration 24Q (573.810000 sec): 3 clusters Score: Raw -2297125.527694 + Penalty 4777.572998 = -2292347.954696 nChanged 8 SP:Iteration 25Q (574.080000 sec): 3 clusters Score: Raw -2297140.855156 + Penalty 4777.572998 = -2292363.282158 nChanged 9 SP:Iteration 26Q (574.340000 sec): 3 clusters Score: Raw -2297152.223789 + Penalty 4777.572998 = -2292374.650790 nChanged 6 SP:Iteration 27Q (574.600000 sec): 3 clusters Score: Raw -2297158.922387 + Penalty 4777.572998 = -2292381.349388 nChanged 2 SP:Iteration 28Q (574.830000 sec): 3 clusters Score: Raw -2297160.862843 + Penalty 4777.572998 = -2292383.289845 nChanged 0 SP:Iteration 29F (575.120000 sec): 3 clusters Score: Raw -2297160.862843 + Penalty 4777.572998 = -2292383.289845 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 9 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (575.280000 sec): 2 clusters Score: Raw -436640.388175 + Penalty 2016.108502 = -434624.279673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.480000 sec): 3 clusters Score: Raw -435892.768951 + Penalty 4032.217003 = -431860.551947 nChanged 1386 SP:Iteration 1F (575.720000 sec): 3 clusters Score: Raw -443020.165339 + Penalty 4032.217003 = -438987.948336 nChanged 600 SP:Iteration 2F (575.920000 sec): 3 clusters Score: Raw -445602.192463 + Penalty 4032.217003 = -441569.975460 nChanged 154 SP:Iteration 3Q (576.180000 sec): 3 clusters Score: Raw -446195.507148 + Penalty 4032.217003 = -442163.290145 nChanged 64 SP:Iteration 4Q (576.380000 sec): 3 clusters Score: Raw -446406.863817 + Penalty 4032.217003 = -442374.646814 nChanged 50 SP:Iteration 5Q (576.590000 sec): 3 clusters Score: Raw -446640.348018 + Penalty 4032.217003 = -442608.131015 nChanged 66 SP:Iteration 6Q (576.740000 sec): 3 clusters Score: Raw -447029.939760 + Penalty 4032.217003 = -442997.722757 nChanged 41 SP:Iteration 7Q (576.960000 sec): 3 clusters Score: Raw -447408.736804 + Penalty 4032.217003 = -443376.519801 nChanged 31 SP:Iteration 8Q (577.140000 sec): 3 clusters Score: Raw -447582.225090 + Penalty 4032.217003 = -443550.008086 nChanged 15 SP:Iteration 9Q (577.350000 sec): 3 clusters Score: Raw -447603.799153 + Penalty 4032.217003 = -443571.582149 nChanged 8 SP:Iteration 10Q (577.560000 sec): 3 clusters Score: Raw -447610.892491 + Penalty 4032.217003 = -443578.675487 nChanged 6 SP:Iteration 11Q (577.780000 sec): 3 clusters Score: Raw -447617.161785 + Penalty 4032.217003 = -443584.944782 nChanged 7 SP:Iteration 12Q (578.030000 sec): 3 clusters Score: Raw -447623.406056 + Penalty 4032.217003 = -443591.189052 nChanged 9 SP:Iteration 13Q (578.240000 sec): 3 clusters Score: Raw -447635.907979 + Penalty 4032.217003 = -443603.690976 nChanged 14 SP:Iteration 14Q (578.450000 sec): 3 clusters Score: Raw -447664.302595 + Penalty 4032.217003 = -443632.085592 nChanged 16 SP:Iteration 15Q (578.670000 sec): 3 clusters Score: Raw -447703.879036 + Penalty 4032.217003 = -443671.662033 nChanged 20 SP:Iteration 16Q (578.880000 sec): 3 clusters Score: Raw -447757.348606 + Penalty 4032.217003 = -443725.131603 nChanged 18 SP:Iteration 17Q (579.090000 sec): 3 clusters Score: Raw -447830.445174 + Penalty 4032.217003 = -443798.228170 nChanged 23 SP:Iteration 18Q (579.260000 sec): 3 clusters Score: Raw -447905.318802 + Penalty 4032.217003 = -443873.101798 nChanged 18 SP:Iteration 19Q (579.450000 sec): 3 clusters Score: Raw -447955.033547 + Penalty 4032.217003 = -443922.816544 nChanged 10 SP:Iteration 20F (579.660000 sec): 3 clusters Score: Raw -447992.155105 + Penalty 4032.217003 = -443959.938102 nChanged 13 SP:Iteration 21Q (579.860000 sec): 3 clusters Score: Raw -448016.628601 + Penalty 4032.217003 = -443984.411597 nChanged 8 SP:Iteration 22Q (580.090000 sec): 3 clusters Score: Raw -448024.061171 + Penalty 4032.217003 = -443991.844167 nChanged 6 SP:Iteration 23Q (580.290000 sec): 3 clusters Score: Raw -448028.958710 + Penalty 4032.217003 = -443996.741706 nChanged 5 SP:Iteration 24Q (580.480000 sec): 3 clusters Score: Raw -448037.915498 + Penalty 4032.217003 = -444005.698494 nChanged 7 SP:Iteration 25Q (580.670000 sec): 3 clusters Score: Raw -448048.618523 + Penalty 4032.217003 = -444016.401520 nChanged 7 SP:Iteration 26Q (580.850000 sec): 3 clusters Score: Raw -448057.802331 + Penalty 4032.217003 = -444025.585327 nChanged 7 SP:Iteration 27Q (581.050000 sec): 3 clusters Score: Raw -448064.184084 + Penalty 4032.217003 = -444031.967080 nChanged 5 SP:Iteration 28Q (581.250000 sec): 3 clusters Score: Raw -448069.929857 + Penalty 4032.217003 = -444037.712854 nChanged 4 SP:Iteration 29Q (581.480000 sec): 3 clusters Score: Raw -448072.250374 + Penalty 4032.217003 = -444040.033370 nChanged 2 SP:Iteration 30Q (581.630000 sec): 3 clusters Score: Raw -448073.113527 + Penalty 4032.217003 = -444040.896523 nChanged 1 SP:Iteration 31Q (581.850000 sec): 3 clusters Score: Raw -448073.617243 + Penalty 4032.217003 = -444041.400239 nChanged 0 SP:Iteration 32F (582.030000 sec): 3 clusters Score: Raw -448073.617243 + Penalty 4032.217003 = -444041.400239 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 11 (3699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.210000 sec): 2 clusters Score: Raw -510051.112491 + Penalty 2037.522812 = -508013.589679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.400000 sec): 3 clusters Score: Raw -508427.284762 + Penalty 4075.045625 = -504352.239137 nChanged 1409 SP:Iteration 1F (582.600000 sec): 3 clusters Score: Raw -509601.788421 + Penalty 4075.045625 = -505526.742797 nChanged 411 SP:Iteration 2F (582.840000 sec): 3 clusters Score: Raw -510120.461084 + Penalty 4075.045625 = -506045.415459 nChanged 343 SP:Iteration 3F (583.020000 sec): 3 clusters Score: Raw -510574.773872 + Penalty 4075.045625 = -506499.728247 nChanged 317 SP:Iteration 4F (583.200000 sec): 3 clusters Score: Raw -511046.908820 + Penalty 4075.045625 = -506971.863195 nChanged 278 SP:Iteration 5F (583.380000 sec): 3 clusters Score: Raw -511592.415711 + Penalty 4075.045625 = -507517.370086 nChanged 243 SP:Iteration 6F (583.560000 sec): 3 clusters Score: Raw -512063.411285 + Penalty 4075.045625 = -507988.365660 nChanged 170 SP:Iteration 7Q (583.760000 sec): 3 clusters Score: Raw -512245.164516 + Penalty 4075.045625 = -508170.118892 nChanged 100 SP:Iteration 8Q (584.040000 sec): 3 clusters Score: Raw -512344.498677 + Penalty 4075.045625 = -508269.453053 nChanged 67 SP:Iteration 9Q (584.220000 sec): 3 clusters Score: Raw -512409.984644 + Penalty 4075.045625 = -508334.939019 nChanged 44 SP:Iteration 10Q (584.450000 sec): 3 clusters Score: Raw -512448.551202 + Penalty 4075.045625 = -508373.505578 nChanged 38 SP:Iteration 11Q (584.650000 sec): 3 clusters Score: Raw -512477.621686 + Penalty 4075.045625 = -508402.576061 nChanged 20 SP:Iteration 12Q (584.860000 sec): 3 clusters Score: Raw -512491.517533 + Penalty 4075.045625 = -508416.471908 nChanged 11 SP:Iteration 13Q (585.050000 sec): 3 clusters Score: Raw -512500.348264 + Penalty 4075.045625 = -508425.302639 nChanged 15 SP:Iteration 14Q (585.250000 sec): 3 clusters Score: Raw -512516.967946 + Penalty 4075.045625 = -508441.922321 nChanged 20 SP:Iteration 15Q (585.440000 sec): 3 clusters Score: Raw -512545.179726 + Penalty 4075.045625 = -508470.134101 nChanged 20 SP:Iteration 16Q (585.660000 sec): 3 clusters Score: Raw -512561.074118 + Penalty 4075.045625 = -508486.028493 nChanged 13 SP:Iteration 17Q (585.850000 sec): 3 clusters Score: Raw -512570.221248 + Penalty 4075.045625 = -508495.175623 nChanged 9 SP:Iteration 18Q (586.060000 sec): 3 clusters Score: Raw -512575.886521 + Penalty 4075.045625 = -508500.840896 nChanged 5 SP:Iteration 19Q (586.250000 sec): 3 clusters Score: Raw -512578.962602 + Penalty 4075.045625 = -508503.916978 nChanged 5 SP:Iteration 20F (586.430000 sec): 3 clusters Score: Raw -512582.940556 + Penalty 4075.045625 = -508507.894932 nChanged 4 SP:Iteration 21Q (586.590000 sec): 3 clusters Score: Raw -512586.586295 + Penalty 4075.045625 = -508511.540670 nChanged 10 SP:Iteration 22Q (586.790000 sec): 3 clusters Score: Raw -512593.649436 + Penalty 4075.045625 = -508518.603811 nChanged 3 SP:Iteration 23Q (586.950000 sec): 3 clusters Score: Raw -512595.239504 + Penalty 4075.045625 = -508520.193880 nChanged 3 SP:Iteration 24Q (587.210000 sec): 3 clusters Score: Raw -512597.234202 + Penalty 4075.045625 = -508522.188577 nChanged 1 SP:Iteration 25Q (587.370000 sec): 3 clusters Score: Raw -512597.993377 + Penalty 4075.045625 = -508522.947753 nChanged 2 SP:Iteration 26Q (587.580000 sec): 3 clusters Score: Raw -512599.420753 + Penalty 4075.045625 = -508524.375128 nChanged 0 SP:Iteration 27F (587.760000 sec): 3 clusters Score: Raw -512599.420753 + Penalty 4075.045625 = -508524.375128 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 12 (45014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.090000 sec): 2 clusters Score: Raw -6835448.727913 + Penalty 2657.252750 = -6832791.475163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.550000 sec): 3 clusters Score: Raw -6807783.366188 + Penalty 5314.505500 = -6802468.860688 nChanged 20830 SP:Iteration 1F (588.950000 sec): 3 clusters Score: Raw -6819161.911617 + Penalty 5314.505500 = -6813847.406117 nChanged 1955 SP:Iteration 2Q (589.420000 sec): 3 clusters Score: Raw -6819738.160902 + Penalty 5314.505500 = -6814423.655402 nChanged 1826 SP:Iteration 3Q (589.920000 sec): 3 clusters Score: Raw -6820364.124687 + Penalty 5314.505500 = -6815049.619187 nChanged 1888 SP:Iteration 4Q (590.360000 sec): 3 clusters Score: Raw -6821098.334313 + Penalty 5314.505500 = -6815783.828812 nChanged 1997 SP:Iteration 5Q (590.850000 sec): 3 clusters Score: Raw -6822021.455723 + Penalty 5314.505500 = -6816706.950223 nChanged 2434 SP:Iteration 6F (591.280000 sec): 3 clusters Score: Raw -6823464.726543 + Penalty 5314.505500 = -6818150.221042 nChanged 2979 SP:Iteration 7F (591.710000 sec): 3 clusters Score: Raw -6825561.626602 + Penalty 5314.505500 = -6820247.121102 nChanged 3407 SP:Iteration 8F (592.180000 sec): 3 clusters Score: Raw -6828359.532215 + Penalty 5314.505500 = -6823045.026714 nChanged 3287 SP:Iteration 9F (592.640000 sec): 3 clusters Score: Raw -6831307.180096 + Penalty 5314.505500 = -6825992.674596 nChanged 2470 SP:Iteration 10F (593.020000 sec): 3 clusters Score: Raw -6833657.205466 + Penalty 5314.505500 = -6828342.699965 nChanged 1364 SP:Iteration 11Q (593.500000 sec): 3 clusters Score: Raw -6834924.850952 + Penalty 5314.505500 = -6829610.345452 nChanged 507 SP:Iteration 12Q (593.900000 sec): 3 clusters Score: Raw -6835411.315305 + Penalty 5314.505500 = -6830096.809805 nChanged 196 SP:Iteration 13Q (594.350000 sec): 3 clusters Score: Raw -6835621.013616 + Penalty 5314.505500 = -6830306.508116 nChanged 72 SP:Iteration 14Q (594.810000 sec): 3 clusters Score: Raw -6835703.300903 + Penalty 5314.505500 = -6830388.795403 nChanged 33 SP:Iteration 15Q (595.190000 sec): 3 clusters Score: Raw -6835753.191106 + Penalty 5314.505500 = -6830438.685605 nChanged 17 SP:Iteration 16Q (595.660000 sec): 3 clusters Score: Raw -6835779.009431 + Penalty 5314.505500 = -6830464.503930 nChanged 11 SP:Iteration 17Q (596.040000 sec): 3 clusters Score: Raw -6835795.947611 + Penalty 5314.505500 = -6830481.442111 nChanged 6 SP:Iteration 18Q (596.460000 sec): 3 clusters Score: Raw -6835802.632838 + Penalty 5314.505500 = -6830488.127338 nChanged 4 SP:Iteration 19Q (596.840000 sec): 3 clusters Score: Raw -6835806.750519 + Penalty 5314.505500 = -6830492.245019 nChanged 0 SP:Iteration 20F (597.300000 sec): 3 clusters Score: Raw -6835806.750519 + Penalty 5314.505500 = -6830492.245019 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 15 (5660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.410000 sec): 2 clusters Score: Raw -839095.182077 + Penalty 2143.012434 = -836952.169643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.660000 sec): 3 clusters Score: Raw -836252.811902 + Penalty 4286.024869 = -831966.787033 nChanged 2208 SP:Iteration 1F (597.880000 sec): 3 clusters Score: Raw -837530.011078 + Penalty 4286.024869 = -833243.986209 nChanged 438 SP:Iteration 2F (598.130000 sec): 3 clusters Score: Raw -837811.538257 + Penalty 4286.024869 = -833525.513388 nChanged 328 SP:Iteration 3F (598.360000 sec): 3 clusters Score: Raw -838032.536383 + Penalty 4286.024869 = -833746.511514 nChanged 287 SP:Iteration 4F (598.570000 sec): 3 clusters Score: Raw -838302.284277 + Penalty 4286.024869 = -834016.259408 nChanged 292 SP:Iteration 5F (598.790000 sec): 3 clusters Score: Raw -838623.925681 + Penalty 4286.024869 = -834337.900812 nChanged 371 SP:Iteration 6F (599.010000 sec): 3 clusters Score: Raw -839199.639607 + Penalty 4286.024869 = -834913.614738 nChanged 464 SP:Iteration 7F (599.270000 sec): 3 clusters Score: Raw -840178.216463 + Penalty 4286.024869 = -835892.191594 nChanged 538 SP:Iteration 8F (599.500000 sec): 3 clusters Score: Raw -841547.362674 + Penalty 4286.024869 = -837261.337805 nChanged 442 SP:Iteration 9F (599.740000 sec): 3 clusters Score: Raw -842716.517543 + Penalty 4286.024869 = -838430.492675 nChanged 201 SP:Iteration 10Q (599.940000 sec): 3 clusters Score: Raw -843097.071209 + Penalty 4286.024869 = -838811.046340 nChanged 60 SP:Iteration 11Q (600.200000 sec): 3 clusters Score: Raw -843134.678741 + Penalty 4286.024869 = -838848.653872 nChanged 16 SP:Iteration 12Q (600.420000 sec): 3 clusters Score: Raw -843142.912783 + Penalty 4286.024869 = -838856.887914 nChanged 6 SP:Iteration 13Q (600.610000 sec): 3 clusters Score: Raw -843145.614393 + Penalty 4286.024869 = -838859.589524 nChanged 6 SP:Iteration 14Q (600.840000 sec): 3 clusters Score: Raw -843148.792971 + Penalty 4286.024869 = -838862.768102 nChanged 2 SP:Iteration 15Q (601.060000 sec): 3 clusters Score: Raw -843149.375904 + Penalty 4286.024869 = -838863.351035 nChanged 1 SP:Iteration 16Q (601.250000 sec): 3 clusters Score: Raw -843149.933103 + Penalty 4286.024869 = -838863.908234 nChanged 0 SP:Iteration 17F (601.460000 sec): 3 clusters Score: Raw -843149.933103 + Penalty 4286.024869 = -838863.908234 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 16 (5421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.610000 sec): 2 clusters Score: Raw -765710.974573 + Penalty 2132.312824 = -763578.661749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.810000 sec): 3 clusters Score: Raw -763212.877050 + Penalty 4264.625647 = -758948.251403 nChanged 2178 SP:Iteration 1F (602.020000 sec): 3 clusters Score: Raw -764855.248201 + Penalty 4264.625647 = -760590.622554 nChanged 585 SP:Iteration 2F (602.210000 sec): 3 clusters Score: Raw -765792.591736 + Penalty 4264.625647 = -761527.966089 nChanged 577 SP:Iteration 3F (602.420000 sec): 3 clusters Score: Raw -766879.549720 + Penalty 4264.625647 = -762614.924072 nChanged 634 SP:Iteration 4F (602.640000 sec): 3 clusters Score: Raw -767955.912748 + Penalty 4264.625647 = -763691.287101 nChanged 501 SP:Iteration 5F (602.810000 sec): 3 clusters Score: Raw -768656.402079 + Penalty 4264.625647 = -764391.776431 nChanged 346 SP:Iteration 6F (603.000000 sec): 3 clusters Score: Raw -769053.654053 + Penalty 4264.625647 = -764789.028405 nChanged 213 SP:Iteration 7Q (603.230000 sec): 3 clusters Score: Raw -769248.384323 + Penalty 4264.625647 = -764983.758676 nChanged 144 SP:Iteration 8Q (603.410000 sec): 3 clusters Score: Raw -769395.684095 + Penalty 4264.625647 = -765131.058447 nChanged 123 SP:Iteration 9Q (603.650000 sec): 3 clusters Score: Raw -769517.234350 + Penalty 4264.625647 = -765252.608703 nChanged 92 SP:Iteration 10Q (603.850000 sec): 3 clusters Score: Raw -769611.617624 + Penalty 4264.625647 = -765346.991977 nChanged 76 SP:Iteration 11Q (604.090000 sec): 3 clusters Score: Raw -769674.343292 + Penalty 4264.625647 = -765409.717644 nChanged 45 SP:Iteration 12Q (604.290000 sec): 3 clusters Score: Raw -769707.537239 + Penalty 4264.625647 = -765442.911592 nChanged 37 SP:Iteration 13Q (604.570000 sec): 3 clusters Score: Raw -769729.961806 + Penalty 4264.625647 = -765465.336159 nChanged 25 SP:Iteration 14Q (604.800000 sec): 3 clusters Score: Raw -769750.332859 + Penalty 4264.625647 = -765485.707212 nChanged 30 SP:Iteration 15Q (605.060000 sec): 3 clusters Score: Raw -769773.804957 + Penalty 4264.625647 = -765509.179310 nChanged 29 SP:Iteration 16Q (605.250000 sec): 3 clusters Score: Raw -769792.818233 + Penalty 4264.625647 = -765528.192586 nChanged 18 SP:Iteration 17Q (605.480000 sec): 3 clusters Score: Raw -769804.374144 + Penalty 4264.625647 = -765539.748497 nChanged 10 SP:Iteration 18Q (605.670000 sec): 3 clusters Score: Raw -769811.296850 + Penalty 4264.625647 = -765546.671203 nChanged 8 SP:Iteration 19Q (605.900000 sec): 3 clusters Score: Raw -769816.978300 + Penalty 4264.625647 = -765552.352653 nChanged 9 SP:Iteration 20F (606.110000 sec): 3 clusters Score: Raw -769831.416986 + Penalty 4264.625647 = -765566.791339 nChanged 12 SP:Iteration 21Q (606.320000 sec): 3 clusters Score: Raw -769841.457616 + Penalty 4264.625647 = -765576.831969 nChanged 10 SP:Iteration 22Q (606.540000 sec): 3 clusters Score: Raw -769847.539771 + Penalty 4264.625647 = -765582.914124 nChanged 7 SP:Iteration 23Q (606.750000 sec): 3 clusters Score: Raw -769851.256413 + Penalty 4264.625647 = -765586.630766 nChanged 5 SP:Iteration 24Q (607.010000 sec): 3 clusters Score: Raw -769853.739574 + Penalty 4264.625647 = -765589.113927 nChanged 3 SP:Iteration 25Q (607.180000 sec): 3 clusters Score: Raw -769855.573423 + Penalty 4264.625647 = -765590.947775 nChanged 0 SP:Iteration 26F (607.360000 sec): 3 clusters Score: Raw -769855.573423 + Penalty 4264.625647 = -765590.947775 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 17 (11068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.520000 sec): 2 clusters Score: Raw -1672347.716324 + Penalty 2309.329709 = -1670038.386616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (607.770000 sec): 3 clusters Score: Raw -1666299.285249 + Penalty 4618.659417 = -1661680.625832 nChanged 4650 SP:Iteration 1F (607.970000 sec): 3 clusters Score: Raw -1668988.621943 + Penalty 4618.659417 = -1664369.962526 nChanged 806 SP:Iteration 2F (608.240000 sec): 3 clusters Score: Raw -1669548.455587 + Penalty 4618.659417 = -1664929.796170 nChanged 777 SP:Iteration 3F (608.460000 sec): 3 clusters Score: Raw -1670332.217865 + Penalty 4618.659417 = -1665713.558448 nChanged 962 SP:Iteration 4F (608.690000 sec): 3 clusters Score: Raw -1671503.661380 + Penalty 4618.659417 = -1666885.001963 nChanged 1117 SP:Iteration 5F (608.930000 sec): 3 clusters Score: Raw -1672736.138795 + Penalty 4618.659417 = -1668117.479378 nChanged 959 SP:Iteration 6F (609.190000 sec): 3 clusters Score: Raw -1673628.018075 + Penalty 4618.659417 = -1669009.358658 nChanged 679 SP:Iteration 7F (609.410000 sec): 3 clusters Score: Raw -1674257.428296 + Penalty 4618.659417 = -1669638.768879 nChanged 445 SP:Iteration 8Q (609.650000 sec): 3 clusters Score: Raw -1674639.373660 + Penalty 4618.659417 = -1670020.714243 nChanged 306 SP:Iteration 9Q (609.870000 sec): 3 clusters Score: Raw -1674880.901810 + Penalty 4618.659417 = -1670262.242393 nChanged 186 SP:Iteration 10Q (610.090000 sec): 3 clusters Score: Raw -1675035.792558 + Penalty 4618.659417 = -1670417.133141 nChanged 127 SP:Iteration 11Q (610.340000 sec): 3 clusters Score: Raw -1675137.886819 + Penalty 4618.659417 = -1670519.227402 nChanged 91 SP:Iteration 12Q (610.580000 sec): 3 clusters Score: Raw -1675209.749601 + Penalty 4618.659417 = -1670591.090184 nChanged 81 SP:Iteration 13Q (610.780000 sec): 3 clusters Score: Raw -1675259.525147 + Penalty 4618.659417 = -1670640.865730 nChanged 41 SP:Iteration 14Q (611.030000 sec): 3 clusters Score: Raw -1675282.852879 + Penalty 4618.659417 = -1670664.193462 nChanged 23 SP:Iteration 15Q (611.280000 sec): 3 clusters Score: Raw -1675294.564976 + Penalty 4618.659417 = -1670675.905559 nChanged 15 SP:Iteration 16Q (611.510000 sec): 3 clusters Score: Raw -1675300.623654 + Penalty 4618.659417 = -1670681.964237 nChanged 7 SP:Iteration 17Q (611.740000 sec): 3 clusters Score: Raw -1675302.837934 + Penalty 4618.659417 = -1670684.178517 nChanged 6 SP:Iteration 18Q (612.030000 sec): 3 clusters Score: Raw -1675304.641187 + Penalty 4618.659417 = -1670685.981770 nChanged 0 SP:Iteration 19F (612.290000 sec): 3 clusters Score: Raw -1675304.641187 + Penalty 4618.659417 = -1670685.981770 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 18 (2307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.430000 sec): 2 clusters Score: Raw -294968.214985 + Penalty 1920.438408 = -293047.776577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.610000 sec): 3 clusters Score: Raw -294333.951817 + Penalty 3840.876816 = -290493.075001 nChanged 879 SP:Iteration 1F (612.840000 sec): 3 clusters Score: Raw -297302.971304 + Penalty 3840.876816 = -293462.094488 nChanged 437 SP:Iteration 2F (613.010000 sec): 3 clusters Score: Raw -299586.199538 + Penalty 3840.876816 = -295745.322722 nChanged 234 SP:Iteration 3F (613.250000 sec): 3 clusters Score: Raw -300660.138233 + Penalty 3840.876816 = -296819.261417 nChanged 135 SP:Iteration 4F (613.470000 sec): 3 clusters Score: Raw -301458.717832 + Penalty 3840.876816 = -297617.841016 nChanged 100 SP:Iteration 5Q (613.650000 sec): 3 clusters Score: Raw -302416.024576 + Penalty 3840.876816 = -298575.147760 nChanged 69 SP:Iteration 6Q (613.860000 sec): 3 clusters Score: Raw -302886.214069 + Penalty 3840.876816 = -299045.337253 nChanged 33 SP:Iteration 7Q (614.110000 sec): 3 clusters Score: Raw -303045.358116 + Penalty 3840.876816 = -299204.481300 nChanged 27 SP:Iteration 8Q (614.260000 sec): 3 clusters Score: Raw -303176.187892 + Penalty 3840.876816 = -299335.311076 nChanged 22 SP:Iteration 9Q (614.460000 sec): 3 clusters Score: Raw -303301.339832 + Penalty 3840.876816 = -299460.463016 nChanged 12 SP:Iteration 10Q (614.720000 sec): 3 clusters Score: Raw -303363.573896 + Penalty 3840.876816 = -299522.697080 nChanged 11 SP:Iteration 11Q (614.940000 sec): 3 clusters Score: Raw -303373.760815 + Penalty 3840.876816 = -299532.883999 nChanged 6 SP:Iteration 12Q (615.120000 sec): 3 clusters Score: Raw -303378.048140 + Penalty 3840.876816 = -299537.171324 nChanged 3 SP:Iteration 13Q (615.320000 sec): 3 clusters Score: Raw -303381.484968 + Penalty 3840.876816 = -299540.608152 nChanged 4 SP:Iteration 14Q (615.530000 sec): 3 clusters Score: Raw -303390.837297 + Penalty 3840.876816 = -299549.960481 nChanged 4 SP:Iteration 15Q (615.690000 sec): 3 clusters Score: Raw -303396.387999 + Penalty 3840.876816 = -299555.511183 nChanged 8 SP:Iteration 16Q (615.890000 sec): 3 clusters Score: Raw -303406.669537 + Penalty 3840.876816 = -299565.792721 nChanged 2 SP:Iteration 17Q (616.130000 sec): 3 clusters Score: Raw -303417.969192 + Penalty 3840.876816 = -299577.092376 nChanged 7 SP:Iteration 18Q (616.360000 sec): 3 clusters Score: Raw -303437.405465 + Penalty 3840.876816 = -299596.528649 nChanged 7 SP:Iteration 19Q (616.610000 sec): 3 clusters Score: Raw -303480.751844 + Penalty 3840.876816 = -299639.875028 nChanged 11 SP:Iteration 20F (616.860000 sec): 3 clusters Score: Raw -303692.770530 + Penalty 3840.876816 = -299851.893714 nChanged 67 SP:Iteration 21Q (617.030000 sec): 3 clusters Score: Raw -304618.415985 + Penalty 3840.876816 = -300777.539169 nChanged 29 SP:Iteration 22Q (617.230000 sec): 3 clusters Score: Raw -304844.986386 + Penalty 3840.876816 = -301004.109569 nChanged 11 SP:Iteration 23Q (617.470000 sec): 3 clusters Score: Raw -304878.554913 + Penalty 3840.876816 = -301037.678097 nChanged 14 SP:Iteration 24Q (617.650000 sec): 3 clusters Score: Raw -304904.688735 + Penalty 3840.876816 = -301063.811919 nChanged 10 SP:Iteration 25Q (617.860000 sec): 3 clusters Score: Raw -304923.528433 + Penalty 3840.876816 = -301082.651617 nChanged 13 SP:Iteration 26Q (618.010000 sec): 3 clusters Score: Raw -304956.693910 + Penalty 3840.876816 = -301115.817094 nChanged 9 SP:Iteration 27Q (618.230000 sec): 3 clusters Score: Raw -304972.798790 + Penalty 3840.876816 = -301131.921974 nChanged 6 SP:Iteration 28Q (618.400000 sec): 3 clusters Score: Raw -304982.569692 + Penalty 3840.876816 = -301141.692876 nChanged 3 SP:Iteration 29Q (618.590000 sec): 3 clusters Score: Raw -304986.837526 + Penalty 3840.876816 = -301145.960710 nChanged 2 SP:Iteration 30Q (618.830000 sec): 3 clusters Score: Raw -304988.140908 + Penalty 3840.876816 = -301147.264092 nChanged 2 SP:Iteration 31Q (619.020000 sec): 3 clusters Score: Raw -304991.276698 + Penalty 3840.876816 = -301150.399882 nChanged 4 SP:Iteration 32Q (619.260000 sec): 3 clusters Score: Raw -304998.450250 + Penalty 3840.876816 = -301157.573434 nChanged 4 SP:Iteration 33Q (619.430000 sec): 3 clusters Score: Raw -305010.883726 + Penalty 3840.876816 = -301170.006910 nChanged 7 SP:Iteration 34Q (619.630000 sec): 3 clusters Score: Raw -305024.925291 + Penalty 3840.876816 = -301184.048475 nChanged 1 SP:Iteration 35Q (619.780000 sec): 3 clusters Score: Raw -305026.058783 + Penalty 3840.876816 = -301185.181967 nChanged 0 SP:Iteration 36F (619.990000 sec): 3 clusters Score: Raw -305037.082027 + Penalty 3840.876816 = -301196.205211 nChanged 9 SP:Iteration 37Q (620.210000 sec): 3 clusters Score: Raw -305063.413030 + Penalty 3840.876816 = -301222.536214 nChanged 9 SP:Iteration 38Q (620.370000 sec): 3 clusters Score: Raw -305084.547917 + Penalty 3840.876816 = -301243.671101 nChanged 3 SP:Iteration 39Q (620.580000 sec): 3 clusters Score: Raw -305090.518480 + Penalty 3840.876816 = -301249.641664 nChanged 1 SP:Iteration 40F (620.770000 sec): 3 clusters Score: Raw -305091.461686 + Penalty 3840.876816 = -301250.584870 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 5.77 GB. Trying to split cluster 19 (107361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.490000 sec): 2 clusters Score: Raw -15787037.439848 + Penalty 2872.820162 = -15784164.619686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.280000 sec): 3 clusters Score: Raw -15718374.185874 + Penalty 5745.640324 = -15712628.545549 nChanged 50726 SP:Iteration 1F (623.150000 sec): 3 clusters Score: Raw -15746767.494956 + Penalty 5745.640324 = -15741021.854632 nChanged 2836 SP:Iteration 2Q (623.940000 sec): 3 clusters Score: Raw -15747278.935870 + Penalty 5745.640324 = -15741533.295546 nChanged 2817 SP:Iteration 3Q (624.770000 sec): 3 clusters Score: Raw -15747788.718522 + Penalty 5745.640324 = -15742043.078198 nChanged 2841 SP:Iteration 4Q (625.520000 sec): 3 clusters Score: Raw -15748381.062055 + Penalty 5745.640324 = -15742635.421731 nChanged 3243 SP:Iteration 5Q (626.300000 sec): 3 clusters Score: Raw -15749207.419821 + Penalty 5745.640324 = -15743461.779497 nChanged 3914 SP:Iteration 6Q (627.130000 sec): 3 clusters Score: Raw -15750479.900031 + Penalty 5745.640324 = -15744734.259707 nChanged 5018 SP:Iteration 7Q (628.000000 sec): 3 clusters Score: Raw -15752738.815039 + Penalty 5745.640324 = -15746993.174715 nChanged 6880 SP:Iteration 8F (628.890000 sec): 3 clusters Score: Raw -15756939.432655 + Penalty 5745.640324 = -15751193.792331 nChanged 8627 SP:Iteration 9F (629.640000 sec): 3 clusters Score: Raw -15763697.422331 + Penalty 5745.640324 = -15757951.782006 nChanged 9425 SP:Iteration 10F (630.380000 sec): 3 clusters Score: Raw -15772563.337463 + Penalty 5745.640324 = -15766817.697139 nChanged 7921 SP:Iteration 11F (631.120000 sec): 3 clusters Score: Raw -15780491.495791 + Penalty 5745.640324 = -15774745.855467 nChanged 4684 SP:Iteration 12Q (631.900000 sec): 3 clusters Score: Raw -15784859.383170 + Penalty 5745.640324 = -15779113.742846 nChanged 2097 SP:Iteration 13Q (632.630000 sec): 3 clusters Score: Raw -15786546.658895 + Penalty 5745.640324 = -15780801.018571 nChanged 922 SP:Iteration 14Q (633.350000 sec): 3 clusters Score: Raw -15787174.794939 + Penalty 5745.640324 = -15781429.154615 nChanged 392 SP:Iteration 15Q (634.110000 sec): 3 clusters Score: Raw -15787430.056224 + Penalty 5745.640324 = -15781684.415899 nChanged 189 SP:Iteration 16Q (634.910000 sec): 3 clusters Score: Raw -15787551.313162 + Penalty 5745.640324 = -15781805.672838 nChanged 101 SP:Iteration 17Q (635.710000 sec): 3 clusters Score: Raw -15787605.955472 + Penalty 5745.640324 = -15781860.315148 nChanged 47 SP:Iteration 18Q (636.390000 sec): 3 clusters Score: Raw -15787633.369245 + Penalty 5745.640324 = -15781887.728921 nChanged 31 SP:Iteration 19Q (637.090000 sec): 3 clusters Score: Raw -15787653.416717 + Penalty 5745.640324 = -15781907.776393 nChanged 30 SP:Iteration 20F (637.850000 sec): 3 clusters Score: Raw -15787670.533233 + Penalty 5745.640324 = -15781924.892909 nChanged 21 SP:Iteration 21Q (638.580000 sec): 3 clusters Score: Raw -15787681.657380 + Penalty 5745.640324 = -15781936.017056 nChanged 13 SP:Iteration 22Q (639.290000 sec): 3 clusters Score: Raw -15787687.896085 + Penalty 5745.640324 = -15781942.255761 nChanged 17 SP:Iteration 23Q (640.000000 sec): 3 clusters Score: Raw -15787697.502802 + Penalty 5745.640324 = -15781951.862477 nChanged 10 SP:Iteration 24Q (640.750000 sec): 3 clusters Score: Raw -15787703.229891 + Penalty 5745.640324 = -15781957.589567 nChanged 6 SP:Iteration 25Q (641.520000 sec): 3 clusters Score: Raw -15787706.463646 + Penalty 5745.640324 = -15781960.823322 nChanged 7 SP:Iteration 26Q (642.270000 sec): 3 clusters Score: Raw -15787709.599968 + Penalty 5745.640324 = -15781963.959644 nChanged 3 SP:Iteration 27Q (642.950000 sec): 3 clusters Score: Raw -15787711.651294 + Penalty 5745.640324 = -15781966.010970 nChanged 1 SP:Iteration 28Q (643.640000 sec): 3 clusters Score: Raw -15787712.326246 + Penalty 5745.640324 = -15781966.685922 nChanged 2 SP:Iteration 29Q (644.350000 sec): 3 clusters Score: Raw -15787713.524257 + Penalty 5745.640324 = -15781967.883933 nChanged 2 SP:Iteration 30Q (645.030000 sec): 3 clusters Score: Raw -15787714.965621 + Penalty 5745.640324 = -15781969.325297 nChanged 2 SP:Iteration 31Q (645.760000 sec): 3 clusters Score: Raw -15787718.069922 + Penalty 5745.640324 = -15781972.429597 nChanged 6 SP:Iteration 32Q (646.460000 sec): 3 clusters Score: Raw -15787721.647681 + Penalty 5745.640324 = -15781976.007357 nChanged 3 SP:Iteration 33Q (647.230000 sec): 3 clusters Score: Raw -15787723.379018 + Penalty 5745.640324 = -15781977.738694 nChanged 4 SP:Iteration 34Q (648.020000 sec): 3 clusters Score: Raw -15787725.134593 + Penalty 5745.640324 = -15781979.494269 nChanged 3 SP:Iteration 35Q (648.790000 sec): 3 clusters Score: Raw -15787726.357065 + Penalty 5745.640324 = -15781980.716741 nChanged 1 SP:Iteration 36Q (649.480000 sec): 3 clusters Score: Raw -15787726.622916 + Penalty 5745.640324 = -15781980.982592 nChanged 1 SP:Iteration 37Q (650.160000 sec): 3 clusters Score: Raw -15787727.120410 + Penalty 5745.640324 = -15781981.480086 nChanged 0 SP:Iteration 38F (650.980000 sec): 3 clusters Score: Raw -15787727.120410 + Penalty 5745.640324 = -15781981.480086 nChanged 0 Iteration 20F (680.420000 sec): 21 clusters Score: Raw -109878469.588767 + Penalty 67081.892989 = -109811387.695778 nChanged 31406 Iteration 21Q (699.080000 sec): 21 clusters Score: Raw -109899335.857911 + Penalty 67081.892989 = -109832253.964923 nChanged 21102 Iteration 22Q (717.050000 sec): 21 clusters Score: Raw -109911480.973439 + Penalty 67081.892989 = -109844399.080450 nChanged 18092 Iteration 23Q (735.180000 sec): 21 clusters Score: Raw -109920740.771597 + Penalty 67081.892989 = -109853658.878609 nChanged 15852 Iteration 24Q (752.460000 sec): 21 clusters Score: Raw -109927310.794903 + Penalty 67081.892989 = -109860228.901915 nChanged 14014 Iteration 25Q (770.160000 sec): 21 clusters Score: Raw -109932139.039191 + Penalty 67081.892989 = -109865057.146202 nChanged 12308 Iteration 26Q (787.970000 sec): 21 clusters Score: Raw -109935829.625609 + Penalty 67081.892989 = -109868747.732620 nChanged 11230 Iteration 27Q (804.990000 sec): 21 clusters Score: Raw -109938814.278155 + Penalty 67081.892989 = -109871732.385166 nChanged 10111 Deleting Class 1 (1942 points): Lose 3210.517484 but Gain 3354.094649 Iteration 28Q (824.650000 sec): 20 clusters Score: Raw -109937984.886456 + Penalty 63727.798339 = -109874257.088116 nChanged 10880 Iteration 29Q (841.060000 sec): 20 clusters Score: Raw -109942371.021530 + Penalty 63727.798339 = -109878643.223191 nChanged 8238 Iteration 30Q (858.100000 sec): 20 clusters Score: Raw -109943859.391565 + Penalty 63727.798339 = -109880131.593226 nChanged 7392 Iteration 31Q (876.530000 sec): 20 clusters Score: Raw -109945114.888563 + Penalty 63727.798339 = -109881387.090224 nChanged 6560 Iteration 32Q (893.950000 sec): 20 clusters Score: Raw -109946110.884562 + Penalty 63727.798339 = -109882383.086223 nChanged 5732 Iteration 33Q (911.200000 sec): 20 clusters Score: Raw -109946874.145473 + Penalty 63727.798339 = -109883146.347134 nChanged 5004 Iteration 34Q (928.630000 sec): 20 clusters Score: Raw -109947537.377230 + Penalty 63727.798339 = -109883809.578891 nChanged 4423 Iteration 35Q (946.700000 sec): 20 clusters Score: Raw -109948121.788366 + Penalty 63727.798339 = -109884393.990027 nChanged 3975 Iteration 36Q (965.150000 sec): 20 clusters Score: Raw -109948574.523562 + Penalty 63727.798339 = -109884846.725223 nChanged 3506 Iteration 37Q (982.420000 sec): 20 clusters Score: Raw -109949000.062592 + Penalty 63727.798339 = -109885272.264253 nChanged 3105 Iteration 38Q (999.990000 sec): 20 clusters Score: Raw -109949312.576705 + Penalty 63727.798339 = -109885584.778366 nChanged 2697 Iteration 39Q (1017.300000 sec): 20 clusters Score: Raw -109949531.617039 + Penalty 63727.798339 = -109885803.818700 nChanged 2420 Iteration 40F (1045.820000 sec): 20 clusters Score: Raw -109959109.868252 + Penalty 63727.798339 = -109895382.069913 nChanged 2471 Iteration 41Q (1064.020000 sec): 20 clusters Score: Raw -109966097.888262 + Penalty 63727.798339 = -109902370.089923 nChanged 2071 Iteration 42Q (1081.950000 sec): 20 clusters Score: Raw -109967993.596397 + Penalty 63727.798339 = -109904265.798058 nChanged 1857 Iteration 43Q (1100.780000 sec): 20 clusters Score: Raw -109971313.275719 + Penalty 63727.798339 = -109907585.477380 nChanged 1551 Iteration 44Q (1115.990000 sec): 20 clusters Score: Raw -109971618.273221 + Penalty 63727.798339 = -109907890.474881 nChanged 1436 Iteration 45Q (1132.910000 sec): 20 clusters Score: Raw -109971828.339802 + Penalty 63727.798339 = -109908100.541463 nChanged 1289 Iteration 46Q (1149.590000 sec): 20 clusters Score: Raw -109971972.667423 + Penalty 63727.798339 = -109908244.869083 nChanged 1152 Iteration 47Q (1166.880000 sec): 20 clusters Score: Raw -109972060.714596 + Penalty 63727.798339 = -109908332.916257 nChanged 1011 Iteration 48Q (1183.170000 sec): 20 clusters Score: Raw -109972127.866253 + Penalty 63727.798339 = -109908400.067914 nChanged 895 Iteration 49Q (1200.270000 sec): 20 clusters Score: Raw -109972175.800957 + Penalty 63727.798339 = -109908448.002618 nChanged 792 Iteration 50Q (1217.130000 sec): 20 clusters Score: Raw -109972213.475076 + Penalty 63727.798339 = -109908485.676737 nChanged 650 Iteration 51Q (1233.440000 sec): 20 clusters Score: Raw -109972237.907083 + Penalty 63727.798339 = -109908510.108744 nChanged 553 Iteration 52Q (1250.780000 sec): 20 clusters Score: Raw -109972250.320641 + Penalty 63727.798339 = -109908522.522301 nChanged 491 Iteration 53Q (1267.790000 sec): 20 clusters Score: Raw -109972260.561406 + Penalty 63727.798339 = -109908532.763067 nChanged 492 Iteration 54Q (1285.010000 sec): 20 clusters Score: Raw -109972270.619282 + Penalty 63727.798339 = -109908542.820943 nChanged 455 Iteration 55Q (1301.890000 sec): 20 clusters Score: Raw -109972280.694009 + Penalty 63727.798339 = -109908552.895670 nChanged 435 Iteration 56Q (1318.190000 sec): 20 clusters Score: Raw -109972288.679757 + Penalty 63727.798339 = -109908560.881418 nChanged 384 Iteration 57Q (1334.740000 sec): 20 clusters Score: Raw -109972295.176538 + Penalty 63727.798339 = -109908567.378199 nChanged 337 Iteration 58Q (1350.650000 sec): 20 clusters Score: Raw -109972300.503299 + Penalty 63727.798339 = -109908572.704960 nChanged 284 Writing temp clu file Because OldScore, -109908567.378199, is greater than current (better) Score,-109908572.704960 Compute initial score before splitting: Score: Raw -109972300.503299 + Penalty 63727.798339 = -109908572.704960 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 2 (176335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.700000 sec): 2 clusters Score: Raw -26343413.144356 + Penalty 2995.874937 = -26340417.269419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.040000 sec): 3 clusters Score: Raw -26228495.617925 + Penalty 5991.749873 = -26222503.868052 nChanged 84459 SP:Iteration 1F (1354.110000 sec): 3 clusters Score: Raw -26278459.794725 + Penalty 5991.749873 = -26272468.044851 nChanged 6569 SP:Iteration 2Q (1355.210000 sec): 3 clusters Score: Raw -26280636.193603 + Penalty 5991.749873 = -26274644.443729 nChanged 8129 SP:Iteration 3Q (1356.400000 sec): 3 clusters Score: Raw -26284082.009508 + Penalty 5991.749873 = -26278090.259635 nChanged 9931 SP:Iteration 4F (1357.460000 sec): 3 clusters Score: Raw -26289346.220603 + Penalty 5991.749873 = -26283354.470730 nChanged 12047 SP:Iteration 5F (1358.480000 sec): 3 clusters Score: Raw -26297214.064521 + Penalty 5991.749873 = -26291222.314647 nChanged 12912 SP:Iteration 6F (1359.560000 sec): 3 clusters Score: Raw -26307324.121096 + Penalty 5991.749873 = -26301332.371223 nChanged 12005 SP:Iteration 7F (1360.600000 sec): 3 clusters Score: Raw -26318262.885342 + Penalty 5991.749873 = -26312271.135468 nChanged 9500 SP:Iteration 8F (1361.780000 sec): 3 clusters Score: Raw -26326924.196720 + Penalty 5991.749873 = -26320932.446847 nChanged 6815 SP:Iteration 9Q (1362.870000 sec): 3 clusters Score: Raw -26331454.503133 + Penalty 5991.749873 = -26325462.753259 nChanged 4435 SP:Iteration 10Q (1363.830000 sec): 3 clusters Score: Raw -26333372.035609 + Penalty 5991.749873 = -26327380.285735 nChanged 2774 SP:Iteration 11Q (1364.800000 sec): 3 clusters Score: Raw -26334311.592189 + Penalty 5991.749873 = -26328319.842315 nChanged 1954 SP:Iteration 12Q (1365.810000 sec): 3 clusters Score: Raw -26334866.763551 + Penalty 5991.749873 = -26328875.013678 nChanged 1610 SP:Iteration 13Q (1366.780000 sec): 3 clusters Score: Raw -26335290.820895 + Penalty 5991.749873 = -26329299.071021 nChanged 1488 SP:Iteration 14Q (1367.730000 sec): 3 clusters Score: Raw -26335674.197486 + Penalty 5991.749873 = -26329682.447613 nChanged 1394 SP:Iteration 15Q (1368.670000 sec): 3 clusters Score: Raw -26336011.097040 + Penalty 5991.749873 = -26330019.347166 nChanged 1269 SP:Iteration 16Q (1369.760000 sec): 3 clusters Score: Raw -26336300.607044 + Penalty 5991.749873 = -26330308.857171 nChanged 1198 SP:Iteration 17Q (1370.800000 sec): 3 clusters Score: Raw -26336574.836913 + Penalty 5991.749873 = -26330583.087039 nChanged 1194 SP:Iteration 18Q (1371.820000 sec): 3 clusters Score: Raw -26336854.084252 + Penalty 5991.749873 = -26330862.334379 nChanged 1215 SP:Iteration 19Q (1372.880000 sec): 3 clusters Score: Raw -26337142.576952 + Penalty 5991.749873 = -26331150.827079 nChanged 1248 SP:Iteration 20F (1373.990000 sec): 3 clusters Score: Raw -26337427.534098 + Penalty 5991.749873 = -26331435.784224 nChanged 1217 SP:Iteration 21Q (1375.070000 sec): 3 clusters Score: Raw -26337710.285201 + Penalty 5991.749873 = -26331718.535327 nChanged 1223 SP:Iteration 22Q (1376.110000 sec): 3 clusters Score: Raw -26337996.916143 + Penalty 5991.749873 = -26332005.166270 nChanged 1179 SP:Iteration 23Q (1377.060000 sec): 3 clusters Score: Raw -26338284.445341 + Penalty 5991.749873 = -26332292.695467 nChanged 1225 SP:Iteration 24Q (1378.060000 sec): 3 clusters Score: Raw -26338593.786780 + Penalty 5991.749873 = -26332602.036907 nChanged 1218 SP:Iteration 25Q (1379.100000 sec): 3 clusters Score: Raw -26338904.457684 + Penalty 5991.749873 = -26332912.707810 nChanged 1187 SP:Iteration 26Q (1380.160000 sec): 3 clusters Score: Raw -26339228.269435 + Penalty 5991.749873 = -26333236.519562 nChanged 1188 SP:Iteration 27Q (1381.080000 sec): 3 clusters Score: Raw -26339553.985525 + Penalty 5991.749873 = -26333562.235652 nChanged 1175 SP:Iteration 28Q (1382.080000 sec): 3 clusters Score: Raw -26339897.887915 + Penalty 5991.749873 = -26333906.138041 nChanged 1197 SP:Iteration 29Q (1382.980000 sec): 3 clusters Score: Raw -26340271.088985 + Penalty 5991.749873 = -26334279.339112 nChanged 1141 SP:Iteration 30Q (1383.930000 sec): 3 clusters Score: Raw -26340648.307292 + Penalty 5991.749873 = -26334656.557419 nChanged 1150 SP:Iteration 31Q (1384.870000 sec): 3 clusters Score: Raw -26341050.356074 + Penalty 5991.749873 = -26335058.606200 nChanged 1078 SP:Iteration 32Q (1385.870000 sec): 3 clusters Score: Raw -26341444.496304 + Penalty 5991.749873 = -26335452.746430 nChanged 1063 SP:Iteration 33Q (1386.800000 sec): 3 clusters Score: Raw -26341864.226480 + Penalty 5991.749873 = -26335872.476607 nChanged 1014 SP:Iteration 34Q (1387.760000 sec): 3 clusters Score: Raw -26342289.783134 + Penalty 5991.749873 = -26336298.033260 nChanged 957 SP:Iteration 35Q (1388.750000 sec): 3 clusters Score: Raw -26342706.949241 + Penalty 5991.749873 = -26336715.199368 nChanged 826 SP:Iteration 36Q (1389.700000 sec): 3 clusters Score: Raw -26343070.813936 + Penalty 5991.749873 = -26337079.064063 nChanged 717 SP:Iteration 37Q (1390.610000 sec): 3 clusters Score: Raw -26343393.801527 + Penalty 5991.749873 = -26337402.051654 nChanged 615 SP:Iteration 38Q (1391.580000 sec): 3 clusters Score: Raw -26343674.363822 + Penalty 5991.749873 = -26337682.613948 nChanged 521 SP:Iteration 39Q (1392.570000 sec): 3 clusters Score: Raw -26343937.267094 + Penalty 5991.749873 = -26337945.517220 nChanged 450 SP:Iteration 40F (1393.690000 sec): 3 clusters Score: Raw -26344177.092986 + Penalty 5991.749873 = -26338185.343112 nChanged 340 SP:Iteration 41Q (1394.620000 sec): 3 clusters Score: Raw -26344349.507970 + Penalty 5991.749873 = -26338357.758096 nChanged 284 SP:Iteration 42Q (1395.480000 sec): 3 clusters Score: Raw -26344503.784341 + Penalty 5991.749873 = -26338512.034468 nChanged 188 SP:Iteration 43Q (1396.330000 sec): 3 clusters Score: Raw -26344599.902051 + Penalty 5991.749873 = -26338608.152177 nChanged 135 SP:Iteration 44Q (1397.330000 sec): 3 clusters Score: Raw -26344672.585299 + Penalty 5991.749873 = -26338680.835426 nChanged 97 SP:Iteration 45Q (1398.230000 sec): 3 clusters Score: Raw -26344720.545090 + Penalty 5991.749873 = -26338728.795216 nChanged 68 SP:Iteration 46Q (1399.170000 sec): 3 clusters Score: Raw -26344758.929887 + Penalty 5991.749873 = -26338767.180014 nChanged 58 SP:Iteration 47Q (1400.090000 sec): 3 clusters Score: Raw -26344791.018887 + Penalty 5991.749873 = -26338799.269014 nChanged 50 SP:Iteration 48Q (1401.110000 sec): 3 clusters Score: Raw -26344816.657328 + Penalty 5991.749873 = -26338824.907454 nChanged 40 SP:Iteration 49Q (1402.110000 sec): 3 clusters Score: Raw -26344836.776873 + Penalty 5991.749873 = -26338845.027000 nChanged 26 SP:Iteration 50Q (1402.990000 sec): 3 clusters Score: Raw -26344849.312289 + Penalty 5991.749873 = -26338857.562416 nChanged 29 SP:Iteration 51Q (1403.870000 sec): 3 clusters Score: Raw -26344862.652741 + Penalty 5991.749873 = -26338870.902868 nChanged 26 SP:Iteration 52Q (1404.800000 sec): 3 clusters Score: Raw -26344877.795911 + Penalty 5991.749873 = -26338886.046038 nChanged 24 SP:Iteration 53Q (1405.620000 sec): 3 clusters Score: Raw -26344893.696186 + Penalty 5991.749873 = -26338901.946313 nChanged 27 SP:Iteration 54Q (1406.570000 sec): 3 clusters Score: Raw -26344907.498195 + Penalty 5991.749873 = -26338915.748322 nChanged 25 SP:Iteration 55Q (1407.480000 sec): 3 clusters Score: Raw -26344921.806217 + Penalty 5991.749873 = -26338930.056343 nChanged 24 SP:Iteration 56Q (1408.560000 sec): 3 clusters Score: Raw -26344938.953333 + Penalty 5991.749873 = -26338947.203459 nChanged 26 SP:Iteration 57Q (1409.580000 sec): 3 clusters Score: Raw -26344953.696153 + Penalty 5991.749873 = -26338961.946280 nChanged 18 SP:Iteration 58Q (1410.490000 sec): 3 clusters Score: Raw -26344963.899678 + Penalty 5991.749873 = -26338972.149804 nChanged 17 SP:Iteration 59Q (1411.330000 sec): 3 clusters Score: Raw -26344971.652530 + Penalty 5991.749873 = -26338979.902657 nChanged 13 SP:Iteration 60F (1412.350000 sec): 3 clusters Score: Raw -26344982.693549 + Penalty 5991.749873 = -26338990.943675 nChanged 10 SP:Iteration 61Q (1413.300000 sec): 3 clusters Score: Raw -26344993.359265 + Penalty 5991.749873 = -26339001.609391 nChanged 19 SP:Iteration 62Q (1414.390000 sec): 3 clusters Score: Raw -26345011.022025 + Penalty 5991.749873 = -26339019.272152 nChanged 21 SP:Iteration 63Q (1415.400000 sec): 3 clusters Score: Raw -26345031.542272 + Penalty 5991.749873 = -26339039.792398 nChanged 18 SP:Iteration 64Q (1416.460000 sec): 3 clusters Score: Raw -26345047.159260 + Penalty 5991.749873 = -26339055.409387 nChanged 18 SP:Iteration 65Q (1417.480000 sec): 3 clusters Score: Raw -26345068.226773 + Penalty 5991.749873 = -26339076.476899 nChanged 15 SP:Iteration 66Q (1418.480000 sec): 3 clusters Score: Raw -26345085.624324 + Penalty 5991.749873 = -26339093.874450 nChanged 17 SP:Iteration 67Q (1419.370000 sec): 3 clusters Score: Raw -26345101.578024 + Penalty 5991.749873 = -26339109.828150 nChanged 22 SP:Iteration 68Q (1420.300000 sec): 3 clusters Score: Raw -26345119.688054 + Penalty 5991.749873 = -26339127.938180 nChanged 20 SP:Iteration 69Q (1421.260000 sec): 3 clusters Score: Raw -26345132.773193 + Penalty 5991.749873 = -26339141.023320 nChanged 14 SP:Iteration 70Q (1422.210000 sec): 3 clusters Score: Raw -26345138.389460 + Penalty 5991.749873 = -26339146.639586 nChanged 8 SP:Iteration 71Q (1423.170000 sec): 3 clusters Score: Raw -26345141.900583 + Penalty 5991.749873 = -26339150.150709 nChanged 6 SP:Iteration 72Q (1424.230000 sec): 3 clusters Score: Raw -26345144.044694 + Penalty 5991.749873 = -26339152.294820 nChanged 3 SP:Iteration 73Q (1425.320000 sec): 3 clusters Score: Raw -26345145.174504 + Penalty 5991.749873 = -26339153.424630 nChanged 2 SP:Iteration 74Q (1426.290000 sec): 3 clusters Score: Raw -26345145.985314 + Penalty 5991.749873 = -26339154.235440 nChanged 1 SP:Iteration 75Q (1427.160000 sec): 3 clusters Score: Raw -26345146.580445 + Penalty 5991.749873 = -26339154.830571 nChanged 1 SP:Iteration 76Q (1428.120000 sec): 3 clusters Score: Raw -26345146.950162 + Penalty 5991.749873 = -26339155.200289 nChanged 0 SP:Iteration 77F (1429.140000 sec): 3 clusters Score: Raw -26345146.950162 + Penalty 5991.749873 = -26339155.200289 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 3 (1974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.310000 sec): 2 clusters Score: Raw -279469.688025 + Penalty 1881.778671 = -277587.909354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.520000 sec): 3 clusters Score: Raw -278789.186599 + Penalty 3763.557341 = -275025.629258 nChanged 637 SP:Iteration 1F (1429.740000 sec): 3 clusters Score: Raw -279353.229421 + Penalty 3763.557341 = -275589.672080 nChanged 159 SP:Iteration 2F (1429.950000 sec): 3 clusters Score: Raw -279563.357148 + Penalty 3763.557341 = -275799.799807 nChanged 109 SP:Iteration 3F (1430.130000 sec): 3 clusters Score: Raw -279719.525349 + Penalty 3763.557341 = -275955.968008 nChanged 73 SP:Iteration 4Q (1430.320000 sec): 3 clusters Score: Raw -279843.997194 + Penalty 3763.557341 = -276080.439853 nChanged 80 SP:Iteration 5Q (1430.480000 sec): 3 clusters Score: Raw -279968.310338 + Penalty 3763.557341 = -276204.752997 nChanged 93 SP:Iteration 6Q (1430.670000 sec): 3 clusters Score: Raw -280098.943389 + Penalty 3763.557341 = -276335.386048 nChanged 77 SP:Iteration 7Q (1430.830000 sec): 3 clusters Score: Raw -280200.649948 + Penalty 3763.557341 = -276437.092607 nChanged 76 SP:Iteration 8Q (1431.020000 sec): 3 clusters Score: Raw -280309.068529 + Penalty 3763.557341 = -276545.511188 nChanged 61 SP:Iteration 9Q (1431.210000 sec): 3 clusters Score: Raw -280419.543573 + Penalty 3763.557341 = -276655.986232 nChanged 64 SP:Iteration 10Q (1431.480000 sec): 3 clusters Score: Raw -280531.773037 + Penalty 3763.557341 = -276768.215696 nChanged 49 SP:Iteration 11Q (1431.640000 sec): 3 clusters Score: Raw -280604.012460 + Penalty 3763.557341 = -276840.455119 nChanged 41 SP:Iteration 12Q (1431.790000 sec): 3 clusters Score: Raw -280675.442402 + Penalty 3763.557341 = -276911.885061 nChanged 37 SP:Iteration 13Q (1432.000000 sec): 3 clusters Score: Raw -280773.342277 + Penalty 3763.557341 = -277009.784936 nChanged 43 SP:Iteration 14Q (1432.200000 sec): 3 clusters Score: Raw -280863.917301 + Penalty 3763.557341 = -277100.359960 nChanged 39 SP:Iteration 15Q (1432.420000 sec): 3 clusters Score: Raw -280953.015596 + Penalty 3763.557341 = -277189.458255 nChanged 47 SP:Iteration 16Q (1432.630000 sec): 3 clusters Score: Raw -281119.675408 + Penalty 3763.557341 = -277356.118067 nChanged 44 SP:Iteration 17Q (1432.840000 sec): 3 clusters Score: Raw -281311.872051 + Penalty 3763.557341 = -277548.314710 nChanged 50 SP:Iteration 18Q (1433.040000 sec): 3 clusters Score: Raw -281457.243367 + Penalty 3763.557341 = -277693.686025 nChanged 38 SP:Iteration 19Q (1433.260000 sec): 3 clusters Score: Raw -281551.082779 + Penalty 3763.557341 = -277787.525438 nChanged 31 SP:Iteration 20F (1433.450000 sec): 3 clusters Score: Raw -281636.768212 + Penalty 3763.557341 = -277873.210871 nChanged 25 SP:Iteration 21Q (1433.660000 sec): 3 clusters Score: Raw -281706.590013 + Penalty 3763.557341 = -277943.032672 nChanged 22 SP:Iteration 22Q (1433.770000 sec): 3 clusters Score: Raw -281744.123893 + Penalty 3763.557341 = -277980.566552 nChanged 8 SP:Iteration 23Q (1433.950000 sec): 3 clusters Score: Raw -281755.076030 + Penalty 3763.557341 = -277991.518689 nChanged 9 SP:Iteration 24Q (1434.140000 sec): 3 clusters Score: Raw -281768.892652 + Penalty 3763.557341 = -278005.335311 nChanged 6 SP:Iteration 25Q (1434.300000 sec): 3 clusters Score: Raw -281777.621423 + Penalty 3763.557341 = -278014.064082 nChanged 3 SP:Iteration 26Q (1434.460000 sec): 3 clusters Score: Raw -281783.846958 + Penalty 3763.557341 = -278020.289617 nChanged 1 SP:Iteration 27Q (1434.600000 sec): 3 clusters Score: Raw -281784.755740 + Penalty 3763.557341 = -278021.198398 nChanged 0 SP:Iteration 28F (1434.800000 sec): 3 clusters Score: Raw -281784.755740 + Penalty 3763.557341 = -278021.198398 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 4 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.880000 sec): 2 clusters Score: Raw -91647.888699 + Penalty 1611.947186 = -90035.941513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.050000 sec): 3 clusters Score: Raw -91669.240521 + Penalty 3223.894372 = -88445.346149 nChanged 141 SP:Iteration 1F (1435.260000 sec): 3 clusters Score: Raw -91890.571815 + Penalty 3223.894372 = -88666.677442 nChanged 33 SP:Iteration 2Q (1435.420000 sec): 3 clusters Score: Raw -91960.307329 + Penalty 3223.894372 = -88736.412957 nChanged 33 SP:Iteration 3Q (1435.570000 sec): 3 clusters Score: Raw -92020.187219 + Penalty 3223.894372 = -88796.292847 nChanged 18 SP:Iteration 4Q (1435.740000 sec): 3 clusters Score: Raw -92055.066751 + Penalty 3223.894372 = -88831.172379 nChanged 9 SP:Iteration 5Q (1435.910000 sec): 3 clusters Score: Raw -92072.452107 + Penalty 3223.894372 = -88848.557735 nChanged 8 SP:Iteration 6Q (1436.120000 sec): 3 clusters Score: Raw -92089.175665 + Penalty 3223.894372 = -88865.281293 nChanged 3 SP:Iteration 7Q (1436.330000 sec): 3 clusters Score: Raw -92094.728235 + Penalty 3223.894372 = -88870.833863 nChanged 0 SP:Iteration 8F (1436.530000 sec): 3 clusters Score: Raw -92094.728235 + Penalty 3223.894372 = -88870.833863 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 5 (371807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.570000 sec): 2 clusters Score: Raw -55239235.733582 + Penalty 3180.880285 = -55236054.853297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1440.750000 sec): 3 clusters Score: Raw -54991731.402993 + Penalty 6361.760570 = -54985369.642423 nChanged 180627 SP:Iteration 1F (1443.050000 sec): 3 clusters Score: Raw -55099489.066943 + Penalty 6361.760570 = -55093127.306373 nChanged 7777 SP:Iteration 2Q (1445.150000 sec): 3 clusters Score: Raw -55100757.070267 + Penalty 6361.760570 = -55094395.309697 nChanged 8536 SP:Iteration 3Q (1447.340000 sec): 3 clusters Score: Raw -55102369.363006 + Penalty 6361.760570 = -55096007.602436 nChanged 9604 SP:Iteration 4Q (1449.520000 sec): 3 clusters Score: Raw -55104497.088297 + Penalty 6361.760570 = -55098135.327727 nChanged 10916 SP:Iteration 5Q (1452.030000 sec): 3 clusters Score: Raw -55107441.048565 + Penalty 6361.760570 = -55101079.287995 nChanged 12834 SP:Iteration 6Q (1454.190000 sec): 3 clusters Score: Raw -55111752.303085 + Penalty 6361.760570 = -55105390.542515 nChanged 15329 SP:Iteration 7Q (1456.400000 sec): 3 clusters Score: Raw -55118370.373824 + Penalty 6361.760570 = -55112008.613254 nChanged 18700 SP:Iteration 8F (1458.430000 sec): 3 clusters Score: Raw -55128614.406502 + Penalty 6361.760570 = -55122252.645932 nChanged 22449 SP:Iteration 9F (1460.610000 sec): 3 clusters Score: Raw -55143725.059664 + Penalty 6361.760570 = -55137363.299094 nChanged 24804 SP:Iteration 10F (1462.720000 sec): 3 clusters Score: Raw -55162810.204993 + Penalty 6361.760570 = -55156448.444423 nChanged 24070 SP:Iteration 11F (1464.940000 sec): 3 clusters Score: Raw -55182014.848215 + Penalty 6361.760570 = -55175653.087645 nChanged 20122 SP:Iteration 12F (1467.110000 sec): 3 clusters Score: Raw -55197698.915285 + Penalty 6361.760570 = -55191337.154715 nChanged 15765 SP:Iteration 13Q (1469.190000 sec): 3 clusters Score: Raw -55209697.270064 + Penalty 6361.760570 = -55203335.509494 nChanged 12312 SP:Iteration 14Q (1471.180000 sec): 3 clusters Score: Raw -55219074.626910 + Penalty 6361.760570 = -55212712.866340 nChanged 9371 SP:Iteration 15Q (1473.080000 sec): 3 clusters Score: Raw -55226209.588178 + Penalty 6361.760570 = -55219847.827608 nChanged 6730 SP:Iteration 16Q (1475.020000 sec): 3 clusters Score: Raw -55231310.568332 + Penalty 6361.760570 = -55224948.807762 nChanged 4684 SP:Iteration 17Q (1476.860000 sec): 3 clusters Score: Raw -55234862.069280 + Penalty 6361.760570 = -55228500.308710 nChanged 2926 SP:Iteration 18Q (1478.650000 sec): 3 clusters Score: Raw -55237017.573515 + Penalty 6361.760570 = -55230655.812945 nChanged 1652 SP:Iteration 19Q (1480.430000 sec): 3 clusters Score: Raw -55238186.874739 + Penalty 6361.760570 = -55231825.114170 nChanged 880 SP:Iteration 20F (1482.580000 sec): 3 clusters Score: Raw -55238823.937548 + Penalty 6361.760570 = -55232462.176978 nChanged 474 SP:Iteration 21Q (1484.470000 sec): 3 clusters Score: Raw -55239134.711205 + Penalty 6361.760570 = -55232772.950636 nChanged 242 SP:Iteration 22Q (1486.260000 sec): 3 clusters Score: Raw -55239307.503641 + Penalty 6361.760570 = -55232945.743071 nChanged 156 SP:Iteration 23Q (1488.050000 sec): 3 clusters Score: Raw -55239424.062101 + Penalty 6361.760570 = -55233062.301531 nChanged 93 SP:Iteration 24Q (1489.600000 sec): 3 clusters Score: Raw -55239500.349967 + Penalty 6361.760570 = -55233138.589397 nChanged 59 SP:Iteration 25Q (1491.580000 sec): 3 clusters Score: Raw -55239543.765867 + Penalty 6361.760570 = -55233182.005297 nChanged 43 SP:Iteration 26Q (1493.310000 sec): 3 clusters Score: Raw -55239572.175227 + Penalty 6361.760570 = -55233210.414657 nChanged 31 SP:Iteration 27Q (1495.110000 sec): 3 clusters Score: Raw -55239596.017573 + Penalty 6361.760570 = -55233234.257003 nChanged 29 SP:Iteration 28Q (1496.880000 sec): 3 clusters Score: Raw -55239618.632925 + Penalty 6361.760570 = -55233256.872355 nChanged 20 SP:Iteration 29Q (1498.710000 sec): 3 clusters Score: Raw -55239630.347336 + Penalty 6361.760570 = -55233268.586766 nChanged 12 SP:Iteration 30Q (1500.450000 sec): 3 clusters Score: Raw -55239637.979880 + Penalty 6361.760570 = -55233276.219310 nChanged 6 SP:Iteration 31Q (1502.290000 sec): 3 clusters Score: Raw -55239642.042124 + Penalty 6361.760570 = -55233280.281554 nChanged 4 SP:Iteration 32Q (1504.150000 sec): 3 clusters Score: Raw -55239645.271595 + Penalty 6361.760570 = -55233283.511025 nChanged 4 SP:Iteration 33Q (1505.900000 sec): 3 clusters Score: Raw -55239647.884854 + Penalty 6361.760570 = -55233286.124284 nChanged 6 SP:Iteration 34Q (1507.800000 sec): 3 clusters Score: Raw -55239651.390406 + Penalty 6361.760570 = -55233289.629836 nChanged 4 SP:Iteration 35Q (1509.570000 sec): 3 clusters Score: Raw -55239653.132698 + Penalty 6361.760570 = -55233291.372128 nChanged 2 SP:Iteration 36Q (1511.470000 sec): 3 clusters Score: Raw -55239654.119046 + Penalty 6361.760570 = -55233292.358476 nChanged 0 SP:Iteration 37F (1513.840000 sec): 3 clusters Score: Raw -55239654.119046 + Penalty 6361.760570 = -55233292.358476 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 6 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1514.130000 sec): 2 clusters Score: Raw -200588.736477 + Penalty 1806.124773 = -198782.611705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1514.330000 sec): 3 clusters Score: Raw -200147.976179 + Penalty 3612.249545 = -196535.726634 nChanged 420 SP:Iteration 1F (1514.510000 sec): 3 clusters Score: Raw -200657.887159 + Penalty 3612.249545 = -197045.637614 nChanged 144 SP:Iteration 2F (1514.700000 sec): 3 clusters Score: Raw -201025.284226 + Penalty 3612.249545 = -197413.034681 nChanged 118 SP:Iteration 3F (1514.890000 sec): 3 clusters Score: Raw -201457.588221 + Penalty 3612.249545 = -197845.338676 nChanged 128 SP:Iteration 4F (1515.070000 sec): 3 clusters Score: Raw -201926.674009 + Penalty 3612.249545 = -198314.424463 nChanged 102 SP:Iteration 5F (1515.240000 sec): 3 clusters Score: Raw -202332.590530 + Penalty 3612.249545 = -198720.340985 nChanged 83 SP:Iteration 6F (1515.390000 sec): 3 clusters Score: Raw -202847.163449 + Penalty 3612.249545 = -199234.913904 nChanged 72 SP:Iteration 7Q (1515.570000 sec): 3 clusters Score: Raw -203532.949469 + Penalty 3612.249545 = -199920.699924 nChanged 54 SP:Iteration 8Q (1515.780000 sec): 3 clusters Score: Raw -205977.315455 + Penalty 3612.249545 = -202365.065910 nChanged 65 SP:Iteration 9Q (1515.950000 sec): 3 clusters Score: Raw -206584.346698 + Penalty 3612.249545 = -202972.097153 nChanged 35 SP:Iteration 10Q (1516.180000 sec): 3 clusters Score: Raw -207261.140208 + Penalty 3612.249545 = -203648.890663 nChanged 3 SP:Iteration 11Q (1516.390000 sec): 3 clusters Score: Raw -208109.899397 + Penalty 3612.249545 = -204497.649852 nChanged 0 SP:Iteration 12F (1516.510000 sec): 3 clusters Score: Raw -208109.899397 + Penalty 3612.249545 = -204497.649852 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 7 (17039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1516.780000 sec): 2 clusters Score: Raw -2565588.702385 + Penalty 2416.328508 = -2563172.373877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1517.070000 sec): 3 clusters Score: Raw -2555822.365810 + Penalty 4832.657016 = -2550989.708794 nChanged 7408 SP:Iteration 1F (1517.370000 sec): 3 clusters Score: Raw -2559852.788683 + Penalty 4832.657016 = -2555020.131667 nChanged 1005 SP:Iteration 2F (1517.680000 sec): 3 clusters Score: Raw -2560294.462088 + Penalty 4832.657016 = -2555461.805072 nChanged 872 SP:Iteration 3F (1517.940000 sec): 3 clusters Score: Raw -2560682.304558 + Penalty 4832.657016 = -2555849.647541 nChanged 839 SP:Iteration 4Q (1518.220000 sec): 3 clusters Score: Raw -2561076.662708 + Penalty 4832.657016 = -2556244.005691 nChanged 820 SP:Iteration 5Q (1518.570000 sec): 3 clusters Score: Raw -2561441.590181 + Penalty 4832.657016 = -2556608.933165 nChanged 732 SP:Iteration 6Q (1518.880000 sec): 3 clusters Score: Raw -2561781.565732 + Penalty 4832.657016 = -2556948.908716 nChanged 751 SP:Iteration 7Q (1519.140000 sec): 3 clusters Score: Raw -2562173.652499 + Penalty 4832.657016 = -2557340.995483 nChanged 798 SP:Iteration 8Q (1519.390000 sec): 3 clusters Score: Raw -2562626.481879 + Penalty 4832.657016 = -2557793.824863 nChanged 817 SP:Iteration 9Q (1519.700000 sec): 3 clusters Score: Raw -2563142.938364 + Penalty 4832.657016 = -2558310.281348 nChanged 854 SP:Iteration 10F (1519.950000 sec): 3 clusters Score: Raw -2563734.704082 + Penalty 4832.657016 = -2558902.047066 nChanged 740 SP:Iteration 11Q (1520.220000 sec): 3 clusters Score: Raw -2564283.092700 + Penalty 4832.657016 = -2559450.435683 nChanged 634 SP:Iteration 12Q (1520.500000 sec): 3 clusters Score: Raw -2564743.517945 + Penalty 4832.657016 = -2559910.860929 nChanged 474 SP:Iteration 13Q (1520.770000 sec): 3 clusters Score: Raw -2565099.998566 + Penalty 4832.657016 = -2560267.341549 nChanged 326 SP:Iteration 14Q (1521.030000 sec): 3 clusters Score: Raw -2565362.422880 + Penalty 4832.657016 = -2560529.765864 nChanged 257 SP:Iteration 15Q (1521.300000 sec): 3 clusters Score: Raw -2565574.037497 + Penalty 4832.657016 = -2560741.380480 nChanged 163 SP:Iteration 16Q (1521.560000 sec): 3 clusters Score: Raw -2565714.513493 + Penalty 4832.657016 = -2560881.856477 nChanged 98 SP:Iteration 17Q (1521.850000 sec): 3 clusters Score: Raw -2565797.694102 + Penalty 4832.657016 = -2560965.037086 nChanged 61 SP:Iteration 18Q (1522.180000 sec): 3 clusters Score: Raw -2565838.327761 + Penalty 4832.657016 = -2561005.670745 nChanged 44 SP:Iteration 19Q (1522.470000 sec): 3 clusters Score: Raw -2565871.824670 + Penalty 4832.657016 = -2561039.167654 nChanged 27 SP:Iteration 20F (1522.800000 sec): 3 clusters Score: Raw -2565895.203743 + Penalty 4832.657016 = -2561062.546726 nChanged 18 SP:Iteration 21Q (1523.030000 sec): 3 clusters Score: Raw -2565914.511976 + Penalty 4832.657016 = -2561081.854960 nChanged 18 SP:Iteration 22Q (1523.290000 sec): 3 clusters Score: Raw -2565929.621960 + Penalty 4832.657016 = -2561096.964944 nChanged 14 SP:Iteration 23Q (1523.630000 sec): 3 clusters Score: Raw -2565938.834607 + Penalty 4832.657016 = -2561106.177591 nChanged 9 SP:Iteration 24Q (1523.840000 sec): 3 clusters Score: Raw -2565945.868566 + Penalty 4832.657016 = -2561113.211550 nChanged 10 SP:Iteration 25Q (1524.120000 sec): 3 clusters Score: Raw -2565953.916715 + Penalty 4832.657016 = -2561121.259699 nChanged 9 SP:Iteration 26Q (1524.360000 sec): 3 clusters Score: Raw -2565961.991904 + Penalty 4832.657016 = -2561129.334888 nChanged 5 SP:Iteration 27Q (1524.620000 sec): 3 clusters Score: Raw -2565965.459038 + Penalty 4832.657016 = -2561132.802021 nChanged 2 SP:Iteration 28Q (1524.920000 sec): 3 clusters Score: Raw -2565967.070370 + Penalty 4832.657016 = -2561134.413353 nChanged 1 SP:Iteration 29Q (1525.200000 sec): 3 clusters Score: Raw -2565968.263231 + Penalty 4832.657016 = -2561135.606215 nChanged 1 SP:Iteration 30Q (1525.450000 sec): 3 clusters Score: Raw -2565968.755602 + Penalty 4832.657016 = -2561136.098586 nChanged 0 SP:Iteration 31F (1525.740000 sec): 3 clusters Score: Raw -2565968.755602 + Penalty 4832.657016 = -2561136.098586 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 8 (5792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.880000 sec): 2 clusters Score: Raw -808180.347866 + Penalty 2148.729768 = -806031.618099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.090000 sec): 3 clusters Score: Raw -805331.292873 + Penalty 4297.459535 = -801033.833338 nChanged 2218 SP:Iteration 1F (1526.280000 sec): 3 clusters Score: Raw -806624.841433 + Penalty 4297.459535 = -802327.381898 nChanged 429 SP:Iteration 2F (1526.540000 sec): 3 clusters Score: Raw -806879.683955 + Penalty 4297.459535 = -802582.224420 nChanged 305 SP:Iteration 3F (1526.760000 sec): 3 clusters Score: Raw -807069.352682 + Penalty 4297.459535 = -802771.893147 nChanged 269 SP:Iteration 4Q (1526.940000 sec): 3 clusters Score: Raw -807245.851544 + Penalty 4297.459535 = -802948.392009 nChanged 219 SP:Iteration 5Q (1527.140000 sec): 3 clusters Score: Raw -807388.924462 + Penalty 4297.459535 = -803091.464927 nChanged 233 SP:Iteration 6Q (1527.370000 sec): 3 clusters Score: Raw -807537.688178 + Penalty 4297.459535 = -803240.228643 nChanged 220 SP:Iteration 7Q (1527.620000 sec): 3 clusters Score: Raw -807684.047769 + Penalty 4297.459535 = -803386.588234 nChanged 195 SP:Iteration 8Q (1527.840000 sec): 3 clusters Score: Raw -807803.447553 + Penalty 4297.459535 = -803505.988018 nChanged 172 SP:Iteration 9Q (1528.080000 sec): 3 clusters Score: Raw -807915.835801 + Penalty 4297.459535 = -803618.376266 nChanged 179 SP:Iteration 10Q (1528.410000 sec): 3 clusters Score: Raw -808051.653010 + Penalty 4297.459535 = -803754.193475 nChanged 201 SP:Iteration 11Q (1528.620000 sec): 3 clusters Score: Raw -808211.304104 + Penalty 4297.459535 = -803913.844568 nChanged 188 SP:Iteration 12Q (1528.880000 sec): 3 clusters Score: Raw -808357.287768 + Penalty 4297.459535 = -804059.828233 nChanged 156 SP:Iteration 13Q (1529.100000 sec): 3 clusters Score: Raw -808483.422659 + Penalty 4297.459535 = -804185.963123 nChanged 104 SP:Iteration 14Q (1529.370000 sec): 3 clusters Score: Raw -808552.701845 + Penalty 4297.459535 = -804255.242310 nChanged 82 SP:Iteration 15Q (1529.600000 sec): 3 clusters Score: Raw -808607.645029 + Penalty 4297.459535 = -804310.185494 nChanged 74 SP:Iteration 16Q (1529.830000 sec): 3 clusters Score: Raw -808651.333502 + Penalty 4297.459535 = -804353.873967 nChanged 47 SP:Iteration 17Q (1530.020000 sec): 3 clusters Score: Raw -808684.593444 + Penalty 4297.459535 = -804387.133909 nChanged 44 SP:Iteration 18Q (1530.260000 sec): 3 clusters Score: Raw -808714.722351 + Penalty 4297.459535 = -804417.262816 nChanged 33 SP:Iteration 19Q (1530.500000 sec): 3 clusters Score: Raw -808735.643724 + Penalty 4297.459535 = -804438.184188 nChanged 35 SP:Iteration 20F (1530.700000 sec): 3 clusters Score: Raw -808753.502347 + Penalty 4297.459535 = -804456.042811 nChanged 20 SP:Iteration 21Q (1530.920000 sec): 3 clusters Score: Raw -808765.501371 + Penalty 4297.459535 = -804468.041835 nChanged 26 SP:Iteration 22Q (1531.140000 sec): 3 clusters Score: Raw -808781.532477 + Penalty 4297.459535 = -804484.072941 nChanged 17 SP:Iteration 23Q (1531.350000 sec): 3 clusters Score: Raw -808792.125024 + Penalty 4297.459535 = -804494.665489 nChanged 21 SP:Iteration 24Q (1531.570000 sec): 3 clusters Score: Raw -808803.276549 + Penalty 4297.459535 = -804505.817014 nChanged 17 SP:Iteration 25Q (1531.780000 sec): 3 clusters Score: Raw -808812.136546 + Penalty 4297.459535 = -804514.677010 nChanged 15 SP:Iteration 26Q (1531.980000 sec): 3 clusters Score: Raw -808819.672166 + Penalty 4297.459535 = -804522.212631 nChanged 14 SP:Iteration 27Q (1532.160000 sec): 3 clusters Score: Raw -808828.357502 + Penalty 4297.459535 = -804530.897967 nChanged 11 SP:Iteration 28Q (1532.380000 sec): 3 clusters Score: Raw -808833.906882 + Penalty 4297.459535 = -804536.447347 nChanged 6 SP:Iteration 29Q (1532.610000 sec): 3 clusters Score: Raw -808836.936656 + Penalty 4297.459535 = -804539.477121 nChanged 5 SP:Iteration 30Q (1532.780000 sec): 3 clusters Score: Raw -808839.638496 + Penalty 4297.459535 = -804542.178961 nChanged 5 SP:Iteration 31Q (1532.960000 sec): 3 clusters Score: Raw -808842.264935 + Penalty 4297.459535 = -804544.805400 nChanged 3 SP:Iteration 32Q (1533.170000 sec): 3 clusters Score: Raw -808843.341856 + Penalty 4297.459535 = -804545.882321 nChanged 2 SP:Iteration 33Q (1533.360000 sec): 3 clusters Score: Raw -808843.907864 + Penalty 4297.459535 = -804546.448329 nChanged 2 SP:Iteration 34Q (1533.610000 sec): 3 clusters Score: Raw -808844.468436 + Penalty 4297.459535 = -804547.008900 nChanged 0 SP:Iteration 35F (1533.840000 sec): 3 clusters Score: Raw -808844.468436 + Penalty 4297.459535 = -804547.008900 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 9 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.960000 sec): 2 clusters Score: Raw -105777.737549 + Penalty 1665.114291 = -104112.623258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.170000 sec): 3 clusters Score: Raw -105779.631045 + Penalty 3330.228583 = -102449.402462 nChanged 233 SP:Iteration 1F (1534.370000 sec): 3 clusters Score: Raw -106160.904841 + Penalty 3330.228583 = -102830.676258 nChanged 71 SP:Iteration 2F (1534.560000 sec): 3 clusters Score: Raw -106420.250433 + Penalty 3330.228583 = -103090.021851 nChanged 85 SP:Iteration 3F (1534.760000 sec): 3 clusters Score: Raw -106904.324747 + Penalty 3330.228583 = -103574.096164 nChanged 96 SP:Iteration 4F (1534.940000 sec): 3 clusters Score: Raw -107878.999725 + Penalty 3330.228583 = -104548.771142 nChanged 58 SP:Iteration 5F (1535.110000 sec): 3 clusters Score: Raw -108761.462687 + Penalty 3330.228583 = -105431.234104 nChanged 15 SP:Iteration 6Q (1535.280000 sec): 3 clusters Score: Raw -109112.437846 + Penalty 3330.228583 = -105782.209264 nChanged 7 SP:Iteration 7Q (1535.470000 sec): 3 clusters Score: Raw -109307.990597 + Penalty 3330.228583 = -105977.762014 nChanged 8 SP:Iteration 8Q (1535.640000 sec): 3 clusters Score: Raw -109534.262451 + Penalty 3330.228583 = -106204.033868 nChanged 7 SP:Iteration 9Q (1535.810000 sec): 3 clusters Score: Raw -109564.804061 + Penalty 3330.228583 = -106234.575478 nChanged 5 SP:Iteration 10Q (1536.010000 sec): 3 clusters Score: Raw -109591.486494 + Penalty 3330.228583 = -106261.257911 nChanged 3 SP:Iteration 11Q (1536.160000 sec): 3 clusters Score: Raw -109601.884758 + Penalty 3330.228583 = -106271.656176 nChanged 0 SP:Iteration 12F (1536.350000 sec): 3 clusters Score: Raw -109601.884758 + Penalty 3330.228583 = -106271.656176 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 10 (5640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.480000 sec): 2 clusters Score: Raw -838184.676500 + Penalty 2142.134557 = -836042.541943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.670000 sec): 3 clusters Score: Raw -835324.860032 + Penalty 4284.269115 = -831040.590918 nChanged 2245 SP:Iteration 1F (1536.860000 sec): 3 clusters Score: Raw -836601.942421 + Penalty 4284.269115 = -832317.673306 nChanged 412 SP:Iteration 2F (1537.090000 sec): 3 clusters Score: Raw -836853.303549 + Penalty 4284.269115 = -832569.034434 nChanged 302 SP:Iteration 3F (1537.260000 sec): 3 clusters Score: Raw -837013.224072 + Penalty 4284.269115 = -832728.954957 nChanged 227 SP:Iteration 4Q (1537.450000 sec): 3 clusters Score: Raw -837126.626205 + Penalty 4284.269115 = -832842.357090 nChanged 181 SP:Iteration 5Q (1537.670000 sec): 3 clusters Score: Raw -837213.069434 + Penalty 4284.269115 = -832928.800320 nChanged 150 SP:Iteration 6Q (1537.910000 sec): 3 clusters Score: Raw -837275.329423 + Penalty 4284.269115 = -832991.060308 nChanged 122 SP:Iteration 7Q (1538.100000 sec): 3 clusters Score: Raw -837323.547159 + Penalty 4284.269115 = -833039.278044 nChanged 85 SP:Iteration 8Q (1538.300000 sec): 3 clusters Score: Raw -837356.769306 + Penalty 4284.269115 = -833072.500191 nChanged 86 SP:Iteration 9Q (1538.550000 sec): 3 clusters Score: Raw -837390.804757 + Penalty 4284.269115 = -833106.535642 nChanged 71 SP:Iteration 10Q (1538.740000 sec): 3 clusters Score: Raw -837419.634528 + Penalty 4284.269115 = -833135.365414 nChanged 71 SP:Iteration 11Q (1538.990000 sec): 3 clusters Score: Raw -837443.193396 + Penalty 4284.269115 = -833158.924281 nChanged 63 SP:Iteration 12Q (1539.240000 sec): 3 clusters Score: Raw -837467.253654 + Penalty 4284.269115 = -833182.984540 nChanged 64 SP:Iteration 13Q (1539.470000 sec): 3 clusters Score: Raw -837489.062722 + Penalty 4284.269115 = -833204.793607 nChanged 47 SP:Iteration 14Q (1539.660000 sec): 3 clusters Score: Raw -837504.178803 + Penalty 4284.269115 = -833219.909689 nChanged 47 SP:Iteration 15Q (1539.860000 sec): 3 clusters Score: Raw -837518.070283 + Penalty 4284.269115 = -833233.801168 nChanged 45 SP:Iteration 16Q (1540.130000 sec): 3 clusters Score: Raw -837532.929249 + Penalty 4284.269115 = -833248.660134 nChanged 52 SP:Iteration 17Q (1540.300000 sec): 3 clusters Score: Raw -837550.228263 + Penalty 4284.269115 = -833265.959148 nChanged 52 SP:Iteration 18Q (1540.520000 sec): 3 clusters Score: Raw -837569.217086 + Penalty 4284.269115 = -833284.947971 nChanged 46 SP:Iteration 19Q (1540.740000 sec): 3 clusters Score: Raw -837586.405282 + Penalty 4284.269115 = -833302.136167 nChanged 56 SP:Iteration 20F (1540.970000 sec): 3 clusters Score: Raw -837607.715996 + Penalty 4284.269115 = -833323.446881 nChanged 48 SP:Iteration 21Q (1541.170000 sec): 3 clusters Score: Raw -837626.745014 + Penalty 4284.269115 = -833342.475899 nChanged 51 SP:Iteration 22Q (1541.400000 sec): 3 clusters Score: Raw -837644.026262 + Penalty 4284.269115 = -833359.757147 nChanged 47 SP:Iteration 23Q (1541.590000 sec): 3 clusters Score: Raw -837659.263592 + Penalty 4284.269115 = -833374.994477 nChanged 42 SP:Iteration 24Q (1541.790000 sec): 3 clusters Score: Raw -837673.020620 + Penalty 4284.269115 = -833388.751505 nChanged 35 SP:Iteration 25Q (1541.990000 sec): 3 clusters Score: Raw -837684.556330 + Penalty 4284.269115 = -833400.287215 nChanged 32 SP:Iteration 26Q (1542.210000 sec): 3 clusters Score: Raw -837695.763931 + Penalty 4284.269115 = -833411.494816 nChanged 37 SP:Iteration 27Q (1542.380000 sec): 3 clusters Score: Raw -837706.176202 + Penalty 4284.269115 = -833421.907087 nChanged 27 SP:Iteration 28Q (1542.560000 sec): 3 clusters Score: Raw -837715.085506 + Penalty 4284.269115 = -833430.816391 nChanged 35 SP:Iteration 29Q (1542.750000 sec): 3 clusters Score: Raw -837726.690209 + Penalty 4284.269115 = -833442.421095 nChanged 29 SP:Iteration 30Q (1542.960000 sec): 3 clusters Score: Raw -837735.273513 + Penalty 4284.269115 = -833451.004398 nChanged 27 SP:Iteration 31Q (1543.130000 sec): 3 clusters Score: Raw -837744.543982 + Penalty 4284.269115 = -833460.274867 nChanged 24 SP:Iteration 32Q (1543.370000 sec): 3 clusters Score: Raw -837752.309404 + Penalty 4284.269115 = -833468.040289 nChanged 28 SP:Iteration 33Q (1543.560000 sec): 3 clusters Score: Raw -837760.866827 + Penalty 4284.269115 = -833476.597712 nChanged 24 SP:Iteration 34Q (1543.760000 sec): 3 clusters Score: Raw -837768.725843 + Penalty 4284.269115 = -833484.456728 nChanged 32 SP:Iteration 35Q (1543.980000 sec): 3 clusters Score: Raw -837778.674760 + Penalty 4284.269115 = -833494.405645 nChanged 31 SP:Iteration 36Q (1544.260000 sec): 3 clusters Score: Raw -837788.345501 + Penalty 4284.269115 = -833504.076386 nChanged 36 SP:Iteration 37Q (1544.400000 sec): 3 clusters Score: Raw -837799.815548 + Penalty 4284.269115 = -833515.546433 nChanged 34 SP:Iteration 38Q (1544.600000 sec): 3 clusters Score: Raw -837808.176821 + Penalty 4284.269115 = -833523.907707 nChanged 25 SP:Iteration 39Q (1544.790000 sec): 3 clusters Score: Raw -837816.525988 + Penalty 4284.269115 = -833532.256873 nChanged 24 SP:Iteration 40F (1545.000000 sec): 3 clusters Score: Raw -837823.790167 + Penalty 4284.269115 = -833539.521052 nChanged 32 SP:Iteration 41Q (1545.260000 sec): 3 clusters Score: Raw -837832.698153 + Penalty 4284.269115 = -833548.429038 nChanged 22 SP:Iteration 42Q (1545.440000 sec): 3 clusters Score: Raw -837838.145075 + Penalty 4284.269115 = -833553.875960 nChanged 22 SP:Iteration 43Q (1545.670000 sec): 3 clusters Score: Raw -837842.714044 + Penalty 4284.269115 = -833558.444930 nChanged 18 SP:Iteration 44Q (1545.920000 sec): 3 clusters Score: Raw -837847.641538 + Penalty 4284.269115 = -833563.372423 nChanged 21 SP:Iteration 45Q (1546.170000 sec): 3 clusters Score: Raw -837853.733518 + Penalty 4284.269115 = -833569.464403 nChanged 26 SP:Iteration 46Q (1546.340000 sec): 3 clusters Score: Raw -837862.202939 + Penalty 4284.269115 = -833577.933824 nChanged 27 SP:Iteration 47Q (1546.560000 sec): 3 clusters Score: Raw -837869.976721 + Penalty 4284.269115 = -833585.707606 nChanged 25 SP:Iteration 48Q (1546.760000 sec): 3 clusters Score: Raw -837876.769904 + Penalty 4284.269115 = -833592.500789 nChanged 24 SP:Iteration 49Q (1546.970000 sec): 3 clusters Score: Raw -837883.831464 + Penalty 4284.269115 = -833599.562349 nChanged 22 SP:Iteration 50Q (1547.170000 sec): 3 clusters Score: Raw -837890.920854 + Penalty 4284.269115 = -833606.651740 nChanged 34 SP:Iteration 51Q (1547.360000 sec): 3 clusters Score: Raw -837902.290007 + Penalty 4284.269115 = -833618.020892 nChanged 28 SP:Iteration 52Q (1547.570000 sec): 3 clusters Score: Raw -837914.180642 + Penalty 4284.269115 = -833629.911527 nChanged 28 SP:Iteration 53Q (1547.770000 sec): 3 clusters Score: Raw -837925.066049 + Penalty 4284.269115 = -833640.796934 nChanged 29 SP:Iteration 54Q (1547.950000 sec): 3 clusters Score: Raw -837935.166883 + Penalty 4284.269115 = -833650.897768 nChanged 41 SP:Iteration 55Q (1548.180000 sec): 3 clusters Score: Raw -837947.865300 + Penalty 4284.269115 = -833663.596185 nChanged 40 SP:Iteration 56Q (1548.360000 sec): 3 clusters Score: Raw -837960.829443 + Penalty 4284.269115 = -833676.560328 nChanged 34 SP:Iteration 57Q (1548.570000 sec): 3 clusters Score: Raw -837973.378280 + Penalty 4284.269115 = -833689.109165 nChanged 34 SP:Iteration 58Q (1548.810000 sec): 3 clusters Score: Raw -837986.467190 + Penalty 4284.269115 = -833702.198075 nChanged 40 SP:Iteration 59Q (1549.100000 sec): 3 clusters Score: Raw -838002.536887 + Penalty 4284.269115 = -833718.267772 nChanged 41 SP:Iteration 60F (1549.370000 sec): 3 clusters Score: Raw -838017.732071 + Penalty 4284.269115 = -833733.462956 nChanged 28 SP:Iteration 61Q (1549.610000 sec): 3 clusters Score: Raw -838026.954419 + Penalty 4284.269115 = -833742.685304 nChanged 26 SP:Iteration 62Q (1549.850000 sec): 3 clusters Score: Raw -838033.963903 + Penalty 4284.269115 = -833749.694788 nChanged 23 SP:Iteration 63Q (1550.140000 sec): 3 clusters Score: Raw -838039.744519 + Penalty 4284.269115 = -833755.475404 nChanged 15 SP:Iteration 64Q (1550.380000 sec): 3 clusters Score: Raw -838043.859459 + Penalty 4284.269115 = -833759.590344 nChanged 20 SP:Iteration 65Q (1550.630000 sec): 3 clusters Score: Raw -838049.154219 + Penalty 4284.269115 = -833764.885104 nChanged 17 SP:Iteration 66Q (1550.870000 sec): 3 clusters Score: Raw -838053.049840 + Penalty 4284.269115 = -833768.780725 nChanged 10 SP:Iteration 67Q (1551.100000 sec): 3 clusters Score: Raw -838056.200057 + Penalty 4284.269115 = -833771.930942 nChanged 13 SP:Iteration 68Q (1551.310000 sec): 3 clusters Score: Raw -838060.083403 + Penalty 4284.269115 = -833775.814288 nChanged 13 SP:Iteration 69Q (1551.540000 sec): 3 clusters Score: Raw -838063.128765 + Penalty 4284.269115 = -833778.859650 nChanged 3 SP:Iteration 70Q (1551.730000 sec): 3 clusters Score: Raw -838064.024001 + Penalty 4284.269115 = -833779.754886 nChanged 6 SP:Iteration 71Q (1551.990000 sec): 3 clusters Score: Raw -838065.075774 + Penalty 4284.269115 = -833780.806659 nChanged 3 SP:Iteration 72Q (1552.180000 sec): 3 clusters Score: Raw -838065.447365 + Penalty 4284.269115 = -833781.178251 nChanged 1 SP:Iteration 73Q (1552.410000 sec): 3 clusters Score: Raw -838065.615456 + Penalty 4284.269115 = -833781.346341 nChanged 0 SP:Iteration 74F (1552.600000 sec): 3 clusters Score: Raw -838065.615456 + Penalty 4284.269115 = -833781.346341 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 11 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1552.710000 sec): 2 clusters Score: Raw -123604.459048 + Penalty 1678.015545 = -121926.443503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.940000 sec): 3 clusters Score: Raw -123727.825829 + Penalty 3356.031090 = -120371.794738 nChanged 243 SP:Iteration 1F (1553.060000 sec): 3 clusters Score: Raw -124266.150057 + Penalty 3356.031090 = -120910.118966 nChanged 111 SP:Iteration 2F (1553.200000 sec): 3 clusters Score: Raw -125596.566796 + Penalty 3356.031090 = -122240.535705 nChanged 130 SP:Iteration 3F (1553.440000 sec): 3 clusters Score: Raw -126382.271558 + Penalty 3356.031090 = -123026.240467 nChanged 32 SP:Iteration 4Q (1553.600000 sec): 3 clusters Score: Raw -126544.134095 + Penalty 3356.031090 = -123188.103005 nChanged 10 SP:Iteration 5Q (1553.770000 sec): 3 clusters Score: Raw -126629.034570 + Penalty 3356.031090 = -123273.003479 nChanged 1 SP:Iteration 6Q (1553.890000 sec): 3 clusters Score: Raw -126635.924826 + Penalty 3356.031090 = -123279.893735 nChanged 1 SP:Iteration 7Q (1554.100000 sec): 3 clusters Score: Raw -126638.014151 + Penalty 3356.031090 = -123281.983061 nChanged 0 SP:Iteration 8F (1554.270000 sec): 3 clusters Score: Raw -126638.014151 + Penalty 3356.031090 = -123281.983061 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 12 (73700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1554.770000 sec): 2 clusters Score: Raw -11086301.768194 + Penalty 2779.524003 = -11083522.244191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.410000 sec): 3 clusters Score: Raw -11039756.096385 + Penalty 5559.048007 = -11034197.048378 nChanged 34596 SP:Iteration 1F (1555.990000 sec): 3 clusters Score: Raw -11059149.739766 + Penalty 5559.048007 = -11053590.691759 nChanged 2666 SP:Iteration 2Q (1556.580000 sec): 3 clusters Score: Raw -11059886.117379 + Penalty 5559.048007 = -11054327.069372 nChanged 2747 SP:Iteration 3Q (1557.180000 sec): 3 clusters Score: Raw -11060709.928889 + Penalty 5559.048007 = -11055150.880882 nChanged 2913 SP:Iteration 4Q (1557.780000 sec): 3 clusters Score: Raw -11061752.609459 + Penalty 5559.048007 = -11056193.561452 nChanged 3332 SP:Iteration 5Q (1558.380000 sec): 3 clusters Score: Raw -11063305.475099 + Penalty 5559.048007 = -11057746.427093 nChanged 4184 SP:Iteration 6F (1558.950000 sec): 3 clusters Score: Raw -11065763.417876 + Penalty 5559.048007 = -11060204.369870 nChanged 5114 SP:Iteration 7F (1559.530000 sec): 3 clusters Score: Raw -11069546.762496 + Penalty 5559.048007 = -11063987.714490 nChanged 5796 SP:Iteration 8F (1560.030000 sec): 3 clusters Score: Raw -11074612.392526 + Penalty 5559.048007 = -11069053.344519 nChanged 5404 SP:Iteration 9F (1560.560000 sec): 3 clusters Score: Raw -11079741.259737 + Penalty 5559.048007 = -11074182.211730 nChanged 3840 SP:Iteration 10F (1561.180000 sec): 3 clusters Score: Raw -11083390.287399 + Penalty 5559.048007 = -11077831.239392 nChanged 2038 SP:Iteration 11Q (1561.690000 sec): 3 clusters Score: Raw -11085265.398059 + Penalty 5559.048007 = -11079706.350052 nChanged 873 SP:Iteration 12Q (1562.220000 sec): 3 clusters Score: Raw -11086023.596167 + Penalty 5559.048007 = -11080464.548161 nChanged 333 SP:Iteration 13Q (1562.740000 sec): 3 clusters Score: Raw -11086323.908161 + Penalty 5559.048007 = -11080764.860154 nChanged 131 SP:Iteration 14Q (1563.300000 sec): 3 clusters Score: Raw -11086454.610742 + Penalty 5559.048007 = -11080895.562735 nChanged 59 SP:Iteration 15Q (1563.880000 sec): 3 clusters Score: Raw -11086509.343395 + Penalty 5559.048007 = -11080950.295388 nChanged 33 SP:Iteration 16Q (1564.420000 sec): 3 clusters Score: Raw -11086542.433089 + Penalty 5559.048007 = -11080983.385082 nChanged 19 SP:Iteration 17Q (1564.910000 sec): 3 clusters Score: Raw -11086563.198678 + Penalty 5559.048007 = -11081004.150671 nChanged 17 SP:Iteration 18Q (1565.420000 sec): 3 clusters Score: Raw -11086581.966588 + Penalty 5559.048007 = -11081022.918581 nChanged 12 SP:Iteration 19Q (1565.920000 sec): 3 clusters Score: Raw -11086598.785178 + Penalty 5559.048007 = -11081039.737171 nChanged 12 SP:Iteration 20F (1566.440000 sec): 3 clusters Score: Raw -11086613.851711 + Penalty 5559.048007 = -11081054.803704 nChanged 9 SP:Iteration 21Q (1567.010000 sec): 3 clusters Score: Raw -11086622.936380 + Penalty 5559.048007 = -11081063.888374 nChanged 8 SP:Iteration 22Q (1567.500000 sec): 3 clusters Score: Raw -11086632.655010 + Penalty 5559.048007 = -11081073.607003 nChanged 7 SP:Iteration 23Q (1568.140000 sec): 3 clusters Score: Raw -11086640.066704 + Penalty 5559.048007 = -11081081.018697 nChanged 7 SP:Iteration 24Q (1568.660000 sec): 3 clusters Score: Raw -11086648.376063 + Penalty 5559.048007 = -11081089.328056 nChanged 6 SP:Iteration 25Q (1569.230000 sec): 3 clusters Score: Raw -11086654.040820 + Penalty 5559.048007 = -11081094.992814 nChanged 3 SP:Iteration 26Q (1569.780000 sec): 3 clusters Score: Raw -11086657.625665 + Penalty 5559.048007 = -11081098.577658 nChanged 5 SP:Iteration 27Q (1570.290000 sec): 3 clusters Score: Raw -11086662.208458 + Penalty 5559.048007 = -11081103.160451 nChanged 1 SP:Iteration 28Q (1570.870000 sec): 3 clusters Score: Raw -11086663.306853 + Penalty 5559.048007 = -11081104.258847 nChanged 1 SP:Iteration 29Q (1571.410000 sec): 3 clusters Score: Raw -11086664.015367 + Penalty 5559.048007 = -11081104.967360 nChanged 0 SP:Iteration 30F (1571.990000 sec): 3 clusters Score: Raw -11086664.015367 + Penalty 5559.048007 = -11081104.967360 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 13 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.110000 sec): 2 clusters Score: Raw -61690.638252 + Penalty 1532.644130 = -60157.994122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.310000 sec): 3 clusters Score: Raw -62066.074626 + Penalty 3065.288260 = -59000.786366 nChanged 139 SP:Iteration 1F (1572.510000 sec): 3 clusters Score: Raw -62571.494668 + Penalty 3065.288260 = -59506.206408 nChanged 57 SP:Iteration 2F (1572.680000 sec): 3 clusters Score: Raw -62839.027945 + Penalty 3065.288260 = -59773.739685 nChanged 28 SP:Iteration 3F (1572.880000 sec): 3 clusters Score: Raw -62994.260837 + Penalty 3065.288260 = -59928.972577 nChanged 9 SP:Iteration 4Q (1573.040000 sec): 3 clusters Score: Raw -63151.414840 + Penalty 3065.288260 = -60086.126579 nChanged 8 SP:Iteration 5Q (1573.210000 sec): 3 clusters Score: Raw -63218.093414 + Penalty 3065.288260 = -60152.805153 nChanged 4 SP:Iteration 6Q (1573.400000 sec): 3 clusters Score: Raw -63260.751752 + Penalty 3065.288260 = -60195.463492 nChanged 1 SP:Iteration 7Q (1573.570000 sec): 3 clusters Score: Raw -63266.703039 + Penalty 3065.288260 = -60201.414779 nChanged 0 SP:Iteration 8F (1573.800000 sec): 3 clusters Score: Raw -63268.015584 + Penalty 3065.288260 = -60202.727323 nChanged 1 SP:Iteration 9Q (1573.970000 sec): 3 clusters Score: Raw -63275.677312 + Penalty 3065.288260 = -60210.389052 nChanged 0 SP:Iteration 10F (1574.170000 sec): 3 clusters Score: Raw -63275.677312 + Penalty 3065.288260 = -60210.389052 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 14 (16241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1574.370000 sec): 2 clusters Score: Raw -2452926.949567 + Penalty 2404.432959 = -2450522.516608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1574.630000 sec): 3 clusters Score: Raw -2443641.837496 + Penalty 4808.865917 = -2438832.971579 nChanged 7015 SP:Iteration 1F (1574.920000 sec): 3 clusters Score: Raw -2447425.200558 + Penalty 4808.865917 = -2442616.334641 nChanged 874 SP:Iteration 2F (1575.180000 sec): 3 clusters Score: Raw -2447763.126020 + Penalty 4808.865917 = -2442954.260103 nChanged 763 SP:Iteration 3Q (1575.380000 sec): 3 clusters Score: Raw -2448052.624167 + Penalty 4808.865917 = -2443243.758249 nChanged 699 SP:Iteration 4Q (1575.680000 sec): 3 clusters Score: Raw -2448321.341014 + Penalty 4808.865917 = -2443512.475097 nChanged 646 SP:Iteration 5Q (1575.950000 sec): 3 clusters Score: Raw -2448588.131540 + Penalty 4808.865917 = -2443779.265623 nChanged 631 SP:Iteration 6Q (1576.280000 sec): 3 clusters Score: Raw -2448883.813792 + Penalty 4808.865917 = -2444074.947874 nChanged 718 SP:Iteration 7Q (1576.500000 sec): 3 clusters Score: Raw -2449279.056066 + Penalty 4808.865917 = -2444470.190148 nChanged 813 SP:Iteration 8F (1576.770000 sec): 3 clusters Score: Raw -2449790.987676 + Penalty 4808.865917 = -2444982.121758 nChanged 887 SP:Iteration 9F (1577.060000 sec): 3 clusters Score: Raw -2450418.944238 + Penalty 4808.865917 = -2445610.078320 nChanged 904 SP:Iteration 10F (1577.350000 sec): 3 clusters Score: Raw -2451137.354849 + Penalty 4808.865917 = -2446328.488932 nChanged 768 SP:Iteration 11Q (1577.620000 sec): 3 clusters Score: Raw -2451773.144015 + Penalty 4808.865917 = -2446964.278098 nChanged 609 SP:Iteration 12Q (1577.890000 sec): 3 clusters Score: Raw -2452318.966290 + Penalty 4808.865917 = -2447510.100373 nChanged 405 SP:Iteration 13Q (1578.160000 sec): 3 clusters Score: Raw -2452665.103325 + Penalty 4808.865917 = -2447856.237407 nChanged 245 SP:Iteration 14Q (1578.430000 sec): 3 clusters Score: Raw -2452858.995851 + Penalty 4808.865917 = -2448050.129934 nChanged 147 SP:Iteration 15Q (1578.680000 sec): 3 clusters Score: Raw -2452980.832009 + Penalty 4808.865917 = -2448171.966092 nChanged 93 SP:Iteration 16Q (1578.960000 sec): 3 clusters Score: Raw -2453056.904535 + Penalty 4808.865917 = -2448248.038618 nChanged 53 SP:Iteration 17Q (1579.200000 sec): 3 clusters Score: Raw -2453101.321445 + Penalty 4808.865917 = -2448292.455528 nChanged 42 SP:Iteration 18Q (1579.510000 sec): 3 clusters Score: Raw -2453135.661946 + Penalty 4808.865917 = -2448326.796028 nChanged 32 SP:Iteration 19Q (1579.770000 sec): 3 clusters Score: Raw -2453163.715453 + Penalty 4808.865917 = -2448354.849536 nChanged 22 SP:Iteration 20F (1580.010000 sec): 3 clusters Score: Raw -2453185.459135 + Penalty 4808.865917 = -2448376.593217 nChanged 20 SP:Iteration 21Q (1580.290000 sec): 3 clusters Score: Raw -2453203.131314 + Penalty 4808.865917 = -2448394.265396 nChanged 14 SP:Iteration 22Q (1580.540000 sec): 3 clusters Score: Raw -2453212.960033 + Penalty 4808.865917 = -2448404.094115 nChanged 10 SP:Iteration 23Q (1580.780000 sec): 3 clusters Score: Raw -2453222.170473 + Penalty 4808.865917 = -2448413.304556 nChanged 10 SP:Iteration 24Q (1581.090000 sec): 3 clusters Score: Raw -2453232.092598 + Penalty 4808.865917 = -2448423.226681 nChanged 7 SP:Iteration 25Q (1581.360000 sec): 3 clusters Score: Raw -2453237.158166 + Penalty 4808.865917 = -2448428.292248 nChanged 4 SP:Iteration 26Q (1581.620000 sec): 3 clusters Score: Raw -2453239.971989 + Penalty 4808.865917 = -2448431.106071 nChanged 2 SP:Iteration 27Q (1581.920000 sec): 3 clusters Score: Raw -2453242.119360 + Penalty 4808.865917 = -2448433.253443 nChanged 3 SP:Iteration 28Q (1582.200000 sec): 3 clusters Score: Raw -2453247.039346 + Penalty 4808.865917 = -2448438.173429 nChanged 3 SP:Iteration 29Q (1582.470000 sec): 3 clusters Score: Raw -2453250.753175 + Penalty 4808.865917 = -2448441.887257 nChanged 1 SP:Iteration 30Q (1582.750000 sec): 3 clusters Score: Raw -2453253.060805 + Penalty 4808.865917 = -2448444.194887 nChanged 1 SP:Iteration 31Q (1583.060000 sec): 3 clusters Score: Raw -2453254.817908 + Penalty 4808.865917 = -2448445.951991 nChanged 2 SP:Iteration 32Q (1583.270000 sec): 3 clusters Score: Raw -2453256.079433 + Penalty 4808.865917 = -2448447.213516 nChanged 1 SP:Iteration 33Q (1583.570000 sec): 3 clusters Score: Raw -2453256.825299 + Penalty 4808.865917 = -2448447.959382 nChanged 0 SP:Iteration 34F (1583.850000 sec): 3 clusters Score: Raw -2453256.825299 + Penalty 4808.865917 = -2448447.959382 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 15 (1566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1583.920000 sec): 2 clusters Score: Raw -232922.739067 + Penalty 1824.357409 = -231098.381658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1584.140000 sec): 3 clusters Score: Raw -232343.550120 + Penalty 3648.714819 = -228694.835301 nChanged 486 SP:Iteration 1F (1584.280000 sec): 3 clusters Score: Raw -232700.380892 + Penalty 3648.714819 = -229051.666073 nChanged 101 SP:Iteration 2F (1584.480000 sec): 3 clusters Score: Raw -232789.492501 + Penalty 3648.714819 = -229140.777682 nChanged 44 SP:Iteration 3Q (1584.640000 sec): 3 clusters Score: Raw -232821.400100 + Penalty 3648.714819 = -229172.685281 nChanged 27 SP:Iteration 4Q (1584.840000 sec): 3 clusters Score: Raw -232840.642649 + Penalty 3648.714819 = -229191.927830 nChanged 17 SP:Iteration 5Q (1585.060000 sec): 3 clusters Score: Raw -232859.210970 + Penalty 3648.714819 = -229210.496151 nChanged 23 SP:Iteration 6Q (1585.250000 sec): 3 clusters Score: Raw -232880.581822 + Penalty 3648.714819 = -229231.867003 nChanged 11 SP:Iteration 7Q (1585.420000 sec): 3 clusters Score: Raw -232889.757756 + Penalty 3648.714819 = -229241.042938 nChanged 11 SP:Iteration 8Q (1585.630000 sec): 3 clusters Score: Raw -232897.893455 + Penalty 3648.714819 = -229249.178637 nChanged 15 SP:Iteration 9Q (1585.800000 sec): 3 clusters Score: Raw -232914.040086 + Penalty 3648.714819 = -229265.325267 nChanged 18 SP:Iteration 10Q (1585.980000 sec): 3 clusters Score: Raw -232926.493652 + Penalty 3648.714819 = -229277.778833 nChanged 12 SP:Iteration 11Q (1586.160000 sec): 3 clusters Score: Raw -232936.251544 + Penalty 3648.714819 = -229287.536725 nChanged 8 SP:Iteration 12Q (1586.340000 sec): 3 clusters Score: Raw -232944.893101 + Penalty 3648.714819 = -229296.178282 nChanged 5 SP:Iteration 13Q (1586.520000 sec): 3 clusters Score: Raw -232948.269065 + Penalty 3648.714819 = -229299.554246 nChanged 6 SP:Iteration 14Q (1586.700000 sec): 3 clusters Score: Raw -232952.088707 + Penalty 3648.714819 = -229303.373888 nChanged 1 SP:Iteration 15Q (1586.830000 sec): 3 clusters Score: Raw -232952.668179 + Penalty 3648.714819 = -229303.953361 nChanged 1 SP:Iteration 16Q (1587.000000 sec): 3 clusters Score: Raw -232955.310930 + Penalty 3648.714819 = -229306.596111 nChanged 3 SP:Iteration 17Q (1587.160000 sec): 3 clusters Score: Raw -232958.972271 + Penalty 3648.714819 = -229310.257452 nChanged 2 SP:Iteration 18Q (1587.350000 sec): 3 clusters Score: Raw -232959.878324 + Penalty 3648.714819 = -229311.163506 nChanged 3 SP:Iteration 19Q (1587.530000 sec): 3 clusters Score: Raw -232960.919099 + Penalty 3648.714819 = -229312.204280 nChanged 2 SP:Iteration 20F (1587.740000 sec): 3 clusters Score: Raw -232962.746790 + Penalty 3648.714819 = -229314.031971 nChanged 2 SP:Iteration 21Q (1587.960000 sec): 3 clusters Score: Raw -232963.905983 + Penalty 3648.714819 = -229315.191164 nChanged 2 SP:Iteration 22Q (1588.120000 sec): 3 clusters Score: Raw -232964.785366 + Penalty 3648.714819 = -229316.070547 nChanged 1 SP:Iteration 23Q (1588.310000 sec): 3 clusters Score: Raw -232966.158363 + Penalty 3648.714819 = -229317.443544 nChanged 5 SP:Iteration 24Q (1588.470000 sec): 3 clusters Score: Raw -232969.428868 + Penalty 3648.714819 = -229320.714049 nChanged 3 SP:Iteration 25Q (1588.670000 sec): 3 clusters Score: Raw -232971.240862 + Penalty 3648.714819 = -229322.526043 nChanged 1 SP:Iteration 26Q (1588.840000 sec): 3 clusters Score: Raw -232971.972043 + Penalty 3648.714819 = -229323.257224 nChanged 1 SP:Iteration 27Q (1589.030000 sec): 3 clusters Score: Raw -232973.001431 + Penalty 3648.714819 = -229324.286612 nChanged 0 SP:Iteration 28F (1589.180000 sec): 3 clusters Score: Raw -232973.001431 + Penalty 3648.714819 = -229324.286612 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 16 (6605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.340000 sec): 2 clusters Score: Raw -951379.143391 + Penalty 2181.304390 = -949197.839001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.530000 sec): 3 clusters Score: Raw -948054.946249 + Penalty 4362.608780 = -943692.337469 nChanged 2598 SP:Iteration 1F (1589.770000 sec): 3 clusters Score: Raw -949628.166810 + Penalty 4362.608780 = -945265.558031 nChanged 556 SP:Iteration 2F (1590.010000 sec): 3 clusters Score: Raw -950206.921425 + Penalty 4362.608780 = -945844.312646 nChanged 568 SP:Iteration 3F (1590.210000 sec): 3 clusters Score: Raw -950809.072005 + Penalty 4362.608780 = -946446.463226 nChanged 603 SP:Iteration 4F (1590.500000 sec): 3 clusters Score: Raw -951422.070624 + Penalty 4362.608780 = -947059.461845 nChanged 519 SP:Iteration 5F (1590.720000 sec): 3 clusters Score: Raw -951871.187633 + Penalty 4362.608780 = -947508.578853 nChanged 366 SP:Iteration 6F (1590.910000 sec): 3 clusters Score: Raw -952155.103041 + Penalty 4362.608780 = -947792.494261 nChanged 238 SP:Iteration 7Q (1591.100000 sec): 3 clusters Score: Raw -952305.137368 + Penalty 4362.608780 = -947942.528589 nChanged 148 SP:Iteration 8Q (1591.340000 sec): 3 clusters Score: Raw -952384.632574 + Penalty 4362.608780 = -948022.023795 nChanged 100 SP:Iteration 9Q (1591.520000 sec): 3 clusters Score: Raw -952429.520563 + Penalty 4362.608780 = -948066.911783 nChanged 70 SP:Iteration 10Q (1591.730000 sec): 3 clusters Score: Raw -952461.900083 + Penalty 4362.608780 = -948099.291303 nChanged 53 SP:Iteration 11Q (1591.920000 sec): 3 clusters Score: Raw -952481.979925 + Penalty 4362.608780 = -948119.371146 nChanged 37 SP:Iteration 12Q (1592.090000 sec): 3 clusters Score: Raw -952494.670180 + Penalty 4362.608780 = -948132.061401 nChanged 23 SP:Iteration 13Q (1592.300000 sec): 3 clusters Score: Raw -952504.009361 + Penalty 4362.608780 = -948141.400582 nChanged 17 SP:Iteration 14Q (1592.520000 sec): 3 clusters Score: Raw -952509.301615 + Penalty 4362.608780 = -948146.692835 nChanged 9 SP:Iteration 15Q (1592.740000 sec): 3 clusters Score: Raw -952511.946353 + Penalty 4362.608780 = -948149.337573 nChanged 4 SP:Iteration 16Q (1592.930000 sec): 3 clusters Score: Raw -952512.806190 + Penalty 4362.608780 = -948150.197410 nChanged 5 SP:Iteration 17Q (1593.140000 sec): 3 clusters Score: Raw -952514.360317 + Penalty 4362.608780 = -948151.751538 nChanged 4 SP:Iteration 18Q (1593.340000 sec): 3 clusters Score: Raw -952515.222597 + Penalty 4362.608780 = -948152.613817 nChanged 3 SP:Iteration 19Q (1593.590000 sec): 3 clusters Score: Raw -952516.083207 + Penalty 4362.608780 = -948153.474428 nChanged 2 SP:Iteration 20F (1593.820000 sec): 3 clusters Score: Raw -952516.615006 + Penalty 4362.608780 = -948154.006226 nChanged 2 SP:Iteration 21Q (1594.080000 sec): 3 clusters Score: Raw -952517.155166 + Penalty 4362.608780 = -948154.546386 nChanged 1 SP:Iteration 22Q (1594.330000 sec): 3 clusters Score: Raw -952517.268914 + Penalty 4362.608780 = -948154.660134 nChanged 0 SP:Iteration 23F (1594.590000 sec): 3 clusters Score: Raw -952517.268914 + Penalty 4362.608780 = -948154.660134 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 17 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1594.690000 sec): 2 clusters Score: Raw -165314.853462 + Penalty 1739.227916 = -163575.625546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1594.840000 sec): 3 clusters Score: Raw -165021.563035 + Penalty 3478.455832 = -161543.107203 nChanged 282 SP:Iteration 1F (1595.010000 sec): 3 clusters Score: Raw -165341.897641 + Penalty 3478.455832 = -161863.441809 nChanged 75 SP:Iteration 2F (1595.230000 sec): 3 clusters Score: Raw -165431.405120 + Penalty 3478.455832 = -161952.949288 nChanged 44 SP:Iteration 3Q (1595.430000 sec): 3 clusters Score: Raw -165477.589218 + Penalty 3478.455832 = -161999.133386 nChanged 25 SP:Iteration 4Q (1595.620000 sec): 3 clusters Score: Raw -165513.891322 + Penalty 3478.455832 = -162035.435491 nChanged 16 SP:Iteration 5Q (1595.760000 sec): 3 clusters Score: Raw -165539.368345 + Penalty 3478.455832 = -162060.912513 nChanged 18 SP:Iteration 6Q (1595.940000 sec): 3 clusters Score: Raw -165561.140092 + Penalty 3478.455832 = -162082.684261 nChanged 8 SP:Iteration 7Q (1596.100000 sec): 3 clusters Score: Raw -165569.115579 + Penalty 3478.455832 = -162090.659748 nChanged 3 SP:Iteration 8Q (1596.280000 sec): 3 clusters Score: Raw -165571.889077 + Penalty 3478.455832 = -162093.433246 nChanged 4 SP:Iteration 9Q (1596.470000 sec): 3 clusters Score: Raw -165577.281544 + Penalty 3478.455832 = -162098.825712 nChanged 0 SP:Iteration 10F (1596.620000 sec): 3 clusters Score: Raw -165577.281544 + Penalty 3478.455832 = -162098.825712 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 18 (793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.720000 sec): 2 clusters Score: Raw -96679.702189 + Penalty 1655.604159 = -95024.098030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.900000 sec): 3 clusters Score: Raw -96721.453373 + Penalty 3311.208318 = -93410.245055 nChanged 208 SP:Iteration 1F (1597.010000 sec): 3 clusters Score: Raw -97467.714171 + Penalty 3311.208318 = -94156.505853 nChanged 104 SP:Iteration 2F (1597.190000 sec): 3 clusters Score: Raw -98076.502141 + Penalty 3311.208318 = -94765.293824 nChanged 74 SP:Iteration 3F (1597.310000 sec): 3 clusters Score: Raw -98546.603179 + Penalty 3311.208318 = -95235.394861 nChanged 64 SP:Iteration 4F (1597.480000 sec): 3 clusters Score: Raw -98848.190133 + Penalty 3311.208318 = -95536.981816 nChanged 46 SP:Iteration 5F (1597.670000 sec): 3 clusters Score: Raw -99126.471711 + Penalty 3311.208318 = -95815.263393 nChanged 41 SP:Iteration 6F (1597.850000 sec): 3 clusters Score: Raw -99506.528703 + Penalty 3311.208318 = -96195.320385 nChanged 20 SP:Iteration 7Q (1598.060000 sec): 3 clusters Score: Raw -99656.934249 + Penalty 3311.208318 = -96345.725931 nChanged 9 SP:Iteration 8Q (1598.250000 sec): 3 clusters Score: Raw -99755.400712 + Penalty 3311.208318 = -96444.192394 nChanged 1 SP:Iteration 9Q (1598.430000 sec): 3 clusters Score: Raw -99772.001535 + Penalty 3311.208318 = -96460.793217 nChanged 0 SP:Iteration 10F (1598.670000 sec): 3 clusters Score: Raw -99772.001535 + Penalty 3311.208318 = -96460.793217 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 19 (62993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.110000 sec): 2 clusters Score: Raw -9255230.036102 + Penalty 2740.593164 = -9252489.442938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.640000 sec): 3 clusters Score: Raw -9215622.282962 + Penalty 5481.186328 = -9210141.096634 nChanged 29383 SP:Iteration 1F (1600.170000 sec): 3 clusters Score: Raw -9232227.653751 + Penalty 5481.186328 = -9226746.467422 nChanged 2397 SP:Iteration 2Q (1600.720000 sec): 3 clusters Score: Raw -9232914.054271 + Penalty 5481.186328 = -9227432.867943 nChanged 2359 SP:Iteration 3Q (1601.220000 sec): 3 clusters Score: Raw -9233755.747277 + Penalty 5481.186328 = -9228274.560949 nChanged 2600 SP:Iteration 4Q (1601.740000 sec): 3 clusters Score: Raw -9234962.420438 + Penalty 5481.186328 = -9229481.234110 nChanged 3039 SP:Iteration 5Q (1602.290000 sec): 3 clusters Score: Raw -9236756.751796 + Penalty 5481.186328 = -9231275.565467 nChanged 3536 SP:Iteration 6F (1602.780000 sec): 3 clusters Score: Raw -9239380.233256 + Penalty 5481.186328 = -9233899.046927 nChanged 4142 SP:Iteration 7F (1603.250000 sec): 3 clusters Score: Raw -9242908.760070 + Penalty 5481.186328 = -9237427.573742 nChanged 4096 SP:Iteration 8F (1603.770000 sec): 3 clusters Score: Raw -9246528.734427 + Penalty 5481.186328 = -9241047.548098 nChanged 3590 SP:Iteration 9F (1604.260000 sec): 3 clusters Score: Raw -9249672.667282 + Penalty 5481.186328 = -9244191.480954 nChanged 2701 SP:Iteration 10Q (1604.820000 sec): 3 clusters Score: Raw -9251905.428653 + Penalty 5481.186328 = -9246424.242325 nChanged 1840 SP:Iteration 11Q (1605.350000 sec): 3 clusters Score: Raw -9253296.810387 + Penalty 5481.186328 = -9247815.624059 nChanged 1251 SP:Iteration 12Q (1605.920000 sec): 3 clusters Score: Raw -9254196.275591 + Penalty 5481.186328 = -9248715.089263 nChanged 757 SP:Iteration 13Q (1606.400000 sec): 3 clusters Score: Raw -9254720.583877 + Penalty 5481.186328 = -9249239.397548 nChanged 503 SP:Iteration 14Q (1606.920000 sec): 3 clusters Score: Raw -9255051.363903 + Penalty 5481.186328 = -9249570.177575 nChanged 326 SP:Iteration 15Q (1607.420000 sec): 3 clusters Score: Raw -9255261.727023 + Penalty 5481.186328 = -9249780.540695 nChanged 210 SP:Iteration 16Q (1607.900000 sec): 3 clusters Score: Raw -9255392.225263 + Penalty 5481.186328 = -9249911.038934 nChanged 124 SP:Iteration 17Q (1608.340000 sec): 3 clusters Score: Raw -9255464.650948 + Penalty 5481.186328 = -9249983.464619 nChanged 101 SP:Iteration 18Q (1608.840000 sec): 3 clusters Score: Raw -9255529.314586 + Penalty 5481.186328 = -9250048.128257 nChanged 82 SP:Iteration 19Q (1609.260000 sec): 3 clusters Score: Raw -9255578.093098 + Penalty 5481.186328 = -9250096.906770 nChanged 68 SP:Iteration 20F (1609.770000 sec): 3 clusters Score: Raw -9255611.017060 + Penalty 5481.186328 = -9250129.830732 nChanged 46 SP:Iteration 21Q (1610.180000 sec): 3 clusters Score: Raw -9255637.495666 + Penalty 5481.186328 = -9250156.309337 nChanged 40 SP:Iteration 22Q (1610.730000 sec): 3 clusters Score: Raw -9255654.792830 + Penalty 5481.186328 = -9250173.606501 nChanged 26 SP:Iteration 23Q (1611.200000 sec): 3 clusters Score: Raw -9255666.469583 + Penalty 5481.186328 = -9250185.283254 nChanged 29 SP:Iteration 24Q (1611.690000 sec): 3 clusters Score: Raw -9255678.988600 + Penalty 5481.186328 = -9250197.802272 nChanged 22 SP:Iteration 25Q (1612.220000 sec): 3 clusters Score: Raw -9255689.061861 + Penalty 5481.186328 = -9250207.875533 nChanged 15 SP:Iteration 26Q (1612.680000 sec): 3 clusters Score: Raw -9255695.994717 + Penalty 5481.186328 = -9250214.808389 nChanged 11 SP:Iteration 27Q (1613.170000 sec): 3 clusters Score: Raw -9255701.467340 + Penalty 5481.186328 = -9250220.281011 nChanged 7 SP:Iteration 28Q (1613.580000 sec): 3 clusters Score: Raw -9255704.913759 + Penalty 5481.186328 = -9250223.727431 nChanged 10 SP:Iteration 29Q (1614.020000 sec): 3 clusters Score: Raw -9255709.174060 + Penalty 5481.186328 = -9250227.987732 nChanged 8 SP:Iteration 30Q (1614.530000 sec): 3 clusters Score: Raw -9255713.966697 + Penalty 5481.186328 = -9250232.780368 nChanged 11 SP:Iteration 31Q (1615.050000 sec): 3 clusters Score: Raw -9255720.481852 + Penalty 5481.186328 = -9250239.295523 nChanged 9 SP:Iteration 32Q (1615.590000 sec): 3 clusters Score: Raw -9255724.640933 + Penalty 5481.186328 = -9250243.454605 nChanged 10 SP:Iteration 33Q (1616.110000 sec): 3 clusters Score: Raw -9255730.011974 + Penalty 5481.186328 = -9250248.825646 nChanged 12 SP:Iteration 34Q (1616.560000 sec): 3 clusters Score: Raw -9255735.650624 + Penalty 5481.186328 = -9250254.464296 nChanged 10 SP:Iteration 35Q (1617.070000 sec): 3 clusters Score: Raw -9255739.883496 + Penalty 5481.186328 = -9250258.697168 nChanged 7 SP:Iteration 36Q (1617.570000 sec): 3 clusters Score: Raw -9255743.079700 + Penalty 5481.186328 = -9250261.893371 nChanged 9 SP:Iteration 37Q (1618.010000 sec): 3 clusters Score: Raw -9255747.141645 + Penalty 5481.186328 = -9250265.955317 nChanged 4 SP:Iteration 38Q (1618.500000 sec): 3 clusters Score: Raw -9255749.526456 + Penalty 5481.186328 = -9250268.340128 nChanged 4 SP:Iteration 39Q (1618.960000 sec): 3 clusters Score: Raw -9255751.416731 + Penalty 5481.186328 = -9250270.230403 nChanged 6 SP:Iteration 40F (1619.510000 sec): 3 clusters Score: Raw -9255753.865618 + Penalty 5481.186328 = -9250272.679290 nChanged 4 SP:Iteration 41Q (1619.960000 sec): 3 clusters Score: Raw -9255755.378356 + Penalty 5481.186328 = -9250274.192028 nChanged 2 SP:Iteration 42Q (1620.450000 sec): 3 clusters Score: Raw -9255756.180076 + Penalty 5481.186328 = -9250274.993748 nChanged 2 SP:Iteration 43Q (1620.930000 sec): 3 clusters Score: Raw -9255756.994960 + Penalty 5481.186328 = -9250275.808631 nChanged 2 SP:Iteration 44Q (1621.390000 sec): 3 clusters Score: Raw -9255758.103513 + Penalty 5481.186328 = -9250276.917184 nChanged 4 SP:Iteration 45Q (1621.840000 sec): 3 clusters Score: Raw -9255759.536437 + Penalty 5481.186328 = -9250278.350108 nChanged 2 SP:Iteration 46Q (1622.320000 sec): 3 clusters Score: Raw -9255760.781527 + Penalty 5481.186328 = -9250279.595198 nChanged 2 SP:Iteration 47Q (1622.870000 sec): 3 clusters Score: Raw -9255761.560379 + Penalty 5481.186328 = -9250280.374051 nChanged 1 SP:Iteration 48Q (1623.470000 sec): 3 clusters Score: Raw -9255762.049813 + Penalty 5481.186328 = -9250280.863485 nChanged 1 SP:Iteration 49Q (1623.940000 sec): 3 clusters Score: Raw -9255762.341356 + Penalty 5481.186328 = -9250281.155028 nChanged 1 SP:Iteration 50Q (1624.430000 sec): 3 clusters Score: Raw -9255762.943832 + Penalty 5481.186328 = -9250281.757504 nChanged 0 SP:Iteration 51F (1624.960000 sec): 3 clusters Score: Raw -9255762.943832 + Penalty 5481.186328 = -9250281.757504 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 20 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.080000 sec): 2 clusters Score: Raw -202355.492799 + Penalty 1807.315039 = -200548.177760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1625.300000 sec): 3 clusters Score: Raw -201865.665549 + Penalty 3614.630078 = -198251.035471 nChanged 454 SP:Iteration 1F (1625.460000 sec): 3 clusters Score: Raw -202402.423840 + Penalty 3614.630078 = -198787.793763 nChanged 146 SP:Iteration 2F (1625.650000 sec): 3 clusters Score: Raw -202639.492620 + Penalty 3614.630078 = -199024.862542 nChanged 117 SP:Iteration 3F (1625.820000 sec): 3 clusters Score: Raw -202929.694228 + Penalty 3614.630078 = -199315.064151 nChanged 122 SP:Iteration 4F (1626.010000 sec): 3 clusters Score: Raw -203477.589356 + Penalty 3614.630078 = -199862.959278 nChanged 129 SP:Iteration 5F (1626.220000 sec): 3 clusters Score: Raw -203946.463774 + Penalty 3614.630078 = -200331.833697 nChanged 93 SP:Iteration 6F (1626.420000 sec): 3 clusters Score: Raw -204248.881314 + Penalty 3614.630078 = -200634.251237 nChanged 60 SP:Iteration 7Q (1626.660000 sec): 3 clusters Score: Raw -204427.457031 + Penalty 3614.630078 = -200812.826953 nChanged 37 SP:Iteration 8Q (1626.850000 sec): 3 clusters Score: Raw -204555.648607 + Penalty 3614.630078 = -200941.018529 nChanged 27 SP:Iteration 9Q (1627.040000 sec): 3 clusters Score: Raw -204641.832980 + Penalty 3614.630078 = -201027.202902 nChanged 17 SP:Iteration 10Q (1627.230000 sec): 3 clusters Score: Raw -204682.493784 + Penalty 3614.630078 = -201067.863707 nChanged 11 SP:Iteration 11Q (1627.380000 sec): 3 clusters Score: Raw -204699.795193 + Penalty 3614.630078 = -201085.165115 nChanged 6 SP:Iteration 12Q (1627.540000 sec): 3 clusters Score: Raw -204707.104864 + Penalty 3614.630078 = -201092.474787 nChanged 5 SP:Iteration 13Q (1627.740000 sec): 3 clusters Score: Raw -204711.638222 + Penalty 3614.630078 = -201097.008144 nChanged 1 SP:Iteration 14Q (1627.930000 sec): 3 clusters Score: Raw -204713.047811 + Penalty 3614.630078 = -201098.417734 nChanged 4 SP:Iteration 15Q (1628.130000 sec): 3 clusters Score: Raw -204718.375825 + Penalty 3614.630078 = -201103.745747 nChanged 2 SP:Iteration 16Q (1628.370000 sec): 3 clusters Score: Raw -204720.043896 + Penalty 3614.630078 = -201105.413818 nChanged 1 SP:Iteration 17Q (1628.520000 sec): 3 clusters Score: Raw -204720.841639 + Penalty 3614.630078 = -201106.211561 nChanged 0 SP:Iteration 18F (1628.670000 sec): 3 clusters Score: Raw -204720.841639 + Penalty 3614.630078 = -201106.211561 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Deleting Class 23 (49 points): Lose 2241.845153 but Gain 3354.094649 Iteration 59Q (1661.210000 sec): 26 clusters Score: Raw -109995263.612125 + Penalty 83852.366236 = -109911411.245889 nChanged 428 Iteration 60F (1697.500000 sec): 26 clusters Score: Raw -109996002.560339 + Penalty 83852.366236 = -109912150.194104 nChanged 581 Iteration 61Q (1717.680000 sec): 26 clusters Score: Raw -109996613.918886 + Penalty 83852.366236 = -109912761.552650 nChanged 509 Iteration 62Q (1738.130000 sec): 26 clusters Score: Raw -109996727.587531 + Penalty 83852.366236 = -109912875.221295 nChanged 403 Iteration 63Q (1758.710000 sec): 26 clusters Score: Raw -109996819.980836 + Penalty 83852.366236 = -109912967.614600 nChanged 386 Iteration 64Q (1778.940000 sec): 26 clusters Score: Raw -109996923.616921 + Penalty 83852.366236 = -109913071.250685 nChanged 347 Iteration 65Q (1800.980000 sec): 26 clusters Score: Raw -109997032.634184 + Penalty 83852.366236 = -109913180.267948 nChanged 318 Iteration 66Q (1821.500000 sec): 26 clusters Score: Raw -109997117.985222 + Penalty 83852.366236 = -109913265.618986 nChanged 299 Iteration 67Q (1841.840000 sec): 26 clusters Score: Raw -109997221.192165 + Penalty 83852.366236 = -109913368.825930 nChanged 272 Iteration 68Q (1863.450000 sec): 26 clusters Score: Raw -109997278.042285 + Penalty 83852.366236 = -109913425.676049 nChanged 230 Iteration 69Q (1885.930000 sec): 26 clusters Score: Raw -109997345.799387 + Penalty 83852.366236 = -109913493.433151 nChanged 199 Iteration 70Q (1907.920000 sec): 26 clusters Score: Raw -109997391.916792 + Penalty 83852.366236 = -109913539.550556 nChanged 165 Iteration 71Q (1930.650000 sec): 26 clusters Score: Raw -109997429.313585 + Penalty 83852.366236 = -109913576.947350 nChanged 162 Iteration 72Q (1951.570000 sec): 26 clusters Score: Raw -109997445.810235 + Penalty 83852.366236 = -109913593.443999 nChanged 151 Iteration 73Q (1974.260000 sec): 26 clusters Score: Raw -109997461.543555 + Penalty 83852.366236 = -109913609.177319 nChanged 120 Iteration 74Q (1995.450000 sec): 26 clusters Score: Raw -109997470.455934 + Penalty 83852.366236 = -109913618.089699 nChanged 92 Iteration 75Q (2017.040000 sec): 26 clusters Score: Raw -109997473.222920 + Penalty 83852.366236 = -109913620.856685 nChanged 76 Iteration 76Q (2038.620000 sec): 26 clusters Score: Raw -109997474.840432 + Penalty 83852.366236 = -109913622.474196 nChanged 62 Iteration 77Q (2059.760000 sec): 26 clusters Score: Raw -109997476.654708 + Penalty 83852.366236 = -109913624.288472 nChanged 63 Iteration 78Q (2079.430000 sec): 26 clusters Score: Raw -109997478.897320 + Penalty 83852.366236 = -109913626.531084 nChanged 60 Iteration 79Q (2100.280000 sec): 26 clusters Score: Raw -109997480.356080 + Penalty 83852.366236 = -109913627.989844 nChanged 39 Iteration 80F (2136.720000 sec): 26 clusters Score: Raw -109997546.623329 + Penalty 83852.366236 = -109913694.257093 nChanged 44 Iteration 81Q (2156.550000 sec): 26 clusters Score: Raw -109997993.092965 + Penalty 83852.366236 = -109914140.726729 nChanged 35 Iteration 82Q (2177.540000 sec): 26 clusters Score: Raw -109998015.309946 + Penalty 83852.366236 = -109914162.943710 nChanged 28 Iteration 83Q (2199.450000 sec): 26 clusters Score: Raw -109998022.615228 + Penalty 83852.366236 = -109914170.248993 nChanged 31 Iteration 84Q (2221.150000 sec): 26 clusters Score: Raw -109998023.182458 + Penalty 83852.366236 = -109914170.816222 nChanged 24 Iteration 85Q (2240.600000 sec): 26 clusters Score: Raw -109998023.468874 + Penalty 83852.366236 = -109914171.102639 nChanged 19 Iteration 86Q (2261.020000 sec): 26 clusters Score: Raw -109998023.719529 + Penalty 83852.366236 = -109914171.353293 nChanged 25 Iteration 87Q (2282.770000 sec): 26 clusters Score: Raw -109998024.373990 + Penalty 83852.366236 = -109914172.007754 nChanged 28 Iteration 88Q (2304.850000 sec): 26 clusters Score: Raw -109998025.277806 + Penalty 83852.366236 = -109914172.911571 nChanged 22 Iteration 89Q (2326.790000 sec): 26 clusters Score: Raw -109998025.679013 + Penalty 83852.366236 = -109914173.312777 nChanged 18 Iteration 90Q (2349.620000 sec): 26 clusters Score: Raw -109998025.837732 + Penalty 83852.366236 = -109914173.471496 nChanged 16 Iteration 91Q (2379.170000 sec): 26 clusters Score: Raw -109998025.950167 + Penalty 83852.366236 = -109914173.583932 nChanged 18 Iteration 92Q (2402.440000 sec): 26 clusters Score: Raw -109998026.042990 + Penalty 83852.366236 = -109914173.676754 nChanged 10 Iteration 93Q (2427.420000 sec): 26 clusters Score: Raw -109998026.100032 + Penalty 83852.366236 = -109914173.733796 nChanged 9 Iteration 94Q (2449.560000 sec): 26 clusters Score: Raw -109998026.160175 + Penalty 83852.366236 = -109914173.793940 nChanged 8 Iteration 95Q (2472.720000 sec): 26 clusters Score: Raw -109998026.199056 + Penalty 83852.366236 = -109914173.832821 nChanged 4 Iteration 96Q (2495.110000 sec): 26 clusters Score: Raw -109998026.216006 + Penalty 83852.366236 = -109914173.849771 nChanged 3 Iteration 97Q (2518.100000 sec): 26 clusters Score: Raw -109998026.233348 + Penalty 83852.366236 = -109914173.867112 nChanged 5 Iteration 98Q (2541.660000 sec): 26 clusters Score: Raw -109998026.253677 + Penalty 83852.366236 = -109914173.887441 nChanged 4 Writing temp clu file Because OldScore, -109914173.867112, is greater than current (better) Score,-109914173.887441 Compute initial score before splitting: Score: Raw -109998026.253677 + Penalty 83852.366236 = -109914173.887441 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 1 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2541.940000 sec): 2 clusters Score: Raw -98750.954347 + Penalty 1617.843452 = -97133.110895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.160000 sec): 3 clusters Score: Raw -98656.469066 + Penalty 3235.686904 = -95420.782162 nChanged 150 SP:Iteration 1F (2542.390000 sec): 3 clusters Score: Raw -98893.852859 + Penalty 3235.686904 = -95658.165955 nChanged 40 SP:Iteration 2F (2542.590000 sec): 3 clusters Score: Raw -98962.300429 + Penalty 3235.686904 = -95726.613525 nChanged 15 SP:Iteration 3Q (2542.740000 sec): 3 clusters Score: Raw -98987.533690 + Penalty 3235.686904 = -95751.846786 nChanged 6 SP:Iteration 4Q (2542.890000 sec): 3 clusters Score: Raw -98998.578992 + Penalty 3235.686904 = -95762.892088 nChanged 5 SP:Iteration 5Q (2543.050000 sec): 3 clusters Score: Raw -99008.986597 + Penalty 3235.686904 = -95773.299693 nChanged 1 SP:Iteration 6Q (2543.260000 sec): 3 clusters Score: Raw -99013.543994 + Penalty 3235.686904 = -95777.857090 nChanged 0 SP:Iteration 7F (2543.460000 sec): 3 clusters Score: Raw -99013.543994 + Penalty 3235.686904 = -95777.857090 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 2 (178069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2544.470000 sec): 2 clusters Score: Raw -26600149.695931 + Penalty 2998.301746 = -26597151.394185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.590000 sec): 3 clusters Score: Raw -26483502.357387 + Penalty 5996.603492 = -26477505.753895 nChanged 85635 SP:Iteration 1F (2546.740000 sec): 3 clusters Score: Raw -26533506.793872 + Penalty 5996.603492 = -26527510.190380 nChanged 5743 SP:Iteration 2Q (2547.880000 sec): 3 clusters Score: Raw -26535163.628464 + Penalty 5996.603492 = -26529167.024973 nChanged 7418 SP:Iteration 3Q (2549.070000 sec): 3 clusters Score: Raw -26538126.690687 + Penalty 5996.603492 = -26532130.087195 nChanged 10415 SP:Iteration 4F (2550.260000 sec): 3 clusters Score: Raw -26543940.199021 + Penalty 5996.603492 = -26537943.595530 nChanged 14082 SP:Iteration 5F (2551.390000 sec): 3 clusters Score: Raw -26554426.422812 + Penalty 5996.603492 = -26548429.819320 nChanged 16830 SP:Iteration 6F (2552.490000 sec): 3 clusters Score: Raw -26570067.746135 + Penalty 5996.603492 = -26564071.142643 nChanged 15424 SP:Iteration 7F (2553.600000 sec): 3 clusters Score: Raw -26586005.824743 + Penalty 5996.603492 = -26580009.221252 nChanged 9335 SP:Iteration 8F (2554.830000 sec): 3 clusters Score: Raw -26595471.431277 + Penalty 5996.603492 = -26589474.827786 nChanged 3770 SP:Iteration 9Q (2555.890000 sec): 3 clusters Score: Raw -26598963.001989 + Penalty 5996.603492 = -26592966.398497 nChanged 1155 SP:Iteration 10Q (2556.960000 sec): 3 clusters Score: Raw -26599957.254236 + Penalty 5996.603492 = -26593960.650744 nChanged 410 SP:Iteration 11Q (2557.970000 sec): 3 clusters Score: Raw -26600293.710938 + Penalty 5996.603492 = -26594297.107446 nChanged 160 SP:Iteration 12Q (2558.920000 sec): 3 clusters Score: Raw -26600443.675924 + Penalty 5996.603492 = -26594447.072432 nChanged 95 SP:Iteration 13Q (2559.970000 sec): 3 clusters Score: Raw -26600517.413019 + Penalty 5996.603492 = -26594520.809527 nChanged 59 SP:Iteration 14Q (2560.810000 sec): 3 clusters Score: Raw -26600560.603598 + Penalty 5996.603492 = -26594564.000106 nChanged 32 SP:Iteration 15Q (2561.820000 sec): 3 clusters Score: Raw -26600586.074020 + Penalty 5996.603492 = -26594589.470528 nChanged 31 SP:Iteration 16Q (2562.680000 sec): 3 clusters Score: Raw -26600612.400072 + Penalty 5996.603492 = -26594615.796581 nChanged 33 SP:Iteration 17Q (2563.560000 sec): 3 clusters Score: Raw -26600638.554267 + Penalty 5996.603492 = -26594641.950775 nChanged 30 SP:Iteration 18Q (2564.420000 sec): 3 clusters Score: Raw -26600662.708454 + Penalty 5996.603492 = -26594666.104963 nChanged 28 SP:Iteration 19Q (2565.220000 sec): 3 clusters Score: Raw -26600682.992414 + Penalty 5996.603492 = -26594686.388922 nChanged 19 SP:Iteration 20F (2566.300000 sec): 3 clusters Score: Raw -26600694.603549 + Penalty 5996.603492 = -26594698.000058 nChanged 9 SP:Iteration 21Q (2567.110000 sec): 3 clusters Score: Raw -26600702.380915 + Penalty 5996.603492 = -26594705.777423 nChanged 16 SP:Iteration 22Q (2568.030000 sec): 3 clusters Score: Raw -26600712.038100 + Penalty 5996.603492 = -26594715.434608 nChanged 12 SP:Iteration 23Q (2568.990000 sec): 3 clusters Score: Raw -26600723.496195 + Penalty 5996.603492 = -26594726.892703 nChanged 11 SP:Iteration 24Q (2570.110000 sec): 3 clusters Score: Raw -26600728.131337 + Penalty 5996.603492 = -26594731.527846 nChanged 7 SP:Iteration 25Q (2571.020000 sec): 3 clusters Score: Raw -26600732.794050 + Penalty 5996.603492 = -26594736.190559 nChanged 8 SP:Iteration 26Q (2572.060000 sec): 3 clusters Score: Raw -26600737.795813 + Penalty 5996.603492 = -26594741.192321 nChanged 10 SP:Iteration 27Q (2573.070000 sec): 3 clusters Score: Raw -26600742.785807 + Penalty 5996.603492 = -26594746.182316 nChanged 7 SP:Iteration 28Q (2574.130000 sec): 3 clusters Score: Raw -26600747.829092 + Penalty 5996.603492 = -26594751.225600 nChanged 6 SP:Iteration 29Q (2575.160000 sec): 3 clusters Score: Raw -26600750.392779 + Penalty 5996.603492 = -26594753.789287 nChanged 6 SP:Iteration 30Q (2576.080000 sec): 3 clusters Score: Raw -26600755.549766 + Penalty 5996.603492 = -26594758.946274 nChanged 11 SP:Iteration 31Q (2577.100000 sec): 3 clusters Score: Raw -26600765.253572 + Penalty 5996.603492 = -26594768.650080 nChanged 9 SP:Iteration 32Q (2578.090000 sec): 3 clusters Score: Raw -26600769.024778 + Penalty 5996.603492 = -26594772.421287 nChanged 8 SP:Iteration 33Q (2579.210000 sec): 3 clusters Score: Raw -26600773.778362 + Penalty 5996.603492 = -26594777.174870 nChanged 6 SP:Iteration 34Q (2580.140000 sec): 3 clusters Score: Raw -26600778.963291 + Penalty 5996.603492 = -26594782.359800 nChanged 9 SP:Iteration 35Q (2581.030000 sec): 3 clusters Score: Raw -26600784.294784 + Penalty 5996.603492 = -26594787.691292 nChanged 7 SP:Iteration 36Q (2582.030000 sec): 3 clusters Score: Raw -26600789.091119 + Penalty 5996.603492 = -26594792.487627 nChanged 6 SP:Iteration 37Q (2583.040000 sec): 3 clusters Score: Raw -26600792.209702 + Penalty 5996.603492 = -26594795.606210 nChanged 3 SP:Iteration 38Q (2584.020000 sec): 3 clusters Score: Raw -26600793.462266 + Penalty 5996.603492 = -26594796.858774 nChanged 0 SP:Iteration 39F (2585.130000 sec): 3 clusters Score: Raw -26600793.462266 + Penalty 5996.603492 = -26594796.858774 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 3 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2585.330000 sec): 2 clusters Score: Raw -175577.252017 + Penalty 1764.462823 = -173812.789193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.510000 sec): 3 clusters Score: Raw -175223.386859 + Penalty 3528.925646 = -171694.461213 nChanged 364 SP:Iteration 1F (2585.690000 sec): 3 clusters Score: Raw -175626.248419 + Penalty 3528.925646 = -172097.322772 nChanged 107 SP:Iteration 2F (2585.830000 sec): 3 clusters Score: Raw -175820.054460 + Penalty 3528.925646 = -172291.128813 nChanged 80 SP:Iteration 3F (2585.990000 sec): 3 clusters Score: Raw -176001.797965 + Penalty 3528.925646 = -172472.872319 nChanged 77 SP:Iteration 4F (2586.190000 sec): 3 clusters Score: Raw -176264.695196 + Penalty 3528.925646 = -172735.769550 nChanged 77 SP:Iteration 5F (2586.330000 sec): 3 clusters Score: Raw -176545.923373 + Penalty 3528.925646 = -173016.997727 nChanged 87 SP:Iteration 6F (2586.560000 sec): 3 clusters Score: Raw -176807.834117 + Penalty 3528.925646 = -173278.908470 nChanged 64 SP:Iteration 7F (2586.760000 sec): 3 clusters Score: Raw -176988.716857 + Penalty 3528.925646 = -173459.791211 nChanged 44 SP:Iteration 8Q (2586.970000 sec): 3 clusters Score: Raw -177140.696565 + Penalty 3528.925646 = -173611.770918 nChanged 16 SP:Iteration 9Q (2587.150000 sec): 3 clusters Score: Raw -177196.527172 + Penalty 3528.925646 = -173667.601525 nChanged 11 SP:Iteration 10Q (2587.340000 sec): 3 clusters Score: Raw -177214.983231 + Penalty 3528.925646 = -173686.057585 nChanged 7 SP:Iteration 11Q (2587.510000 sec): 3 clusters Score: Raw -177225.898035 + Penalty 3528.925646 = -173696.972388 nChanged 4 SP:Iteration 12Q (2587.700000 sec): 3 clusters Score: Raw -177232.925362 + Penalty 3528.925646 = -173703.999715 nChanged 2 SP:Iteration 13Q (2587.950000 sec): 3 clusters Score: Raw -177235.222268 + Penalty 3528.925646 = -173706.296622 nChanged 0 SP:Iteration 14F (2588.160000 sec): 3 clusters Score: Raw -177235.222268 + Penalty 3528.925646 = -173706.296622 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 4 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.250000 sec): 2 clusters Score: Raw -92455.118886 + Penalty 1613.434447 = -90841.684439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.450000 sec): 3 clusters Score: Raw -92376.142707 + Penalty 3226.868894 = -89149.273813 nChanged 149 SP:Iteration 1F (2588.630000 sec): 3 clusters Score: Raw -92625.634724 + Penalty 3226.868894 = -89398.765830 nChanged 38 SP:Iteration 2F (2588.840000 sec): 3 clusters Score: Raw -92721.962491 + Penalty 3226.868894 = -89495.093597 nChanged 19 SP:Iteration 3Q (2589.030000 sec): 3 clusters Score: Raw -92764.799612 + Penalty 3226.868894 = -89537.930718 nChanged 9 SP:Iteration 4Q (2589.200000 sec): 3 clusters Score: Raw -92783.143646 + Penalty 3226.868894 = -89556.274752 nChanged 6 SP:Iteration 5Q (2589.350000 sec): 3 clusters Score: Raw -92794.312347 + Penalty 3226.868894 = -89567.443453 nChanged 6 SP:Iteration 6Q (2589.530000 sec): 3 clusters Score: Raw -92805.986659 + Penalty 3226.868894 = -89579.117766 nChanged 2 SP:Iteration 7Q (2589.730000 sec): 3 clusters Score: Raw -92809.389365 + Penalty 3226.868894 = -89582.520471 nChanged 2 SP:Iteration 8Q (2589.980000 sec): 3 clusters Score: Raw -92815.881334 + Penalty 3226.868894 = -89589.012440 nChanged 2 SP:Iteration 9Q (2590.170000 sec): 3 clusters Score: Raw -92820.096947 + Penalty 3226.868894 = -89593.228053 nChanged 0 SP:Iteration 10F (2590.430000 sec): 3 clusters Score: Raw -92820.096947 + Penalty 3226.868894 = -89593.228053 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 5 (371298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2592.750000 sec): 2 clusters Score: Raw -55159879.823486 + Penalty 3180.540543 = -55156699.282943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.230000 sec): 3 clusters Score: Raw -54911995.381270 + Penalty 6361.081086 = -54905634.300184 nChanged 180564 SP:Iteration 1F (2597.600000 sec): 3 clusters Score: Raw -55019493.572317 + Penalty 6361.081086 = -55013132.491232 nChanged 7567 SP:Iteration 2Q (2600.080000 sec): 3 clusters Score: Raw -55020654.482049 + Penalty 6361.081086 = -55014293.400963 nChanged 8130 SP:Iteration 3Q (2602.410000 sec): 3 clusters Score: Raw -55022044.938732 + Penalty 6361.081086 = -55015683.857646 nChanged 8786 SP:Iteration 4Q (2604.670000 sec): 3 clusters Score: Raw -55023767.923793 + Penalty 6361.081086 = -55017406.842707 nChanged 9898 SP:Iteration 5Q (2607.010000 sec): 3 clusters Score: Raw -55026071.265363 + Penalty 6361.081086 = -55019710.184277 nChanged 11462 SP:Iteration 6Q (2609.380000 sec): 3 clusters Score: Raw -55029273.880888 + Penalty 6361.081086 = -55022912.799802 nChanged 13704 SP:Iteration 7Q (2611.610000 sec): 3 clusters Score: Raw -55034184.320216 + Penalty 6361.081086 = -55027823.239130 nChanged 16776 SP:Iteration 8Q (2613.890000 sec): 3 clusters Score: Raw -55042219.492748 + Penalty 6361.081086 = -55035858.411662 nChanged 20160 SP:Iteration 9F (2616.170000 sec): 3 clusters Score: Raw -55055192.648875 + Penalty 6361.081086 = -55048831.567789 nChanged 23116 SP:Iteration 10F (2618.390000 sec): 3 clusters Score: Raw -55073021.629920 + Penalty 6361.081086 = -55066660.548834 nChanged 22847 SP:Iteration 11F (2620.550000 sec): 3 clusters Score: Raw -55088871.415834 + Penalty 6361.081086 = -55082510.334748 nChanged 17286 SP:Iteration 12Q (2622.820000 sec): 3 clusters Score: Raw -55096445.167016 + Penalty 6361.081086 = -55090084.085930 nChanged 10381 SP:Iteration 13Q (2625.030000 sec): 3 clusters Score: Raw -55099326.759545 + Penalty 6361.081086 = -55092965.678460 nChanged 6850 SP:Iteration 14Q (2627.360000 sec): 3 clusters Score: Raw -55101135.258760 + Penalty 6361.081086 = -55094774.177674 nChanged 6633 SP:Iteration 15Q (2629.570000 sec): 3 clusters Score: Raw -55102933.965929 + Penalty 6361.081086 = -55096572.884843 nChanged 6960 SP:Iteration 16Q (2631.770000 sec): 3 clusters Score: Raw -55104943.130059 + Penalty 6361.081086 = -55098582.048973 nChanged 7466 SP:Iteration 17Q (2634.030000 sec): 3 clusters Score: Raw -55107313.360965 + Penalty 6361.081086 = -55100952.279879 nChanged 7969 SP:Iteration 18Q (2636.250000 sec): 3 clusters Score: Raw -55110082.806002 + Penalty 6361.081086 = -55103721.724916 nChanged 8339 SP:Iteration 19Q (2638.210000 sec): 3 clusters Score: Raw -55113224.646702 + Penalty 6361.081086 = -55106863.565616 nChanged 8603 SP:Iteration 20F (2640.540000 sec): 3 clusters Score: Raw -55116779.339251 + Penalty 6361.081086 = -55110418.258166 nChanged 8814 SP:Iteration 21Q (2642.550000 sec): 3 clusters Score: Raw -55120791.201821 + Penalty 6361.081086 = -55114430.120735 nChanged 8891 SP:Iteration 22Q (2644.570000 sec): 3 clusters Score: Raw -55125194.542590 + Penalty 6361.081086 = -55118833.461504 nChanged 8612 SP:Iteration 23Q (2646.460000 sec): 3 clusters Score: Raw -55129788.168620 + Penalty 6361.081086 = -55123427.087534 nChanged 8332 SP:Iteration 24Q (2648.230000 sec): 3 clusters Score: Raw -55134578.113284 + Penalty 6361.081086 = -55128217.032198 nChanged 7872 SP:Iteration 25Q (2650.030000 sec): 3 clusters Score: Raw -55139407.871754 + Penalty 6361.081086 = -55133046.790668 nChanged 6994 SP:Iteration 26Q (2651.820000 sec): 3 clusters Score: Raw -55143916.868917 + Penalty 6361.081086 = -55137555.787832 nChanged 6129 SP:Iteration 27Q (2653.670000 sec): 3 clusters Score: Raw -55148046.818410 + Penalty 6361.081086 = -55141685.737324 nChanged 5022 SP:Iteration 28Q (2655.410000 sec): 3 clusters Score: Raw -55151490.484370 + Penalty 6361.081086 = -55145129.403284 nChanged 3988 SP:Iteration 29Q (2657.190000 sec): 3 clusters Score: Raw -55154273.716725 + Penalty 6361.081086 = -55147912.635639 nChanged 3075 SP:Iteration 30Q (2658.940000 sec): 3 clusters Score: Raw -55156461.123189 + Penalty 6361.081086 = -55150100.042103 nChanged 2243 SP:Iteration 31Q (2660.740000 sec): 3 clusters Score: Raw -55158048.024367 + Penalty 6361.081086 = -55151686.943281 nChanged 1579 SP:Iteration 32Q (2662.520000 sec): 3 clusters Score: Raw -55159139.239072 + Penalty 6361.081086 = -55152778.157986 nChanged 967 SP:Iteration 33Q (2664.280000 sec): 3 clusters Score: Raw -55159803.018621 + Penalty 6361.081086 = -55153441.937535 nChanged 576 SP:Iteration 34Q (2666.080000 sec): 3 clusters Score: Raw -55160204.215654 + Penalty 6361.081086 = -55153843.134568 nChanged 345 SP:Iteration 35Q (2667.890000 sec): 3 clusters Score: Raw -55160443.474265 + Penalty 6361.081086 = -55154082.393179 nChanged 223 SP:Iteration 36Q (2669.560000 sec): 3 clusters Score: Raw -55160580.738911 + Penalty 6361.081086 = -55154219.657825 nChanged 131 SP:Iteration 37Q (2671.150000 sec): 3 clusters Score: Raw -55160673.252197 + Penalty 6361.081086 = -55154312.171111 nChanged 89 SP:Iteration 38Q (2672.640000 sec): 3 clusters Score: Raw -55160745.223477 + Penalty 6361.081086 = -55154384.142391 nChanged 77 SP:Iteration 39Q (2674.280000 sec): 3 clusters Score: Raw -55160797.606580 + Penalty 6361.081086 = -55154436.525494 nChanged 61 SP:Iteration 40F (2676.180000 sec): 3 clusters Score: Raw -55160832.796119 + Penalty 6361.081086 = -55154471.715033 nChanged 48 SP:Iteration 41Q (2677.890000 sec): 3 clusters Score: Raw -55160859.912733 + Penalty 6361.081086 = -55154498.831648 nChanged 45 SP:Iteration 42Q (2679.350000 sec): 3 clusters Score: Raw -55160894.502150 + Penalty 6361.081086 = -55154533.421064 nChanged 59 SP:Iteration 43Q (2680.820000 sec): 3 clusters Score: Raw -55160950.840183 + Penalty 6361.081086 = -55154589.759097 nChanged 77 SP:Iteration 44Q (2682.470000 sec): 3 clusters Score: Raw -55161040.602527 + Penalty 6361.081086 = -55154679.521442 nChanged 73 SP:Iteration 45Q (2684.110000 sec): 3 clusters Score: Raw -55161137.129275 + Penalty 6361.081086 = -55154776.048189 nChanged 79 SP:Iteration 46Q (2685.740000 sec): 3 clusters Score: Raw -55161237.007794 + Penalty 6361.081086 = -55154875.926708 nChanged 75 SP:Iteration 47Q (2687.480000 sec): 3 clusters Score: Raw -55161305.449711 + Penalty 6361.081086 = -55154944.368625 nChanged 81 SP:Iteration 48Q (2689.180000 sec): 3 clusters Score: Raw -55161359.857769 + Penalty 6361.081086 = -55154998.776683 nChanged 61 SP:Iteration 49Q (2690.810000 sec): 3 clusters Score: Raw -55161395.682674 + Penalty 6361.081086 = -55155034.601588 nChanged 49 SP:Iteration 50Q (2692.900000 sec): 3 clusters Score: Raw -55161423.330774 + Penalty 6361.081086 = -55155062.249688 nChanged 38 SP:Iteration 51Q (2694.870000 sec): 3 clusters Score: Raw -55161440.457889 + Penalty 6361.081086 = -55155079.376803 nChanged 29 SP:Iteration 52Q (2696.720000 sec): 3 clusters Score: Raw -55161456.315991 + Penalty 6361.081086 = -55155095.234905 nChanged 30 SP:Iteration 53Q (2698.480000 sec): 3 clusters Score: Raw -55161469.559059 + Penalty 6361.081086 = -55155108.477973 nChanged 23 SP:Iteration 54Q (2700.310000 sec): 3 clusters Score: Raw -55161478.945112 + Penalty 6361.081086 = -55155117.864026 nChanged 17 SP:Iteration 55Q (2702.170000 sec): 3 clusters Score: Raw -55161484.760882 + Penalty 6361.081086 = -55155123.679796 nChanged 15 SP:Iteration 56Q (2704.180000 sec): 3 clusters Score: Raw -55161491.802128 + Penalty 6361.081086 = -55155130.721042 nChanged 11 SP:Iteration 57Q (2706.100000 sec): 3 clusters Score: Raw -55161496.039047 + Penalty 6361.081086 = -55155134.957961 nChanged 8 SP:Iteration 58Q (2707.920000 sec): 3 clusters Score: Raw -55161499.088358 + Penalty 6361.081086 = -55155138.007272 nChanged 9 SP:Iteration 59Q (2709.690000 sec): 3 clusters Score: Raw -55161502.373075 + Penalty 6361.081086 = -55155141.291989 nChanged 6 SP:Iteration 60F (2711.930000 sec): 3 clusters Score: Raw -55161513.401276 + Penalty 6361.081086 = -55155152.320190 nChanged 17 SP:Iteration 61Q (2713.720000 sec): 3 clusters Score: Raw -55161519.975882 + Penalty 6361.081086 = -55155158.894796 nChanged 13 SP:Iteration 62Q (2715.660000 sec): 3 clusters Score: Raw -55161525.676380 + Penalty 6361.081086 = -55155164.595294 nChanged 14 SP:Iteration 63Q (2717.430000 sec): 3 clusters Score: Raw -55161531.081652 + Penalty 6361.081086 = -55155170.000567 nChanged 11 SP:Iteration 64Q (2719.240000 sec): 3 clusters Score: Raw -55161536.493749 + Penalty 6361.081086 = -55155175.412663 nChanged 14 SP:Iteration 65Q (2721.020000 sec): 3 clusters Score: Raw -55161542.140721 + Penalty 6361.081086 = -55155181.059635 nChanged 17 SP:Iteration 66Q (2722.670000 sec): 3 clusters Score: Raw -55161547.154463 + Penalty 6361.081086 = -55155186.073378 nChanged 6 SP:Iteration 67Q (2724.370000 sec): 3 clusters Score: Raw -55161549.281022 + Penalty 6361.081086 = -55155188.199936 nChanged 5 SP:Iteration 68Q (2726.300000 sec): 3 clusters Score: Raw -55161550.509746 + Penalty 6361.081086 = -55155189.428660 nChanged 3 SP:Iteration 69Q (2728.070000 sec): 3 clusters Score: Raw -55161551.153720 + Penalty 6361.081086 = -55155190.072634 nChanged 1 SP:Iteration 70Q (2729.670000 sec): 3 clusters Score: Raw -55161551.423282 + Penalty 6361.081086 = -55155190.342197 nChanged 2 SP:Iteration 71Q (2731.360000 sec): 3 clusters Score: Raw -55161552.118539 + Penalty 6361.081086 = -55155191.037454 nChanged 3 SP:Iteration 72Q (2733.130000 sec): 3 clusters Score: Raw -55161552.798982 + Penalty 6361.081086 = -55155191.717896 nChanged 0 SP:Iteration 73F (2735.360000 sec): 3 clusters Score: Raw -55161552.798982 + Penalty 6361.081086 = -55155191.717896 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 6 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.710000 sec): 2 clusters Score: Raw -68318.826709 + Penalty 1522.691369 = -66796.135340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2735.880000 sec): 3 clusters Score: Raw -68309.969615 + Penalty 3045.382738 = -65264.586877 nChanged 73 SP:Iteration 1F (2736.120000 sec): 3 clusters Score: Raw -68469.219887 + Penalty 3045.382738 = -65423.837150 nChanged 23 SP:Iteration 2Q (2736.300000 sec): 3 clusters Score: Raw -68529.630029 + Penalty 3045.382738 = -65484.247291 nChanged 13 SP:Iteration 3Q (2736.500000 sec): 3 clusters Score: Raw -68553.431425 + Penalty 3045.382738 = -65508.048688 nChanged 5 SP:Iteration 4Q (2736.650000 sec): 3 clusters Score: Raw -68563.392734 + Penalty 3045.382738 = -65518.009996 nChanged 1 SP:Iteration 5Q (2736.860000 sec): 3 clusters Score: Raw -68565.058866 + Penalty 3045.382738 = -65519.676128 nChanged 1 SP:Iteration 6Q (2737.030000 sec): 3 clusters Score: Raw -68567.486058 + Penalty 3045.382738 = -65522.103320 nChanged 1 SP:Iteration 7Q (2737.160000 sec): 3 clusters Score: Raw -68572.167687 + Penalty 3045.382738 = -65526.784949 nChanged 1 SP:Iteration 8Q (2737.340000 sec): 3 clusters Score: Raw -68573.362445 + Penalty 3045.382738 = -65527.979707 nChanged 0 SP:Iteration 9F (2737.510000 sec): 3 clusters Score: Raw -68573.362445 + Penalty 3045.382738 = -65527.979707 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 7 (16935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2737.760000 sec): 2 clusters Score: Raw -2550026.256164 + Penalty 2414.810166 = -2547611.445998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2738.030000 sec): 3 clusters Score: Raw -2540334.448526 + Penalty 4829.620332 = -2535504.828194 nChanged 7385 SP:Iteration 1F (2738.320000 sec): 3 clusters Score: Raw -2544212.622973 + Penalty 4829.620332 = -2539383.002642 nChanged 926 SP:Iteration 2F (2738.600000 sec): 3 clusters Score: Raw -2544563.223283 + Penalty 4829.620332 = -2539733.602951 nChanged 764 SP:Iteration 3Q (2738.920000 sec): 3 clusters Score: Raw -2544847.958664 + Penalty 4829.620332 = -2540018.338333 nChanged 685 SP:Iteration 4Q (2739.210000 sec): 3 clusters Score: Raw -2545132.340439 + Penalty 4829.620332 = -2540302.720108 nChanged 721 SP:Iteration 5Q (2739.510000 sec): 3 clusters Score: Raw -2545444.627238 + Penalty 4829.620332 = -2540615.006907 nChanged 737 SP:Iteration 6Q (2739.810000 sec): 3 clusters Score: Raw -2545816.320636 + Penalty 4829.620332 = -2540986.700304 nChanged 842 SP:Iteration 7Q (2740.090000 sec): 3 clusters Score: Raw -2546272.123906 + Penalty 4829.620332 = -2541442.503574 nChanged 858 SP:Iteration 8F (2740.400000 sec): 3 clusters Score: Raw -2546785.478538 + Penalty 4829.620332 = -2541955.858206 nChanged 859 SP:Iteration 9F (2740.690000 sec): 3 clusters Score: Raw -2547290.704601 + Penalty 4829.620332 = -2542461.084269 nChanged 790 SP:Iteration 10Q (2741.000000 sec): 3 clusters Score: Raw -2547713.460026 + Penalty 4829.620332 = -2542883.839694 nChanged 705 SP:Iteration 11Q (2741.250000 sec): 3 clusters Score: Raw -2548090.828743 + Penalty 4829.620332 = -2543261.208411 nChanged 645 SP:Iteration 12Q (2741.530000 sec): 3 clusters Score: Raw -2548444.387551 + Penalty 4829.620332 = -2543614.767219 nChanged 565 SP:Iteration 13Q (2741.870000 sec): 3 clusters Score: Raw -2548758.390174 + Penalty 4829.620332 = -2543928.769842 nChanged 471 SP:Iteration 14Q (2742.200000 sec): 3 clusters Score: Raw -2549014.780842 + Penalty 4829.620332 = -2544185.160511 nChanged 386 SP:Iteration 15Q (2742.500000 sec): 3 clusters Score: Raw -2549196.648811 + Penalty 4829.620332 = -2544367.028480 nChanged 308 SP:Iteration 16Q (2742.780000 sec): 3 clusters Score: Raw -2549321.244384 + Penalty 4829.620332 = -2544491.624052 nChanged 253 SP:Iteration 17Q (2743.070000 sec): 3 clusters Score: Raw -2549402.971465 + Penalty 4829.620332 = -2544573.351133 nChanged 167 SP:Iteration 18Q (2743.370000 sec): 3 clusters Score: Raw -2549448.726516 + Penalty 4829.620332 = -2544619.106184 nChanged 136 SP:Iteration 19Q (2743.650000 sec): 3 clusters Score: Raw -2549483.370505 + Penalty 4829.620332 = -2544653.750173 nChanged 122 SP:Iteration 20F (2743.970000 sec): 3 clusters Score: Raw -2549511.177358 + Penalty 4829.620332 = -2544681.557026 nChanged 100 SP:Iteration 21Q (2744.240000 sec): 3 clusters Score: Raw -2549533.675302 + Penalty 4829.620332 = -2544704.054971 nChanged 81 SP:Iteration 22Q (2744.510000 sec): 3 clusters Score: Raw -2549551.536361 + Penalty 4829.620332 = -2544721.916030 nChanged 92 SP:Iteration 23Q (2744.810000 sec): 3 clusters Score: Raw -2549572.539048 + Penalty 4829.620332 = -2544742.918716 nChanged 89 SP:Iteration 24Q (2745.040000 sec): 3 clusters Score: Raw -2549591.869282 + Penalty 4829.620332 = -2544762.248950 nChanged 88 SP:Iteration 25Q (2745.290000 sec): 3 clusters Score: Raw -2549611.722468 + Penalty 4829.620332 = -2544782.102136 nChanged 84 SP:Iteration 26Q (2745.590000 sec): 3 clusters Score: Raw -2549630.450149 + Penalty 4829.620332 = -2544800.829818 nChanged 98 SP:Iteration 27Q (2745.810000 sec): 3 clusters Score: Raw -2549651.658391 + Penalty 4829.620332 = -2544822.038060 nChanged 94 SP:Iteration 28Q (2746.130000 sec): 3 clusters Score: Raw -2549674.957913 + Penalty 4829.620332 = -2544845.337581 nChanged 108 SP:Iteration 29Q (2746.440000 sec): 3 clusters Score: Raw -2549701.323274 + Penalty 4829.620332 = -2544871.702943 nChanged 89 SP:Iteration 30Q (2746.710000 sec): 3 clusters Score: Raw -2549719.891165 + Penalty 4829.620332 = -2544890.270833 nChanged 86 SP:Iteration 31Q (2747.030000 sec): 3 clusters Score: Raw -2549740.306037 + Penalty 4829.620332 = -2544910.685706 nChanged 100 SP:Iteration 32Q (2747.310000 sec): 3 clusters Score: Raw -2549763.552265 + Penalty 4829.620332 = -2544933.931933 nChanged 108 SP:Iteration 33Q (2747.640000 sec): 3 clusters Score: Raw -2549792.777977 + Penalty 4829.620332 = -2544963.157645 nChanged 96 SP:Iteration 34Q (2747.910000 sec): 3 clusters Score: Raw -2549819.162112 + Penalty 4829.620332 = -2544989.541781 nChanged 96 SP:Iteration 35Q (2748.200000 sec): 3 clusters Score: Raw -2549843.655007 + Penalty 4829.620332 = -2545014.034676 nChanged 89 SP:Iteration 36Q (2748.550000 sec): 3 clusters Score: Raw -2549866.626969 + Penalty 4829.620332 = -2545037.006637 nChanged 75 SP:Iteration 37Q (2748.830000 sec): 3 clusters Score: Raw -2549883.310619 + Penalty 4829.620332 = -2545053.690287 nChanged 63 SP:Iteration 38Q (2749.110000 sec): 3 clusters Score: Raw -2549895.528036 + Penalty 4829.620332 = -2545065.907704 nChanged 52 SP:Iteration 39Q (2749.440000 sec): 3 clusters Score: Raw -2549906.512103 + Penalty 4829.620332 = -2545076.891772 nChanged 61 SP:Iteration 40F (2749.740000 sec): 3 clusters Score: Raw -2549920.119673 + Penalty 4829.620332 = -2545090.499341 nChanged 64 SP:Iteration 41Q (2750.080000 sec): 3 clusters Score: Raw -2549934.522409 + Penalty 4829.620332 = -2545104.902077 nChanged 58 SP:Iteration 42Q (2750.370000 sec): 3 clusters Score: Raw -2549945.967342 + Penalty 4829.620332 = -2545116.347010 nChanged 52 SP:Iteration 43Q (2750.670000 sec): 3 clusters Score: Raw -2549956.676698 + Penalty 4829.620332 = -2545127.056367 nChanged 50 SP:Iteration 44Q (2750.980000 sec): 3 clusters Score: Raw -2549965.767581 + Penalty 4829.620332 = -2545136.147249 nChanged 42 SP:Iteration 45Q (2751.280000 sec): 3 clusters Score: Raw -2549973.958157 + Penalty 4829.620332 = -2545144.337825 nChanged 36 SP:Iteration 46Q (2751.580000 sec): 3 clusters Score: Raw -2549980.929429 + Penalty 4829.620332 = -2545151.309097 nChanged 37 SP:Iteration 47Q (2751.910000 sec): 3 clusters Score: Raw -2549988.240192 + Penalty 4829.620332 = -2545158.619860 nChanged 44 SP:Iteration 48Q (2752.230000 sec): 3 clusters Score: Raw -2549995.525110 + Penalty 4829.620332 = -2545165.904779 nChanged 36 SP:Iteration 49Q (2752.520000 sec): 3 clusters Score: Raw -2550001.467727 + Penalty 4829.620332 = -2545171.847396 nChanged 21 SP:Iteration 50Q (2752.820000 sec): 3 clusters Score: Raw -2550005.479053 + Penalty 4829.620332 = -2545175.858722 nChanged 19 SP:Iteration 51Q (2753.120000 sec): 3 clusters Score: Raw -2550009.261294 + Penalty 4829.620332 = -2545179.640963 nChanged 24 SP:Iteration 52Q (2753.420000 sec): 3 clusters Score: Raw -2550013.850024 + Penalty 4829.620332 = -2545184.229692 nChanged 29 SP:Iteration 53Q (2753.720000 sec): 3 clusters Score: Raw -2550017.798217 + Penalty 4829.620332 = -2545188.177886 nChanged 24 SP:Iteration 54Q (2754.010000 sec): 3 clusters Score: Raw -2550021.622099 + Penalty 4829.620332 = -2545192.001768 nChanged 20 SP:Iteration 55Q (2754.250000 sec): 3 clusters Score: Raw -2550024.610910 + Penalty 4829.620332 = -2545194.990578 nChanged 23 SP:Iteration 56Q (2754.560000 sec): 3 clusters Score: Raw -2550028.715321 + Penalty 4829.620332 = -2545199.094989 nChanged 24 SP:Iteration 57Q (2754.790000 sec): 3 clusters Score: Raw -2550032.849022 + Penalty 4829.620332 = -2545203.228690 nChanged 24 SP:Iteration 58Q (2755.040000 sec): 3 clusters Score: Raw -2550037.160120 + Penalty 4829.620332 = -2545207.539789 nChanged 26 SP:Iteration 59Q (2755.350000 sec): 3 clusters Score: Raw -2550042.054924 + Penalty 4829.620332 = -2545212.434593 nChanged 25 SP:Iteration 60F (2755.630000 sec): 3 clusters Score: Raw -2550046.084941 + Penalty 4829.620332 = -2545216.464609 nChanged 15 SP:Iteration 61Q (2755.960000 sec): 3 clusters Score: Raw -2550049.482148 + Penalty 4829.620332 = -2545219.861817 nChanged 21 SP:Iteration 62Q (2756.240000 sec): 3 clusters Score: Raw -2550053.114739 + Penalty 4829.620332 = -2545223.494408 nChanged 20 SP:Iteration 63Q (2756.540000 sec): 3 clusters Score: Raw -2550056.729984 + Penalty 4829.620332 = -2545227.109652 nChanged 15 SP:Iteration 64Q (2756.800000 sec): 3 clusters Score: Raw -2550059.359859 + Penalty 4829.620332 = -2545229.739528 nChanged 16 SP:Iteration 65Q (2757.020000 sec): 3 clusters Score: Raw -2550062.184360 + Penalty 4829.620332 = -2545232.564028 nChanged 14 SP:Iteration 66Q (2757.270000 sec): 3 clusters Score: Raw -2550064.636703 + Penalty 4829.620332 = -2545235.016371 nChanged 9 SP:Iteration 67Q (2757.550000 sec): 3 clusters Score: Raw -2550066.235069 + Penalty 4829.620332 = -2545236.614737 nChanged 9 SP:Iteration 68Q (2757.800000 sec): 3 clusters Score: Raw -2550067.844100 + Penalty 4829.620332 = -2545238.223769 nChanged 10 SP:Iteration 69Q (2758.070000 sec): 3 clusters Score: Raw -2550069.380892 + Penalty 4829.620332 = -2545239.760560 nChanged 8 SP:Iteration 70Q (2758.340000 sec): 3 clusters Score: Raw -2550070.696821 + Penalty 4829.620332 = -2545241.076489 nChanged 13 SP:Iteration 71Q (2758.620000 sec): 3 clusters Score: Raw -2550072.550587 + Penalty 4829.620332 = -2545242.930255 nChanged 12 SP:Iteration 72Q (2758.890000 sec): 3 clusters Score: Raw -2550074.819615 + Penalty 4829.620332 = -2545245.199283 nChanged 14 SP:Iteration 73Q (2759.160000 sec): 3 clusters Score: Raw -2550078.161783 + Penalty 4829.620332 = -2545248.541452 nChanged 15 SP:Iteration 74Q (2759.510000 sec): 3 clusters Score: Raw -2550080.619877 + Penalty 4829.620332 = -2545250.999546 nChanged 12 SP:Iteration 75Q (2759.800000 sec): 3 clusters Score: Raw -2550082.589376 + Penalty 4829.620332 = -2545252.969044 nChanged 19 SP:Iteration 76Q (2760.080000 sec): 3 clusters Score: Raw -2550086.314170 + Penalty 4829.620332 = -2545256.693839 nChanged 21 SP:Iteration 77Q (2760.400000 sec): 3 clusters Score: Raw -2550090.086406 + Penalty 4829.620332 = -2545260.466074 nChanged 17 SP:Iteration 78Q (2760.640000 sec): 3 clusters Score: Raw -2550094.072096 + Penalty 4829.620332 = -2545264.451765 nChanged 28 SP:Iteration 79Q (2760.920000 sec): 3 clusters Score: Raw -2550100.322208 + Penalty 4829.620332 = -2545270.701876 nChanged 31 SP:Iteration 80F (2761.200000 sec): 3 clusters Score: Raw -2550106.991370 + Penalty 4829.620332 = -2545277.371039 nChanged 22 SP:Iteration 81Q (2761.470000 sec): 3 clusters Score: Raw -2550111.898492 + Penalty 4829.620332 = -2545282.278160 nChanged 29 SP:Iteration 82Q (2761.770000 sec): 3 clusters Score: Raw -2550119.598698 + Penalty 4829.620332 = -2545289.978366 nChanged 35 SP:Iteration 83Q (2762.060000 sec): 3 clusters Score: Raw -2550127.253338 + Penalty 4829.620332 = -2545297.633006 nChanged 23 SP:Iteration 84Q (2762.360000 sec): 3 clusters Score: Raw -2550131.811815 + Penalty 4829.620332 = -2545302.191484 nChanged 22 SP:Iteration 85Q (2762.680000 sec): 3 clusters Score: Raw -2550136.916585 + Penalty 4829.620332 = -2545307.296253 nChanged 36 SP:Iteration 86Q (2762.920000 sec): 3 clusters Score: Raw -2550146.790508 + Penalty 4829.620332 = -2545317.170176 nChanged 45 SP:Iteration 87Q (2763.240000 sec): 3 clusters Score: Raw -2550158.002220 + Penalty 4829.620332 = -2545328.381889 nChanged 43 SP:Iteration 88Q (2763.530000 sec): 3 clusters Score: Raw -2550168.759752 + Penalty 4829.620332 = -2545339.139420 nChanged 37 SP:Iteration 89Q (2763.780000 sec): 3 clusters Score: Raw -2550178.171548 + Penalty 4829.620332 = -2545348.551217 nChanged 41 SP:Iteration 90Q (2764.060000 sec): 3 clusters Score: Raw -2550188.776640 + Penalty 4829.620332 = -2545359.156308 nChanged 30 SP:Iteration 91Q (2764.300000 sec): 3 clusters Score: Raw -2550195.630747 + Penalty 4829.620332 = -2545366.010415 nChanged 35 SP:Iteration 92Q (2764.620000 sec): 3 clusters Score: Raw -2550203.032708 + Penalty 4829.620332 = -2545373.412376 nChanged 29 SP:Iteration 93Q (2764.870000 sec): 3 clusters Score: Raw -2550210.133447 + Penalty 4829.620332 = -2545380.513116 nChanged 27 SP:Iteration 94Q (2765.160000 sec): 3 clusters Score: Raw -2550216.180974 + Penalty 4829.620332 = -2545386.560642 nChanged 19 SP:Iteration 95Q (2765.520000 sec): 3 clusters Score: Raw -2550219.292321 + Penalty 4829.620332 = -2545389.671989 nChanged 17 SP:Iteration 96Q (2765.790000 sec): 3 clusters Score: Raw -2550222.209046 + Penalty 4829.620332 = -2545392.588714 nChanged 16 SP:Iteration 97Q (2766.100000 sec): 3 clusters Score: Raw -2550224.981736 + Penalty 4829.620332 = -2545395.361404 nChanged 17 SP:Iteration 98Q (2766.360000 sec): 3 clusters Score: Raw -2550229.040750 + Penalty 4829.620332 = -2545399.420419 nChanged 19 SP:Iteration 99Q (2766.660000 sec): 3 clusters Score: Raw -2550233.728018 + Penalty 4829.620332 = -2545404.107686 nChanged 26 SP:Iteration 100F (2766.940000 sec): 3 clusters Score: Raw -2550240.726015 + Penalty 4829.620332 = -2545411.105684 nChanged 27 SP:Iteration 101Q (2767.200000 sec): 3 clusters Score: Raw -2550246.449494 + Penalty 4829.620332 = -2545416.829163 nChanged 18 SP:Iteration 102Q (2767.550000 sec): 3 clusters Score: Raw -2550249.910260 + Penalty 4829.620332 = -2545420.289928 nChanged 10 SP:Iteration 103Q (2767.840000 sec): 3 clusters Score: Raw -2550251.725603 + Penalty 4829.620332 = -2545422.105272 nChanged 10 SP:Iteration 104Q (2768.090000 sec): 3 clusters Score: Raw -2550253.571480 + Penalty 4829.620332 = -2545423.951149 nChanged 7 SP:Iteration 105Q (2768.380000 sec): 3 clusters Score: Raw -2550255.267393 + Penalty 4829.620332 = -2545425.647061 nChanged 10 SP:Iteration 106Q (2768.660000 sec): 3 clusters Score: Raw -2550257.364996 + Penalty 4829.620332 = -2545427.744664 nChanged 9 SP:Iteration 107Q (2768.970000 sec): 3 clusters Score: Raw -2550259.559854 + Penalty 4829.620332 = -2545429.939523 nChanged 9 SP:Iteration 108Q (2769.230000 sec): 3 clusters Score: Raw -2550261.445640 + Penalty 4829.620332 = -2545431.825309 nChanged 8 SP:Iteration 109Q (2769.480000 sec): 3 clusters Score: Raw -2550263.255377 + Penalty 4829.620332 = -2545433.635046 nChanged 12 SP:Iteration 110Q (2769.740000 sec): 3 clusters Score: Raw -2550266.219033 + Penalty 4829.620332 = -2545436.598701 nChanged 13 SP:Iteration 111Q (2770.060000 sec): 3 clusters Score: Raw -2550268.671947 + Penalty 4829.620332 = -2545439.051615 nChanged 11 SP:Iteration 112Q (2770.350000 sec): 3 clusters Score: Raw -2550271.098057 + Penalty 4829.620332 = -2545441.477725 nChanged 17 SP:Iteration 113Q (2770.640000 sec): 3 clusters Score: Raw -2550275.384684 + Penalty 4829.620332 = -2545445.764352 nChanged 17 SP:Iteration 114Q (2770.930000 sec): 3 clusters Score: Raw -2550280.457979 + Penalty 4829.620332 = -2545450.837648 nChanged 19 SP:Iteration 115Q (2771.210000 sec): 3 clusters Score: Raw -2550285.565193 + Penalty 4829.620332 = -2545455.944861 nChanged 13 SP:Iteration 116Q (2771.470000 sec): 3 clusters Score: Raw -2550289.430422 + Penalty 4829.620332 = -2545459.810091 nChanged 15 SP:Iteration 117Q (2771.740000 sec): 3 clusters Score: Raw -2550291.989102 + Penalty 4829.620332 = -2545462.368770 nChanged 12 SP:Iteration 118Q (2771.990000 sec): 3 clusters Score: Raw -2550294.353386 + Penalty 4829.620332 = -2545464.733055 nChanged 11 SP:Iteration 119Q (2772.260000 sec): 3 clusters Score: Raw -2550296.774925 + Penalty 4829.620332 = -2545467.154593 nChanged 15 SP:Iteration 120F (2772.600000 sec): 3 clusters Score: Raw -2550302.006405 + Penalty 4829.620332 = -2545472.386074 nChanged 20 SP:Iteration 121Q (2772.900000 sec): 3 clusters Score: Raw -2550307.576517 + Penalty 4829.620332 = -2545477.956186 nChanged 20 SP:Iteration 122Q (2773.190000 sec): 3 clusters Score: Raw -2550313.781147 + Penalty 4829.620332 = -2545484.160816 nChanged 15 SP:Iteration 123Q (2773.420000 sec): 3 clusters Score: Raw -2550318.047421 + Penalty 4829.620332 = -2545488.427090 nChanged 14 SP:Iteration 124Q (2773.740000 sec): 3 clusters Score: Raw -2550321.632610 + Penalty 4829.620332 = -2545492.012278 nChanged 15 SP:Iteration 125Q (2774.020000 sec): 3 clusters Score: Raw -2550325.319814 + Penalty 4829.620332 = -2545495.699483 nChanged 11 SP:Iteration 126Q (2774.220000 sec): 3 clusters Score: Raw -2550328.105024 + Penalty 4829.620332 = -2545498.484692 nChanged 7 SP:Iteration 127Q (2774.470000 sec): 3 clusters Score: Raw -2550329.865022 + Penalty 4829.620332 = -2545500.244691 nChanged 5 SP:Iteration 128Q (2774.760000 sec): 3 clusters Score: Raw -2550330.742480 + Penalty 4829.620332 = -2545501.122148 nChanged 4 SP:Iteration 129Q (2775.080000 sec): 3 clusters Score: Raw -2550331.408257 + Penalty 4829.620332 = -2545501.787926 nChanged 3 SP:Iteration 130Q (2775.300000 sec): 3 clusters Score: Raw -2550332.389342 + Penalty 4829.620332 = -2545502.769010 nChanged 7 SP:Iteration 131Q (2775.640000 sec): 3 clusters Score: Raw -2550333.869587 + Penalty 4829.620332 = -2545504.249255 nChanged 3 SP:Iteration 132Q (2775.860000 sec): 3 clusters Score: Raw -2550334.799206 + Penalty 4829.620332 = -2545505.178875 nChanged 3 SP:Iteration 133Q (2776.160000 sec): 3 clusters Score: Raw -2550335.305095 + Penalty 4829.620332 = -2545505.684764 nChanged 4 SP:Iteration 134Q (2776.420000 sec): 3 clusters Score: Raw -2550336.382011 + Penalty 4829.620332 = -2545506.761680 nChanged 3 SP:Iteration 135Q (2776.710000 sec): 3 clusters Score: Raw -2550337.160448 + Penalty 4829.620332 = -2545507.540117 nChanged 2 SP:Iteration 136Q (2777.020000 sec): 3 clusters Score: Raw -2550337.421037 + Penalty 4829.620332 = -2545507.800705 nChanged 0 SP:Iteration 137F (2777.320000 sec): 3 clusters Score: Raw -2550337.421037 + Penalty 4829.620332 = -2545507.800705 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 8 (5485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2777.440000 sec): 2 clusters Score: Raw -763388.694257 + Penalty 2135.223548 = -761253.470709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2777.670000 sec): 3 clusters Score: Raw -760750.129848 + Penalty 4270.447097 = -756479.682751 nChanged 2106 SP:Iteration 1F (2777.910000 sec): 3 clusters Score: Raw -762047.505762 + Penalty 4270.447097 = -757777.058665 nChanged 436 SP:Iteration 2F (2778.170000 sec): 3 clusters Score: Raw -762304.298926 + Penalty 4270.447097 = -758033.851829 nChanged 305 SP:Iteration 3F (2778.380000 sec): 3 clusters Score: Raw -762527.694212 + Penalty 4270.447097 = -758257.247115 nChanged 267 SP:Iteration 4Q (2778.580000 sec): 3 clusters Score: Raw -762719.354600 + Penalty 4270.447097 = -758448.907503 nChanged 247 SP:Iteration 5Q (2778.840000 sec): 3 clusters Score: Raw -762880.617170 + Penalty 4270.447097 = -758610.170073 nChanged 227 SP:Iteration 6Q (2779.100000 sec): 3 clusters Score: Raw -763047.184542 + Penalty 4270.447097 = -758776.737446 nChanged 228 SP:Iteration 7Q (2779.380000 sec): 3 clusters Score: Raw -763207.023456 + Penalty 4270.447097 = -758936.576359 nChanged 203 SP:Iteration 8Q (2779.620000 sec): 3 clusters Score: Raw -763360.714482 + Penalty 4270.447097 = -759090.267385 nChanged 190 SP:Iteration 9Q (2779.840000 sec): 3 clusters Score: Raw -763530.783680 + Penalty 4270.447097 = -759260.336583 nChanged 175 SP:Iteration 10Q (2780.100000 sec): 3 clusters Score: Raw -763658.435915 + Penalty 4270.447097 = -759387.988818 nChanged 156 SP:Iteration 11Q (2780.360000 sec): 3 clusters Score: Raw -763761.807575 + Penalty 4270.447097 = -759491.360478 nChanged 144 SP:Iteration 12Q (2780.610000 sec): 3 clusters Score: Raw -763870.259520 + Penalty 4270.447097 = -759599.812424 nChanged 106 SP:Iteration 13Q (2780.850000 sec): 3 clusters Score: Raw -763946.927013 + Penalty 4270.447097 = -759676.479916 nChanged 111 SP:Iteration 14Q (2781.080000 sec): 3 clusters Score: Raw -764018.416620 + Penalty 4270.447097 = -759747.969523 nChanged 115 SP:Iteration 15Q (2781.290000 sec): 3 clusters Score: Raw -764100.678179 + Penalty 4270.447097 = -759830.231082 nChanged 123 SP:Iteration 16Q (2781.510000 sec): 3 clusters Score: Raw -764185.767544 + Penalty 4270.447097 = -759915.320447 nChanged 108 SP:Iteration 17Q (2781.740000 sec): 3 clusters Score: Raw -764249.460232 + Penalty 4270.447097 = -759979.013136 nChanged 83 SP:Iteration 18Q (2781.960000 sec): 3 clusters Score: Raw -764303.209702 + Penalty 4270.447097 = -760032.762605 nChanged 85 SP:Iteration 19Q (2782.100000 sec): 3 clusters Score: Raw -764356.430442 + Penalty 4270.447097 = -760085.983345 nChanged 77 SP:Iteration 20F (2782.300000 sec): 3 clusters Score: Raw -764472.611660 + Penalty 4270.447097 = -760202.164563 nChanged 86 SP:Iteration 21Q (2782.520000 sec): 3 clusters Score: Raw -764556.634958 + Penalty 4270.447097 = -760286.187861 nChanged 79 SP:Iteration 22Q (2782.800000 sec): 3 clusters Score: Raw -764616.758699 + Penalty 4270.447097 = -760346.311602 nChanged 75 SP:Iteration 23Q (2782.970000 sec): 3 clusters Score: Raw -764683.016145 + Penalty 4270.447097 = -760412.569049 nChanged 76 SP:Iteration 24Q (2783.230000 sec): 3 clusters Score: Raw -764741.299655 + Penalty 4270.447097 = -760470.852558 nChanged 62 SP:Iteration 25Q (2783.430000 sec): 3 clusters Score: Raw -764797.168445 + Penalty 4270.447097 = -760526.721348 nChanged 55 SP:Iteration 26Q (2783.650000 sec): 3 clusters Score: Raw -764850.689777 + Penalty 4270.447097 = -760580.242680 nChanged 44 SP:Iteration 27Q (2783.880000 sec): 3 clusters Score: Raw -764897.003151 + Penalty 4270.447097 = -760626.556055 nChanged 44 SP:Iteration 28Q (2784.110000 sec): 3 clusters Score: Raw -764940.772141 + Penalty 4270.447097 = -760670.325044 nChanged 30 SP:Iteration 29Q (2784.360000 sec): 3 clusters Score: Raw -764966.348863 + Penalty 4270.447097 = -760695.901766 nChanged 24 SP:Iteration 30Q (2784.570000 sec): 3 clusters Score: Raw -764985.179208 + Penalty 4270.447097 = -760714.732111 nChanged 16 SP:Iteration 31Q (2784.800000 sec): 3 clusters Score: Raw -765001.580260 + Penalty 4270.447097 = -760731.133163 nChanged 17 SP:Iteration 32Q (2785.020000 sec): 3 clusters Score: Raw -765019.713072 + Penalty 4270.447097 = -760749.265975 nChanged 15 SP:Iteration 33Q (2785.210000 sec): 3 clusters Score: Raw -765032.098094 + Penalty 4270.447097 = -760761.650997 nChanged 9 SP:Iteration 34Q (2785.390000 sec): 3 clusters Score: Raw -765038.846990 + Penalty 4270.447097 = -760768.399893 nChanged 7 SP:Iteration 35Q (2785.640000 sec): 3 clusters Score: Raw -765043.448514 + Penalty 4270.447097 = -760773.001418 nChanged 6 SP:Iteration 36Q (2785.870000 sec): 3 clusters Score: Raw -765049.557561 + Penalty 4270.447097 = -760779.110464 nChanged 5 SP:Iteration 37Q (2786.050000 sec): 3 clusters Score: Raw -765052.525330 + Penalty 4270.447097 = -760782.078233 nChanged 4 SP:Iteration 38Q (2786.250000 sec): 3 clusters Score: Raw -765055.334041 + Penalty 4270.447097 = -760784.886945 nChanged 3 SP:Iteration 39Q (2786.460000 sec): 3 clusters Score: Raw -765056.953758 + Penalty 4270.447097 = -760786.506661 nChanged 2 SP:Iteration 40F (2786.760000 sec): 3 clusters Score: Raw -765057.953852 + Penalty 4270.447097 = -760787.506755 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 9 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.850000 sec): 2 clusters Score: Raw -82747.768166 + Penalty 1590.537821 = -81157.230344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.090000 sec): 3 clusters Score: Raw -82758.233594 + Penalty 3181.075643 = -79577.157951 nChanged 136 SP:Iteration 1F (2787.250000 sec): 3 clusters Score: Raw -83225.607546 + Penalty 3181.075643 = -80044.531903 nChanged 65 SP:Iteration 2F (2787.450000 sec): 3 clusters Score: Raw -83755.891135 + Penalty 3181.075643 = -80574.815492 nChanged 60 SP:Iteration 3F (2787.650000 sec): 3 clusters Score: Raw -83983.359037 + Penalty 3181.075643 = -80802.283394 nChanged 32 SP:Iteration 4F (2787.810000 sec): 3 clusters Score: Raw -84094.960927 + Penalty 3181.075643 = -80913.885284 nChanged 20 SP:Iteration 5Q (2788.000000 sec): 3 clusters Score: Raw -84171.026514 + Penalty 3181.075643 = -80989.950871 nChanged 6 SP:Iteration 6Q (2788.190000 sec): 3 clusters Score: Raw -84189.733337 + Penalty 3181.075643 = -81008.657695 nChanged 4 SP:Iteration 7Q (2788.420000 sec): 3 clusters Score: Raw -84200.806640 + Penalty 3181.075643 = -81019.730997 nChanged 0 SP:Iteration 8F (2788.620000 sec): 3 clusters Score: Raw -84200.806640 + Penalty 3181.075643 = -81019.730997 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 10 (5633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2788.760000 sec): 2 clusters Score: Raw -837360.862235 + Penalty 2141.826565 = -835219.035670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2788.990000 sec): 3 clusters Score: Raw -834572.750664 + Penalty 4283.653130 = -830289.097534 nChanged 2186 SP:Iteration 1F (2789.220000 sec): 3 clusters Score: Raw -835915.360815 + Penalty 4283.653130 = -831631.707686 nChanged 426 SP:Iteration 2F (2789.470000 sec): 3 clusters Score: Raw -836143.742476 + Penalty 4283.653130 = -831860.089346 nChanged 283 SP:Iteration 3F (2789.700000 sec): 3 clusters Score: Raw -836280.510539 + Penalty 4283.653130 = -831996.857409 nChanged 206 SP:Iteration 4Q (2789.980000 sec): 3 clusters Score: Raw -836379.535671 + Penalty 4283.653130 = -832095.882541 nChanged 169 SP:Iteration 5Q (2790.180000 sec): 3 clusters Score: Raw -836465.677483 + Penalty 4283.653130 = -832182.024354 nChanged 147 SP:Iteration 6Q (2790.420000 sec): 3 clusters Score: Raw -836523.271069 + Penalty 4283.653130 = -832239.617939 nChanged 116 SP:Iteration 7Q (2790.620000 sec): 3 clusters Score: Raw -836565.139795 + Penalty 4283.653130 = -832281.486666 nChanged 94 SP:Iteration 8Q (2790.830000 sec): 3 clusters Score: Raw -836601.895158 + Penalty 4283.653130 = -832318.242028 nChanged 96 SP:Iteration 9Q (2791.080000 sec): 3 clusters Score: Raw -836632.627658 + Penalty 4283.653130 = -832348.974528 nChanged 66 SP:Iteration 10Q (2791.300000 sec): 3 clusters Score: Raw -836657.220199 + Penalty 4283.653130 = -832373.567069 nChanged 58 SP:Iteration 11Q (2791.500000 sec): 3 clusters Score: Raw -836677.102803 + Penalty 4283.653130 = -832393.449673 nChanged 51 SP:Iteration 12Q (2791.670000 sec): 3 clusters Score: Raw -836695.580114 + Penalty 4283.653130 = -832411.926985 nChanged 51 SP:Iteration 13Q (2791.850000 sec): 3 clusters Score: Raw -836713.926877 + Penalty 4283.653130 = -832430.273748 nChanged 45 SP:Iteration 14Q (2792.070000 sec): 3 clusters Score: Raw -836730.937001 + Penalty 4283.653130 = -832447.283871 nChanged 54 SP:Iteration 15Q (2792.250000 sec): 3 clusters Score: Raw -836749.235720 + Penalty 4283.653130 = -832465.582590 nChanged 53 SP:Iteration 16Q (2792.450000 sec): 3 clusters Score: Raw -836766.930991 + Penalty 4283.653130 = -832483.277861 nChanged 49 SP:Iteration 17Q (2792.650000 sec): 3 clusters Score: Raw -836780.856419 + Penalty 4283.653130 = -832497.203289 nChanged 35 SP:Iteration 18Q (2792.870000 sec): 3 clusters Score: Raw -836791.062632 + Penalty 4283.653130 = -832507.409502 nChanged 33 SP:Iteration 19Q (2793.110000 sec): 3 clusters Score: Raw -836800.853922 + Penalty 4283.653130 = -832517.200792 nChanged 31 SP:Iteration 20F (2793.350000 sec): 3 clusters Score: Raw -836811.915456 + Penalty 4283.653130 = -832528.262326 nChanged 37 SP:Iteration 21Q (2793.620000 sec): 3 clusters Score: Raw -836824.825528 + Penalty 4283.653130 = -832541.172399 nChanged 35 SP:Iteration 22Q (2793.850000 sec): 3 clusters Score: Raw -836835.499270 + Penalty 4283.653130 = -832551.846141 nChanged 31 SP:Iteration 23Q (2794.060000 sec): 3 clusters Score: Raw -836845.444705 + Penalty 4283.653130 = -832561.791575 nChanged 35 SP:Iteration 24Q (2794.270000 sec): 3 clusters Score: Raw -836856.471492 + Penalty 4283.653130 = -832572.818362 nChanged 33 SP:Iteration 25Q (2794.490000 sec): 3 clusters Score: Raw -836867.081227 + Penalty 4283.653130 = -832583.428097 nChanged 38 SP:Iteration 26Q (2794.710000 sec): 3 clusters Score: Raw -836878.806571 + Penalty 4283.653130 = -832595.153441 nChanged 27 SP:Iteration 27Q (2794.940000 sec): 3 clusters Score: Raw -836887.230499 + Penalty 4283.653130 = -832603.577370 nChanged 33 SP:Iteration 28Q (2795.190000 sec): 3 clusters Score: Raw -836897.409500 + Penalty 4283.653130 = -832613.756371 nChanged 25 SP:Iteration 29Q (2795.420000 sec): 3 clusters Score: Raw -836905.020981 + Penalty 4283.653130 = -832621.367851 nChanged 25 SP:Iteration 30Q (2795.630000 sec): 3 clusters Score: Raw -836917.563876 + Penalty 4283.653130 = -832633.910746 nChanged 36 SP:Iteration 31Q (2795.830000 sec): 3 clusters Score: Raw -836933.266451 + Penalty 4283.653130 = -832649.613321 nChanged 45 SP:Iteration 32Q (2796.060000 sec): 3 clusters Score: Raw -836952.033493 + Penalty 4283.653130 = -832668.380363 nChanged 52 SP:Iteration 33Q (2796.280000 sec): 3 clusters Score: Raw -836974.320357 + Penalty 4283.653130 = -832690.667227 nChanged 52 SP:Iteration 34Q (2796.530000 sec): 3 clusters Score: Raw -836996.386764 + Penalty 4283.653130 = -832712.733635 nChanged 50 SP:Iteration 35Q (2796.730000 sec): 3 clusters Score: Raw -837016.828065 + Penalty 4283.653130 = -832733.174936 nChanged 72 SP:Iteration 36Q (2796.960000 sec): 3 clusters Score: Raw -837045.400874 + Penalty 4283.653130 = -832761.747744 nChanged 65 SP:Iteration 37Q (2797.180000 sec): 3 clusters Score: Raw -837070.018451 + Penalty 4283.653130 = -832786.365321 nChanged 47 SP:Iteration 38Q (2797.390000 sec): 3 clusters Score: Raw -837089.748774 + Penalty 4283.653130 = -832806.095644 nChanged 49 SP:Iteration 39Q (2797.670000 sec): 3 clusters Score: Raw -837113.741093 + Penalty 4283.653130 = -832830.087964 nChanged 63 SP:Iteration 40F (2797.850000 sec): 3 clusters Score: Raw -837150.239372 + Penalty 4283.653130 = -832866.586242 nChanged 61 SP:Iteration 41Q (2798.110000 sec): 3 clusters Score: Raw -837176.935096 + Penalty 4283.653130 = -832893.281967 nChanged 63 SP:Iteration 42Q (2798.340000 sec): 3 clusters Score: Raw -837209.577085 + Penalty 4283.653130 = -832925.923956 nChanged 58 SP:Iteration 43Q (2798.560000 sec): 3 clusters Score: Raw -837242.859974 + Penalty 4283.653130 = -832959.206845 nChanged 58 SP:Iteration 44Q (2798.770000 sec): 3 clusters Score: Raw -837268.172831 + Penalty 4283.653130 = -832984.519701 nChanged 44 SP:Iteration 45Q (2799.050000 sec): 3 clusters Score: Raw -837289.567430 + Penalty 4283.653130 = -833005.914300 nChanged 49 SP:Iteration 46Q (2799.270000 sec): 3 clusters Score: Raw -837314.177326 + Penalty 4283.653130 = -833030.524196 nChanged 43 SP:Iteration 47Q (2799.470000 sec): 3 clusters Score: Raw -837335.271782 + Penalty 4283.653130 = -833051.618652 nChanged 49 SP:Iteration 48Q (2799.740000 sec): 3 clusters Score: Raw -837360.050744 + Penalty 4283.653130 = -833076.397614 nChanged 49 SP:Iteration 49Q (2799.980000 sec): 3 clusters Score: Raw -837389.913201 + Penalty 4283.653130 = -833106.260071 nChanged 60 SP:Iteration 50Q (2800.170000 sec): 3 clusters Score: Raw -837423.161739 + Penalty 4283.653130 = -833139.508609 nChanged 42 SP:Iteration 51Q (2800.420000 sec): 3 clusters Score: Raw -837447.884803 + Penalty 4283.653130 = -833164.231674 nChanged 39 SP:Iteration 52Q (2800.640000 sec): 3 clusters Score: Raw -837470.419560 + Penalty 4283.653130 = -833186.766430 nChanged 34 SP:Iteration 53Q (2800.840000 sec): 3 clusters Score: Raw -837490.263744 + Penalty 4283.653130 = -833206.610614 nChanged 34 SP:Iteration 54Q (2801.030000 sec): 3 clusters Score: Raw -837507.995347 + Penalty 4283.653130 = -833224.342217 nChanged 29 SP:Iteration 55Q (2801.260000 sec): 3 clusters Score: Raw -837523.449894 + Penalty 4283.653130 = -833239.796764 nChanged 22 SP:Iteration 56Q (2801.510000 sec): 3 clusters Score: Raw -837531.815793 + Penalty 4283.653130 = -833248.162663 nChanged 11 SP:Iteration 57Q (2801.710000 sec): 3 clusters Score: Raw -837536.107630 + Penalty 4283.653130 = -833252.454500 nChanged 15 SP:Iteration 58Q (2801.940000 sec): 3 clusters Score: Raw -837543.767179 + Penalty 4283.653130 = -833260.114049 nChanged 19 SP:Iteration 59Q (2802.150000 sec): 3 clusters Score: Raw -837554.042756 + Penalty 4283.653130 = -833270.389627 nChanged 13 SP:Iteration 60F (2802.350000 sec): 3 clusters Score: Raw -837560.042895 + Penalty 4283.653130 = -833276.389766 nChanged 9 SP:Iteration 61Q (2802.570000 sec): 3 clusters Score: Raw -837562.784472 + Penalty 4283.653130 = -833279.131342 nChanged 3 SP:Iteration 62Q (2802.760000 sec): 3 clusters Score: Raw -837564.841164 + Penalty 4283.653130 = -833281.188035 nChanged 3 SP:Iteration 63Q (2802.980000 sec): 3 clusters Score: Raw -837566.607614 + Penalty 4283.653130 = -833282.954485 nChanged 6 SP:Iteration 64Q (2803.190000 sec): 3 clusters Score: Raw -837569.902103 + Penalty 4283.653130 = -833286.248973 nChanged 11 SP:Iteration 65Q (2803.410000 sec): 3 clusters Score: Raw -837574.300429 + Penalty 4283.653130 = -833290.647299 nChanged 8 SP:Iteration 66Q (2803.600000 sec): 3 clusters Score: Raw -837578.495918 + Penalty 4283.653130 = -833294.842788 nChanged 9 SP:Iteration 67Q (2803.840000 sec): 3 clusters Score: Raw -837580.922011 + Penalty 4283.653130 = -833297.268881 nChanged 4 SP:Iteration 68Q (2804.070000 sec): 3 clusters Score: Raw -837582.743997 + Penalty 4283.653130 = -833299.090868 nChanged 6 SP:Iteration 69Q (2804.280000 sec): 3 clusters Score: Raw -837585.111002 + Penalty 4283.653130 = -833301.457872 nChanged 7 SP:Iteration 70Q (2804.550000 sec): 3 clusters Score: Raw -837588.907156 + Penalty 4283.653130 = -833305.254027 nChanged 5 SP:Iteration 71Q (2804.730000 sec): 3 clusters Score: Raw -837591.896006 + Penalty 4283.653130 = -833308.242876 nChanged 9 SP:Iteration 72Q (2804.890000 sec): 3 clusters Score: Raw -837597.196233 + Penalty 4283.653130 = -833313.543104 nChanged 10 SP:Iteration 73Q (2805.080000 sec): 3 clusters Score: Raw -837601.397701 + Penalty 4283.653130 = -833317.744571 nChanged 10 SP:Iteration 74Q (2805.380000 sec): 3 clusters Score: Raw -837605.462631 + Penalty 4283.653130 = -833321.809502 nChanged 5 SP:Iteration 75Q (2805.550000 sec): 3 clusters Score: Raw -837607.492168 + Penalty 4283.653130 = -833323.839039 nChanged 2 SP:Iteration 76Q (2805.750000 sec): 3 clusters Score: Raw -837608.083717 + Penalty 4283.653130 = -833324.430587 nChanged 3 SP:Iteration 77Q (2806.020000 sec): 3 clusters Score: Raw -837608.650685 + Penalty 4283.653130 = -833324.997556 nChanged 3 SP:Iteration 78Q (2806.230000 sec): 3 clusters Score: Raw -837609.382514 + Penalty 4283.653130 = -833325.729385 nChanged 5 SP:Iteration 79Q (2806.470000 sec): 3 clusters Score: Raw -837611.943251 + Penalty 4283.653130 = -833328.290121 nChanged 6 SP:Iteration 80F (2806.740000 sec): 3 clusters Score: Raw -837615.319427 + Penalty 4283.653130 = -833331.666297 nChanged 8 SP:Iteration 81Q (2807.000000 sec): 3 clusters Score: Raw -837619.534373 + Penalty 4283.653130 = -833335.881244 nChanged 7 SP:Iteration 82Q (2807.250000 sec): 3 clusters Score: Raw -837622.435235 + Penalty 4283.653130 = -833338.782106 nChanged 6 SP:Iteration 83Q (2807.530000 sec): 3 clusters Score: Raw -837623.963567 + Penalty 4283.653130 = -833340.310438 nChanged 4 SP:Iteration 84Q (2807.760000 sec): 3 clusters Score: Raw -837625.469850 + Penalty 4283.653130 = -833341.816720 nChanged 6 SP:Iteration 85Q (2807.950000 sec): 3 clusters Score: Raw -837627.335707 + Penalty 4283.653130 = -833343.682577 nChanged 4 SP:Iteration 86Q (2808.190000 sec): 3 clusters Score: Raw -837629.027852 + Penalty 4283.653130 = -833345.374722 nChanged 3 SP:Iteration 87Q (2808.410000 sec): 3 clusters Score: Raw -837630.558416 + Penalty 4283.653130 = -833346.905286 nChanged 5 SP:Iteration 88Q (2808.660000 sec): 3 clusters Score: Raw -837632.532692 + Penalty 4283.653130 = -833348.879562 nChanged 5 SP:Iteration 89Q (2808.880000 sec): 3 clusters Score: Raw -837635.783868 + Penalty 4283.653130 = -833352.130739 nChanged 7 SP:Iteration 90Q (2809.080000 sec): 3 clusters Score: Raw -837638.695829 + Penalty 4283.653130 = -833355.042699 nChanged 6 SP:Iteration 91Q (2809.320000 sec): 3 clusters Score: Raw -837640.677793 + Penalty 4283.653130 = -833357.024664 nChanged 7 SP:Iteration 92Q (2809.550000 sec): 3 clusters Score: Raw -837642.479357 + Penalty 4283.653130 = -833358.826227 nChanged 1 SP:Iteration 93Q (2809.750000 sec): 3 clusters Score: Raw -837642.756377 + Penalty 4283.653130 = -833359.103247 nChanged 0 SP:Iteration 94F (2809.980000 sec): 3 clusters Score: Raw -837642.756377 + Penalty 4283.653130 = -833359.103247 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 11 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.080000 sec): 2 clusters Score: Raw -124914.838921 + Penalty 1673.692368 = -123241.146553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2810.270000 sec): 3 clusters Score: Raw -124753.138418 + Penalty 3347.384736 = -121405.753682 nChanged 219 SP:Iteration 1F (2810.510000 sec): 3 clusters Score: Raw -125023.153033 + Penalty 3347.384736 = -121675.768298 nChanged 44 SP:Iteration 2F (2810.700000 sec): 3 clusters Score: Raw -125088.922227 + Penalty 3347.384736 = -121741.537492 nChanged 22 SP:Iteration 3Q (2810.910000 sec): 3 clusters Score: Raw -125132.571062 + Penalty 3347.384736 = -121785.186326 nChanged 19 SP:Iteration 4Q (2811.150000 sec): 3 clusters Score: Raw -125178.978106 + Penalty 3347.384736 = -121831.593370 nChanged 14 SP:Iteration 5Q (2811.330000 sec): 3 clusters Score: Raw -125208.379019 + Penalty 3347.384736 = -121860.994284 nChanged 8 SP:Iteration 6Q (2811.500000 sec): 3 clusters Score: Raw -125218.135570 + Penalty 3347.384736 = -121870.750835 nChanged 6 SP:Iteration 7Q (2811.680000 sec): 3 clusters Score: Raw -125228.537546 + Penalty 3347.384736 = -121881.152810 nChanged 4 SP:Iteration 8Q (2811.860000 sec): 3 clusters Score: Raw -125235.413944 + Penalty 3347.384736 = -121888.029208 nChanged 2 SP:Iteration 9Q (2812.030000 sec): 3 clusters Score: Raw -125237.945988 + Penalty 3347.384736 = -121890.561253 nChanged 3 SP:Iteration 10Q (2812.150000 sec): 3 clusters Score: Raw -125240.808632 + Penalty 3347.384736 = -121893.423896 nChanged 1 SP:Iteration 11Q (2812.320000 sec): 3 clusters Score: Raw -125241.564760 + Penalty 3347.384736 = -121894.180024 nChanged 0 SP:Iteration 12F (2812.520000 sec): 3 clusters Score: Raw -125241.564760 + Penalty 3347.384736 = -121894.180024 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 12 (73878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.020000 sec): 2 clusters Score: Raw -11112879.816649 + Penalty 2780.122250 = -11110099.694399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.650000 sec): 3 clusters Score: Raw -11066200.635688 + Penalty 5560.244500 = -11060640.391188 nChanged 34607 SP:Iteration 1F (2814.260000 sec): 3 clusters Score: Raw -11085958.723023 + Penalty 5560.244500 = -11080398.478523 nChanged 2899 SP:Iteration 2Q (2814.890000 sec): 3 clusters Score: Raw -11086983.554236 + Penalty 5560.244500 = -11081423.309736 nChanged 3043 SP:Iteration 3Q (2815.470000 sec): 3 clusters Score: Raw -11088230.872520 + Penalty 5560.244500 = -11082670.628020 nChanged 3241 SP:Iteration 4Q (2816.070000 sec): 3 clusters Score: Raw -11089749.715786 + Penalty 5560.244500 = -11084189.471286 nChanged 3478 SP:Iteration 5Q (2816.710000 sec): 3 clusters Score: Raw -11091408.839909 + Penalty 5560.244500 = -11085848.595409 nChanged 3620 SP:Iteration 6Q (2817.310000 sec): 3 clusters Score: Raw -11093081.008890 + Penalty 5560.244500 = -11087520.764390 nChanged 3613 SP:Iteration 7Q (2817.860000 sec): 3 clusters Score: Raw -11094684.092334 + Penalty 5560.244500 = -11089123.847834 nChanged 3383 SP:Iteration 8Q (2818.450000 sec): 3 clusters Score: Raw -11095992.999662 + Penalty 5560.244500 = -11090432.755162 nChanged 2929 SP:Iteration 9Q (2819.010000 sec): 3 clusters Score: Raw -11096949.836893 + Penalty 5560.244500 = -11091389.592393 nChanged 2502 SP:Iteration 10Q (2819.630000 sec): 3 clusters Score: Raw -11097674.286336 + Penalty 5560.244500 = -11092114.041835 nChanged 2076 SP:Iteration 11Q (2820.160000 sec): 3 clusters Score: Raw -11098216.516481 + Penalty 5560.244500 = -11092656.271981 nChanged 1858 SP:Iteration 12Q (2820.690000 sec): 3 clusters Score: Raw -11098689.271689 + Penalty 5560.244500 = -11093129.027189 nChanged 1704 SP:Iteration 13Q (2821.250000 sec): 3 clusters Score: Raw -11099113.768258 + Penalty 5560.244500 = -11093553.523758 nChanged 1566 SP:Iteration 14Q (2821.810000 sec): 3 clusters Score: Raw -11099482.966183 + Penalty 5560.244500 = -11093922.721683 nChanged 1566 SP:Iteration 15Q (2822.400000 sec): 3 clusters Score: Raw -11099879.948043 + Penalty 5560.244500 = -11094319.703543 nChanged 1710 SP:Iteration 16Q (2823.010000 sec): 3 clusters Score: Raw -11100379.564348 + Penalty 5560.244500 = -11094819.319848 nChanged 1942 SP:Iteration 17Q (2823.620000 sec): 3 clusters Score: Raw -11101028.335794 + Penalty 5560.244500 = -11095468.091294 nChanged 2181 SP:Iteration 18Q (2824.200000 sec): 3 clusters Score: Raw -11101839.532472 + Penalty 5560.244500 = -11096279.287972 nChanged 2423 SP:Iteration 19Q (2824.800000 sec): 3 clusters Score: Raw -11102818.010293 + Penalty 5560.244500 = -11097257.765793 nChanged 2576 SP:Iteration 20F (2825.380000 sec): 3 clusters Score: Raw -11103964.291916 + Penalty 5560.244500 = -11098404.047416 nChanged 2727 SP:Iteration 21Q (2825.930000 sec): 3 clusters Score: Raw -11105325.801551 + Penalty 5560.244500 = -11099765.557051 nChanged 2773 SP:Iteration 22Q (2826.500000 sec): 3 clusters Score: Raw -11106792.460824 + Penalty 5560.244500 = -11101232.216324 nChanged 2601 SP:Iteration 23Q (2827.100000 sec): 3 clusters Score: Raw -11108264.184995 + Penalty 5560.244500 = -11102703.940495 nChanged 2343 SP:Iteration 24Q (2827.640000 sec): 3 clusters Score: Raw -11109692.835896 + Penalty 5560.244500 = -11104132.591396 nChanged 1919 SP:Iteration 25Q (2828.170000 sec): 3 clusters Score: Raw -11110819.779774 + Penalty 5560.244500 = -11105259.535274 nChanged 1312 SP:Iteration 26Q (2828.750000 sec): 3 clusters Score: Raw -11111588.755775 + Penalty 5560.244500 = -11106028.511275 nChanged 938 SP:Iteration 27Q (2829.280000 sec): 3 clusters Score: Raw -11112124.651709 + Penalty 5560.244500 = -11106564.407209 nChanged 624 SP:Iteration 28Q (2829.880000 sec): 3 clusters Score: Raw -11112506.141657 + Penalty 5560.244500 = -11106945.897157 nChanged 419 SP:Iteration 29Q (2830.440000 sec): 3 clusters Score: Raw -11112760.972465 + Penalty 5560.244500 = -11107200.727965 nChanged 296 SP:Iteration 30Q (2830.910000 sec): 3 clusters Score: Raw -11112941.752883 + Penalty 5560.244500 = -11107381.508383 nChanged 192 SP:Iteration 31Q (2831.470000 sec): 3 clusters Score: Raw -11113058.343880 + Penalty 5560.244500 = -11107498.099380 nChanged 131 SP:Iteration 32Q (2832.020000 sec): 3 clusters Score: Raw -11113136.476870 + Penalty 5560.244500 = -11107576.232370 nChanged 91 SP:Iteration 33Q (2832.580000 sec): 3 clusters Score: Raw -11113195.219688 + Penalty 5560.244500 = -11107634.975188 nChanged 64 SP:Iteration 34Q (2833.080000 sec): 3 clusters Score: Raw -11113238.966889 + Penalty 5560.244500 = -11107678.722389 nChanged 57 SP:Iteration 35Q (2833.680000 sec): 3 clusters Score: Raw -11113273.592119 + Penalty 5560.244500 = -11107713.347619 nChanged 39 SP:Iteration 36Q (2834.250000 sec): 3 clusters Score: Raw -11113297.615672 + Penalty 5560.244500 = -11107737.371172 nChanged 38 SP:Iteration 37Q (2834.850000 sec): 3 clusters Score: Raw -11113322.200617 + Penalty 5560.244500 = -11107761.956116 nChanged 33 SP:Iteration 38Q (2835.460000 sec): 3 clusters Score: Raw -11113347.127036 + Penalty 5560.244500 = -11107786.882535 nChanged 21 SP:Iteration 39Q (2836.000000 sec): 3 clusters Score: Raw -11113360.184040 + Penalty 5560.244500 = -11107799.939540 nChanged 18 SP:Iteration 40F (2836.590000 sec): 3 clusters Score: Raw -11113369.404457 + Penalty 5560.244500 = -11107809.159957 nChanged 12 SP:Iteration 41Q (2837.090000 sec): 3 clusters Score: Raw -11113374.731473 + Penalty 5560.244500 = -11107814.486973 nChanged 9 SP:Iteration 42Q (2837.610000 sec): 3 clusters Score: Raw -11113380.851824 + Penalty 5560.244500 = -11107820.607324 nChanged 6 SP:Iteration 43Q (2838.150000 sec): 3 clusters Score: Raw -11113384.045508 + Penalty 5560.244500 = -11107823.801008 nChanged 4 SP:Iteration 44Q (2838.690000 sec): 3 clusters Score: Raw -11113385.977146 + Penalty 5560.244500 = -11107825.732646 nChanged 6 SP:Iteration 45Q (2839.270000 sec): 3 clusters Score: Raw -11113389.327272 + Penalty 5560.244500 = -11107829.082772 nChanged 9 SP:Iteration 46Q (2839.790000 sec): 3 clusters Score: Raw -11113393.491167 + Penalty 5560.244500 = -11107833.246667 nChanged 6 SP:Iteration 47Q (2840.320000 sec): 3 clusters Score: Raw -11113397.555111 + Penalty 5560.244500 = -11107837.310611 nChanged 10 SP:Iteration 48Q (2840.790000 sec): 3 clusters Score: Raw -11113402.955083 + Penalty 5560.244500 = -11107842.710583 nChanged 3 SP:Iteration 49Q (2841.330000 sec): 3 clusters Score: Raw -11113405.107216 + Penalty 5560.244500 = -11107844.862716 nChanged 5 SP:Iteration 50Q (2841.840000 sec): 3 clusters Score: Raw -11113408.573221 + Penalty 5560.244500 = -11107848.328721 nChanged 5 SP:Iteration 51Q (2842.390000 sec): 3 clusters Score: Raw -11113410.661330 + Penalty 5560.244500 = -11107850.416830 nChanged 4 SP:Iteration 52Q (2842.930000 sec): 3 clusters Score: Raw -11113412.779711 + Penalty 5560.244500 = -11107852.535211 nChanged 2 SP:Iteration 53Q (2843.530000 sec): 3 clusters Score: Raw -11113414.231116 + Penalty 5560.244500 = -11107853.986616 nChanged 1 SP:Iteration 54Q (2844.100000 sec): 3 clusters Score: Raw -11113414.495638 + Penalty 5560.244500 = -11107854.251138 nChanged 2 SP:Iteration 55Q (2844.670000 sec): 3 clusters Score: Raw -11113415.145763 + Penalty 5560.244500 = -11107854.901263 nChanged 2 SP:Iteration 56Q (2845.230000 sec): 3 clusters Score: Raw -11113415.890231 + Penalty 5560.244500 = -11107855.645731 nChanged 0 SP:Iteration 57F (2845.850000 sec): 3 clusters Score: Raw -11113415.890231 + Penalty 5560.244500 = -11107855.645731 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 13 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2845.970000 sec): 2 clusters Score: Raw -12891.129249 + Penalty 1170.187720 = -11720.941529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.160000 sec): 3 clusters Score: Raw -13315.094682 + Penalty 2340.375440 = -10974.719242 nChanged 7 SP:Iteration 1F (2846.380000 sec): 3 clusters Score: Raw -13359.439754 + Penalty 2340.375440 = -11019.064313 nChanged 1 SP:Iteration 2Q (2846.600000 sec): 3 clusters Score: Raw -13361.647016 + Penalty 2340.375440 = -11021.271576 nChanged 0 SP:Iteration 3F (2846.760000 sec): 3 clusters Score: Raw -13361.647016 + Penalty 2340.375440 = -11021.271576 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 14 (16258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2847.000000 sec): 2 clusters Score: Raw -2455121.289367 + Penalty 2404.692413 = -2452716.596954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2847.330000 sec): 3 clusters Score: Raw -2445898.920261 + Penalty 4809.384826 = -2441089.535436 nChanged 7024 SP:Iteration 1F (2847.600000 sec): 3 clusters Score: Raw -2449609.013009 + Penalty 4809.384826 = -2444799.628183 nChanged 882 SP:Iteration 2F (2847.880000 sec): 3 clusters Score: Raw -2449941.889918 + Penalty 4809.384826 = -2445132.505092 nChanged 730 SP:Iteration 3Q (2848.170000 sec): 3 clusters Score: Raw -2450207.774670 + Penalty 4809.384826 = -2445398.389844 nChanged 630 SP:Iteration 4Q (2848.450000 sec): 3 clusters Score: Raw -2450442.123447 + Penalty 4809.384826 = -2445632.738622 nChanged 578 SP:Iteration 5Q (2848.770000 sec): 3 clusters Score: Raw -2450660.253190 + Penalty 4809.384826 = -2445850.868364 nChanged 605 SP:Iteration 6Q (2849.080000 sec): 3 clusters Score: Raw -2450929.452568 + Penalty 4809.384826 = -2446120.067742 nChanged 711 SP:Iteration 7Q (2849.320000 sec): 3 clusters Score: Raw -2451307.697648 + Penalty 4809.384826 = -2446498.312823 nChanged 856 SP:Iteration 8F (2849.570000 sec): 3 clusters Score: Raw -2451857.181658 + Penalty 4809.384826 = -2447047.796833 nChanged 969 SP:Iteration 9F (2849.860000 sec): 3 clusters Score: Raw -2452599.133417 + Penalty 4809.384826 = -2447789.748592 nChanged 961 SP:Iteration 10F (2850.090000 sec): 3 clusters Score: Raw -2453404.557988 + Penalty 4809.384826 = -2448595.173163 nChanged 840 SP:Iteration 11F (2850.380000 sec): 3 clusters Score: Raw -2454139.298778 + Penalty 4809.384826 = -2449329.913953 nChanged 591 SP:Iteration 12Q (2850.610000 sec): 3 clusters Score: Raw -2454652.808833 + Penalty 4809.384826 = -2449843.424007 nChanged 360 SP:Iteration 13Q (2850.930000 sec): 3 clusters Score: Raw -2454984.001544 + Penalty 4809.384826 = -2450174.616718 nChanged 216 SP:Iteration 14Q (2851.160000 sec): 3 clusters Score: Raw -2455183.472859 + Penalty 4809.384826 = -2450374.088033 nChanged 103 SP:Iteration 15Q (2851.440000 sec): 3 clusters Score: Raw -2455290.694832 + Penalty 4809.384826 = -2450481.310007 nChanged 55 SP:Iteration 16Q (2851.680000 sec): 3 clusters Score: Raw -2455352.700935 + Penalty 4809.384826 = -2450543.316109 nChanged 30 SP:Iteration 17Q (2852.000000 sec): 3 clusters Score: Raw -2455384.807790 + Penalty 4809.384826 = -2450575.422964 nChanged 20 SP:Iteration 18Q (2852.260000 sec): 3 clusters Score: Raw -2455403.831903 + Penalty 4809.384826 = -2450594.447078 nChanged 8 SP:Iteration 19Q (2852.540000 sec): 3 clusters Score: Raw -2455411.520543 + Penalty 4809.384826 = -2450602.135718 nChanged 4 SP:Iteration 20F (2852.840000 sec): 3 clusters Score: Raw -2455414.530087 + Penalty 4809.384826 = -2450605.145262 nChanged 4 SP:Iteration 21Q (2853.130000 sec): 3 clusters Score: Raw -2455420.085656 + Penalty 4809.384826 = -2450610.700830 nChanged 5 SP:Iteration 22Q (2853.350000 sec): 3 clusters Score: Raw -2455424.515319 + Penalty 4809.384826 = -2450615.130493 nChanged 2 SP:Iteration 23Q (2853.580000 sec): 3 clusters Score: Raw -2455425.390411 + Penalty 4809.384826 = -2450616.005585 nChanged 1 SP:Iteration 24Q (2853.890000 sec): 3 clusters Score: Raw -2455427.431373 + Penalty 4809.384826 = -2450618.046547 nChanged 1 SP:Iteration 25Q (2854.120000 sec): 3 clusters Score: Raw -2455428.375465 + Penalty 4809.384826 = -2450618.990639 nChanged 1 SP:Iteration 26Q (2854.370000 sec): 3 clusters Score: Raw -2455428.921186 + Penalty 4809.384826 = -2450619.536360 nChanged 0 SP:Iteration 27F (2854.670000 sec): 3 clusters Score: Raw -2455428.921186 + Penalty 4809.384826 = -2450619.536360 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 15 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2854.780000 sec): 2 clusters Score: Raw -231624.708064 + Penalty 1822.928011 = -229801.780054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2854.990000 sec): 3 clusters Score: Raw -231134.732699 + Penalty 3645.856021 = -227488.876678 nChanged 463 SP:Iteration 1F (2855.170000 sec): 3 clusters Score: Raw -231460.025857 + Penalty 3645.856021 = -227814.169835 nChanged 91 SP:Iteration 2F (2855.310000 sec): 3 clusters Score: Raw -231540.419176 + Penalty 3645.856021 = -227894.563154 nChanged 45 SP:Iteration 3Q (2855.470000 sec): 3 clusters Score: Raw -231573.797934 + Penalty 3645.856021 = -227927.941912 nChanged 35 SP:Iteration 4Q (2855.670000 sec): 3 clusters Score: Raw -231606.505949 + Penalty 3645.856021 = -227960.649928 nChanged 29 SP:Iteration 5Q (2855.800000 sec): 3 clusters Score: Raw -231629.259213 + Penalty 3645.856021 = -227983.403192 nChanged 25 SP:Iteration 6Q (2856.000000 sec): 3 clusters Score: Raw -231648.971627 + Penalty 3645.856021 = -228003.115606 nChanged 24 SP:Iteration 7Q (2856.140000 sec): 3 clusters Score: Raw -231666.250825 + Penalty 3645.856021 = -228020.394803 nChanged 7 SP:Iteration 8Q (2856.340000 sec): 3 clusters Score: Raw -231670.597024 + Penalty 3645.856021 = -228024.741002 nChanged 2 SP:Iteration 9Q (2856.480000 sec): 3 clusters Score: Raw -231671.597077 + Penalty 3645.856021 = -228025.741055 nChanged 1 SP:Iteration 10Q (2856.650000 sec): 3 clusters Score: Raw -231672.102241 + Penalty 3645.856021 = -228026.246220 nChanged 3 SP:Iteration 11Q (2856.830000 sec): 3 clusters Score: Raw -231672.889605 + Penalty 3645.856021 = -228027.033584 nChanged 1 SP:Iteration 12Q (2856.980000 sec): 3 clusters Score: Raw -231674.419742 + Penalty 3645.856021 = -228028.563721 nChanged 2 SP:Iteration 13Q (2857.160000 sec): 3 clusters Score: Raw -231675.705224 + Penalty 3645.856021 = -228029.849203 nChanged 1 SP:Iteration 14Q (2857.330000 sec): 3 clusters Score: Raw -231676.105327 + Penalty 3645.856021 = -228030.249306 nChanged 0 SP:Iteration 15F (2857.480000 sec): 3 clusters Score: Raw -231676.105327 + Penalty 3645.856021 = -228030.249306 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 16 (6286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2857.610000 sec): 2 clusters Score: Raw -910058.736966 + Penalty 2169.027894 = -907889.709072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2857.880000 sec): 3 clusters Score: Raw -906871.487191 + Penalty 4338.055788 = -902533.431403 nChanged 2475 SP:Iteration 1F (2858.050000 sec): 3 clusters Score: Raw -908265.063496 + Penalty 4338.055788 = -903927.007708 nChanged 463 SP:Iteration 2F (2858.340000 sec): 3 clusters Score: Raw -908531.123584 + Penalty 4338.055788 = -904193.067796 nChanged 348 SP:Iteration 3F (2858.530000 sec): 3 clusters Score: Raw -908717.382413 + Penalty 4338.055788 = -904379.326626 nChanged 253 SP:Iteration 4Q (2858.750000 sec): 3 clusters Score: Raw -908852.504820 + Penalty 4338.055788 = -904514.449032 nChanged 222 SP:Iteration 5Q (2858.940000 sec): 3 clusters Score: Raw -908991.963816 + Penalty 4338.055788 = -904653.908028 nChanged 215 SP:Iteration 6Q (2859.080000 sec): 3 clusters Score: Raw -909134.870866 + Penalty 4338.055788 = -904796.815078 nChanged 221 SP:Iteration 7Q (2859.230000 sec): 3 clusters Score: Raw -909299.513983 + Penalty 4338.055788 = -904961.458195 nChanged 235 SP:Iteration 8Q (2859.410000 sec): 3 clusters Score: Raw -909472.139134 + Penalty 4338.055788 = -905134.083346 nChanged 247 SP:Iteration 9Q (2859.580000 sec): 3 clusters Score: Raw -909645.146985 + Penalty 4338.055788 = -905307.091197 nChanged 237 SP:Iteration 10Q (2859.750000 sec): 3 clusters Score: Raw -909814.053595 + Penalty 4338.055788 = -905475.997807 nChanged 248 SP:Iteration 11Q (2859.930000 sec): 3 clusters Score: Raw -909968.446932 + Penalty 4338.055788 = -905630.391144 nChanged 217 SP:Iteration 12Q (2860.100000 sec): 3 clusters Score: Raw -910089.091601 + Penalty 4338.055788 = -905751.035813 nChanged 175 SP:Iteration 13Q (2860.280000 sec): 3 clusters Score: Raw -910176.794341 + Penalty 4338.055788 = -905838.738553 nChanged 159 SP:Iteration 14Q (2860.450000 sec): 3 clusters Score: Raw -910253.401347 + Penalty 4338.055788 = -905915.345559 nChanged 146 SP:Iteration 15Q (2860.630000 sec): 3 clusters Score: Raw -910326.491792 + Penalty 4338.055788 = -905988.436005 nChanged 109 SP:Iteration 16Q (2860.780000 sec): 3 clusters Score: Raw -910372.823372 + Penalty 4338.055788 = -906034.767584 nChanged 89 SP:Iteration 17Q (2860.930000 sec): 3 clusters Score: Raw -910410.424481 + Penalty 4338.055788 = -906072.368693 nChanged 79 SP:Iteration 18Q (2861.070000 sec): 3 clusters Score: Raw -910441.675543 + Penalty 4338.055788 = -906103.619755 nChanged 59 SP:Iteration 19Q (2861.220000 sec): 3 clusters Score: Raw -910465.814711 + Penalty 4338.055788 = -906127.758923 nChanged 59 SP:Iteration 20F (2861.410000 sec): 3 clusters Score: Raw -910491.425847 + Penalty 4338.055788 = -906153.370060 nChanged 48 SP:Iteration 21Q (2861.560000 sec): 3 clusters Score: Raw -910511.093149 + Penalty 4338.055788 = -906173.037361 nChanged 45 SP:Iteration 22Q (2861.710000 sec): 3 clusters Score: Raw -910527.366061 + Penalty 4338.055788 = -906189.310273 nChanged 31 SP:Iteration 23Q (2861.850000 sec): 3 clusters Score: Raw -910536.939905 + Penalty 4338.055788 = -906198.884117 nChanged 27 SP:Iteration 24Q (2862.000000 sec): 3 clusters Score: Raw -910545.896843 + Penalty 4338.055788 = -906207.841055 nChanged 17 SP:Iteration 25Q (2862.150000 sec): 3 clusters Score: Raw -910550.948624 + Penalty 4338.055788 = -906212.892836 nChanged 19 SP:Iteration 26Q (2862.290000 sec): 3 clusters Score: Raw -910555.948149 + Penalty 4338.055788 = -906217.892361 nChanged 14 SP:Iteration 27Q (2862.470000 sec): 3 clusters Score: Raw -910558.823879 + Penalty 4338.055788 = -906220.768091 nChanged 11 SP:Iteration 28Q (2862.670000 sec): 3 clusters Score: Raw -910561.505066 + Penalty 4338.055788 = -906223.449278 nChanged 9 SP:Iteration 29Q (2862.790000 sec): 3 clusters Score: Raw -910563.819029 + Penalty 4338.055788 = -906225.763241 nChanged 13 SP:Iteration 30Q (2862.930000 sec): 3 clusters Score: Raw -910567.342485 + Penalty 4338.055788 = -906229.286698 nChanged 7 SP:Iteration 31Q (2863.080000 sec): 3 clusters Score: Raw -910568.748700 + Penalty 4338.055788 = -906230.692912 nChanged 3 SP:Iteration 32Q (2863.220000 sec): 3 clusters Score: Raw -910569.335267 + Penalty 4338.055788 = -906231.279479 nChanged 1 SP:Iteration 33Q (2863.370000 sec): 3 clusters Score: Raw -910569.518298 + Penalty 4338.055788 = -906231.462510 nChanged 1 SP:Iteration 34Q (2863.510000 sec): 3 clusters Score: Raw -910569.910759 + Penalty 4338.055788 = -906231.854971 nChanged 0 SP:Iteration 35F (2863.700000 sec): 3 clusters Score: Raw -910569.910759 + Penalty 4338.055788 = -906231.854971 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 17 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2863.770000 sec): 2 clusters Score: Raw -166771.877909 + Penalty 1741.450153 = -165030.427756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2863.950000 sec): 3 clusters Score: Raw -166499.139420 + Penalty 3482.900306 = -163016.239114 nChanged 298 SP:Iteration 1F (2864.160000 sec): 3 clusters Score: Raw -166793.299553 + Penalty 3482.900306 = -163310.399248 nChanged 80 SP:Iteration 2F (2864.300000 sec): 3 clusters Score: Raw -166901.300945 + Penalty 3482.900306 = -163418.400639 nChanged 40 SP:Iteration 3Q (2864.460000 sec): 3 clusters Score: Raw -166948.079247 + Penalty 3482.900306 = -163465.178941 nChanged 16 SP:Iteration 4Q (2864.630000 sec): 3 clusters Score: Raw -166965.402735 + Penalty 3482.900306 = -163482.502429 nChanged 14 SP:Iteration 5Q (2864.810000 sec): 3 clusters Score: Raw -166978.280964 + Penalty 3482.900306 = -163495.380658 nChanged 12 SP:Iteration 6Q (2864.990000 sec): 3 clusters Score: Raw -166990.892924 + Penalty 3482.900306 = -163507.992618 nChanged 6 SP:Iteration 7Q (2865.180000 sec): 3 clusters Score: Raw -166998.884400 + Penalty 3482.900306 = -163515.984094 nChanged 3 SP:Iteration 8Q (2865.360000 sec): 3 clusters Score: Raw -167003.546036 + Penalty 3482.900306 = -163520.645730 nChanged 5 SP:Iteration 9Q (2865.520000 sec): 3 clusters Score: Raw -167007.650909 + Penalty 3482.900306 = -163524.750603 nChanged 2 SP:Iteration 10Q (2865.710000 sec): 3 clusters Score: Raw -167008.438203 + Penalty 3482.900306 = -163525.537897 nChanged 1 SP:Iteration 11Q (2865.860000 sec): 3 clusters Score: Raw -167008.955372 + Penalty 3482.900306 = -163526.055066 nChanged 0 SP:Iteration 12F (2866.040000 sec): 3 clusters Score: Raw -167008.955372 + Penalty 3482.900306 = -163526.055066 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 18 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.140000 sec): 2 clusters Score: Raw -79105.888688 + Penalty 1594.170108 = -77511.718580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.350000 sec): 3 clusters Score: Raw -79166.950201 + Penalty 3188.340215 = -75978.609985 nChanged 138 SP:Iteration 1F (2866.550000 sec): 3 clusters Score: Raw -79545.876968 + Penalty 3188.340215 = -76357.536753 nChanged 51 SP:Iteration 2F (2866.680000 sec): 3 clusters Score: Raw -79700.208195 + Penalty 3188.340215 = -76511.867980 nChanged 25 SP:Iteration 3Q (2866.920000 sec): 3 clusters Score: Raw -79800.059036 + Penalty 3188.340215 = -76611.718820 nChanged 25 SP:Iteration 4Q (2867.100000 sec): 3 clusters Score: Raw -79908.928371 + Penalty 3188.340215 = -76720.588156 nChanged 16 SP:Iteration 5Q (2867.320000 sec): 3 clusters Score: Raw -79972.014189 + Penalty 3188.340215 = -76783.673974 nChanged 13 SP:Iteration 6Q (2867.470000 sec): 3 clusters Score: Raw -80128.343132 + Penalty 3188.340215 = -76940.002917 nChanged 14 SP:Iteration 7Q (2867.640000 sec): 3 clusters Score: Raw -80221.547955 + Penalty 3188.340215 = -77033.207739 nChanged 18 SP:Iteration 8Q (2867.830000 sec): 3 clusters Score: Raw -80321.892815 + Penalty 3188.340215 = -77133.552599 nChanged 11 SP:Iteration 9Q (2867.990000 sec): 3 clusters Score: Raw -80368.661460 + Penalty 3188.340215 = -77180.321245 nChanged 14 SP:Iteration 10Q (2868.180000 sec): 3 clusters Score: Raw -80422.365615 + Penalty 3188.340215 = -77234.025400 nChanged 11 SP:Iteration 11Q (2868.380000 sec): 3 clusters Score: Raw -80491.510509 + Penalty 3188.340215 = -77303.170294 nChanged 13 SP:Iteration 12Q (2868.570000 sec): 3 clusters Score: Raw -80627.659018 + Penalty 3188.340215 = -77439.318803 nChanged 10 SP:Iteration 13Q (2868.730000 sec): 3 clusters Score: Raw -80766.212303 + Penalty 3188.340215 = -77577.872088 nChanged 8 SP:Iteration 14Q (2868.920000 sec): 3 clusters Score: Raw -80983.251971 + Penalty 3188.340215 = -77794.911756 nChanged 9 SP:Iteration 15Q (2869.110000 sec): 3 clusters Score: Raw -81527.579620 + Penalty 3188.340215 = -78339.239404 nChanged 6 SP:Iteration 16Q (2869.270000 sec): 3 clusters Score: Raw -81547.327106 + Penalty 3188.340215 = -78358.986891 nChanged 2 SP:Iteration 17Q (2869.420000 sec): 3 clusters Score: Raw -81559.242451 + Penalty 3188.340215 = -78370.902236 nChanged 0 SP:Iteration 18F (2869.560000 sec): 3 clusters Score: Raw -81559.242451 + Penalty 3188.340215 = -78370.902236 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 19 (61821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.960000 sec): 2 clusters Score: Raw -9082489.905553 + Penalty 2735.935601 = -9079753.969952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2870.520000 sec): 3 clusters Score: Raw -9043769.260439 + Penalty 5471.871202 = -9038297.389237 nChanged 28769 SP:Iteration 1F (2871.050000 sec): 3 clusters Score: Raw -9059635.784983 + Penalty 5471.871202 = -9054163.913781 nChanged 2185 SP:Iteration 2Q (2871.670000 sec): 3 clusters Score: Raw -9060229.509332 + Penalty 5471.871202 = -9054757.638130 nChanged 2363 SP:Iteration 3Q (2872.240000 sec): 3 clusters Score: Raw -9060977.985006 + Penalty 5471.871202 = -9055506.113804 nChanged 2761 SP:Iteration 4Q (2872.830000 sec): 3 clusters Score: Raw -9062137.365251 + Penalty 5471.871202 = -9056665.494048 nChanged 3544 SP:Iteration 5F (2873.300000 sec): 3 clusters Score: Raw -9064099.766168 + Penalty 5471.871202 = -9058627.894966 nChanged 4629 SP:Iteration 6F (2873.890000 sec): 3 clusters Score: Raw -9067487.057235 + Penalty 5471.871202 = -9062015.186033 nChanged 5355 SP:Iteration 7F (2874.450000 sec): 3 clusters Score: Raw -9072313.248051 + Penalty 5471.871202 = -9066841.376848 nChanged 4891 SP:Iteration 8F (2874.980000 sec): 3 clusters Score: Raw -9077082.126715 + Penalty 5471.871202 = -9071610.255513 nChanged 3270 SP:Iteration 9F (2875.470000 sec): 3 clusters Score: Raw -9080246.717287 + Penalty 5471.871202 = -9074774.846085 nChanged 1660 SP:Iteration 10Q (2875.930000 sec): 3 clusters Score: Raw -9081812.278203 + Penalty 5471.871202 = -9076340.407001 nChanged 678 SP:Iteration 11Q (2876.390000 sec): 3 clusters Score: Raw -9082421.835034 + Penalty 5471.871202 = -9076949.963831 nChanged 248 SP:Iteration 12Q (2876.900000 sec): 3 clusters Score: Raw -9082637.508704 + Penalty 5471.871202 = -9077165.637502 nChanged 117 SP:Iteration 13Q (2877.370000 sec): 3 clusters Score: Raw -9082731.683910 + Penalty 5471.871202 = -9077259.812708 nChanged 60 SP:Iteration 14Q (2877.800000 sec): 3 clusters Score: Raw -9082785.511318 + Penalty 5471.871202 = -9077313.640116 nChanged 31 SP:Iteration 15Q (2878.250000 sec): 3 clusters Score: Raw -9082812.371969 + Penalty 5471.871202 = -9077340.500767 nChanged 26 SP:Iteration 16Q (2878.670000 sec): 3 clusters Score: Raw -9082833.487284 + Penalty 5471.871202 = -9077361.616081 nChanged 16 SP:Iteration 17Q (2879.130000 sec): 3 clusters Score: Raw -9082846.413295 + Penalty 5471.871202 = -9077374.542093 nChanged 12 SP:Iteration 18Q (2879.610000 sec): 3 clusters Score: Raw -9082859.119381 + Penalty 5471.871202 = -9077387.248178 nChanged 9 SP:Iteration 19Q (2880.070000 sec): 3 clusters Score: Raw -9082866.526235 + Penalty 5471.871202 = -9077394.655033 nChanged 7 SP:Iteration 20F (2880.560000 sec): 3 clusters Score: Raw -9082871.972711 + Penalty 5471.871202 = -9077400.101509 nChanged 7 SP:Iteration 21Q (2881.030000 sec): 3 clusters Score: Raw -9082878.535011 + Penalty 5471.871202 = -9077406.663809 nChanged 8 SP:Iteration 22Q (2881.460000 sec): 3 clusters Score: Raw -9082885.860598 + Penalty 5471.871202 = -9077413.989396 nChanged 4 SP:Iteration 23Q (2881.900000 sec): 3 clusters Score: Raw -9082889.532319 + Penalty 5471.871202 = -9077417.661117 nChanged 4 SP:Iteration 24Q (2882.390000 sec): 3 clusters Score: Raw -9082894.078088 + Penalty 5471.871202 = -9077422.206886 nChanged 3 SP:Iteration 25Q (2882.840000 sec): 3 clusters Score: Raw -9082895.810993 + Penalty 5471.871202 = -9077423.939790 nChanged 0 SP:Iteration 26F (2883.320000 sec): 3 clusters Score: Raw -9082895.810993 + Penalty 5471.871202 = -9077423.939790 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2883.450000 sec): 2 clusters Score: Raw -77678.014434 + Penalty 1572.409107 = -76105.605327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2883.590000 sec): 3 clusters Score: Raw -77694.949140 + Penalty 3144.818215 = -74550.130925 nChanged 101 SP:Iteration 1F (2883.820000 sec): 3 clusters Score: Raw -77859.024969 + Penalty 3144.818215 = -74714.206755 nChanged 28 SP:Iteration 2Q (2883.970000 sec): 3 clusters Score: Raw -77912.586552 + Penalty 3144.818215 = -74767.768337 nChanged 15 SP:Iteration 3Q (2884.170000 sec): 3 clusters Score: Raw -77947.932149 + Penalty 3144.818215 = -74803.113935 nChanged 6 SP:Iteration 4Q (2884.370000 sec): 3 clusters Score: Raw -77963.099897 + Penalty 3144.818215 = -74818.281682 nChanged 8 SP:Iteration 5Q (2884.550000 sec): 3 clusters Score: Raw -77983.826429 + Penalty 3144.818215 = -74839.008215 nChanged 4 SP:Iteration 6Q (2884.720000 sec): 3 clusters Score: Raw -77996.221630 + Penalty 3144.818215 = -74851.403415 nChanged 4 SP:Iteration 7Q (2884.930000 sec): 3 clusters Score: Raw -78012.371144 + Penalty 3144.818215 = -74867.552929 nChanged 3 SP:Iteration 8Q (2885.070000 sec): 3 clusters Score: Raw -78022.206307 + Penalty 3144.818215 = -74877.388092 nChanged 4 SP:Iteration 9Q (2885.280000 sec): 3 clusters Score: Raw -78028.876358 + Penalty 3144.818215 = -74884.058143 nChanged 2 SP:Iteration 10Q (2885.430000 sec): 3 clusters Score: Raw -78047.988541 + Penalty 3144.818215 = -74903.170326 nChanged 3 SP:Iteration 11Q (2885.610000 sec): 3 clusters Score: Raw -78060.303410 + Penalty 3144.818215 = -74915.485195 nChanged 2 SP:Iteration 12Q (2885.810000 sec): 3 clusters Score: Raw -78064.788941 + Penalty 3144.818215 = -74919.970726 nChanged 2 SP:Iteration 13Q (2885.970000 sec): 3 clusters Score: Raw -78068.125051 + Penalty 3144.818215 = -74923.306837 nChanged 3 SP:Iteration 14Q (2886.150000 sec): 3 clusters Score: Raw -78074.127753 + Penalty 3144.818215 = -74929.309538 nChanged 4 SP:Iteration 15Q (2886.320000 sec): 3 clusters Score: Raw -78085.165578 + Penalty 3144.818215 = -74940.347364 nChanged 4 SP:Iteration 16Q (2886.540000 sec): 3 clusters Score: Raw -78101.403671 + Penalty 3144.818215 = -74956.585456 nChanged 3 SP:Iteration 17Q (2886.730000 sec): 3 clusters Score: Raw -78105.928235 + Penalty 3144.818215 = -74961.110020 nChanged 1 SP:Iteration 18Q (2886.900000 sec): 3 clusters Score: Raw -78106.700038 + Penalty 3144.818215 = -74961.881823 nChanged 0 SP:Iteration 19F (2887.060000 sec): 3 clusters Score: Raw -78106.700038 + Penalty 3144.818215 = -74961.881823 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 21 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2887.180000 sec): 2 clusters Score: Raw -147235.561915 + Penalty 1722.611470 = -145512.950445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2887.320000 sec): 3 clusters Score: Raw -146963.700894 + Penalty 3445.222940 = -143518.477954 nChanged 261 SP:Iteration 1F (2887.470000 sec): 3 clusters Score: Raw -147265.022239 + Penalty 3445.222940 = -143819.799299 nChanged 61 SP:Iteration 2F (2887.690000 sec): 3 clusters Score: Raw -147347.725051 + Penalty 3445.222940 = -143902.502112 nChanged 31 SP:Iteration 3Q (2887.820000 sec): 3 clusters Score: Raw -147399.449376 + Penalty 3445.222940 = -143954.226437 nChanged 32 SP:Iteration 4Q (2888.020000 sec): 3 clusters Score: Raw -147443.247998 + Penalty 3445.222940 = -143998.025058 nChanged 17 SP:Iteration 5Q (2888.190000 sec): 3 clusters Score: Raw -147465.413132 + Penalty 3445.222940 = -144020.190193 nChanged 10 SP:Iteration 6Q (2888.380000 sec): 3 clusters Score: Raw -147479.308816 + Penalty 3445.222940 = -144034.085876 nChanged 6 SP:Iteration 7Q (2888.520000 sec): 3 clusters Score: Raw -147486.787779 + Penalty 3445.222940 = -144041.564839 nChanged 5 SP:Iteration 8Q (2888.690000 sec): 3 clusters Score: Raw -147494.188271 + Penalty 3445.222940 = -144048.965331 nChanged 4 SP:Iteration 9Q (2888.870000 sec): 3 clusters Score: Raw -147496.474393 + Penalty 3445.222940 = -144051.251454 nChanged 0 SP:Iteration 10F (2889.070000 sec): 3 clusters Score: Raw -147496.474393 + Penalty 3445.222940 = -144051.251454 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.160000 sec): 2 clusters Score: Raw -24183.589616 + Penalty 1299.953260 = -22883.636356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.370000 sec): 3 clusters Score: Raw -24440.735770 + Penalty 2599.906519 = -21840.829251 nChanged 20 SP:Iteration 1F (2889.530000 sec): 3 clusters Score: Raw -24563.290667 + Penalty 2599.906519 = -21963.384148 nChanged 4 SP:Iteration 2Q (2889.710000 sec): 3 clusters Score: Raw -24611.040759 + Penalty 2599.906519 = -22011.134240 nChanged 3 SP:Iteration 3Q (2889.880000 sec): 3 clusters Score: Raw -24626.457818 + Penalty 2599.906519 = -22026.551299 nChanged 3 SP:Iteration 4Q (2890.030000 sec): 3 clusters Score: Raw -24661.398494 + Penalty 2599.906519 = -22061.491975 nChanged 1 SP:Iteration 5Q (2890.200000 sec): 3 clusters Score: Raw -24698.385299 + Penalty 2599.906519 = -22098.478779 nChanged 1 SP:Iteration 6Q (2890.410000 sec): 3 clusters Score: Raw -24702.182425 + Penalty 2599.906519 = -22102.275905 nChanged 0 SP:Iteration 7F (2890.570000 sec): 3 clusters Score: Raw -24702.182425 + Penalty 2599.906519 = -22102.275905 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 24 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2890.670000 sec): 2 clusters Score: Raw -125943.453631 + Penalty 1691.364058 = -124252.089573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2890.820000 sec): 3 clusters Score: Raw -125781.940188 + Penalty 3382.728117 = -122399.212072 nChanged 213 SP:Iteration 1F (2890.990000 sec): 3 clusters Score: Raw -126087.880990 + Penalty 3382.728117 = -122705.152873 nChanged 59 SP:Iteration 2F (2891.170000 sec): 3 clusters Score: Raw -126193.821183 + Penalty 3382.728117 = -122811.093067 nChanged 46 SP:Iteration 3F (2891.340000 sec): 3 clusters Score: Raw -126279.731485 + Penalty 3382.728117 = -122897.003369 nChanged 31 SP:Iteration 4Q (2891.500000 sec): 3 clusters Score: Raw -126348.308097 + Penalty 3382.728117 = -122965.579980 nChanged 20 SP:Iteration 5Q (2891.710000 sec): 3 clusters Score: Raw -126383.517032 + Penalty 3382.728117 = -123000.788915 nChanged 12 SP:Iteration 6Q (2891.910000 sec): 3 clusters Score: Raw -126414.121988 + Penalty 3382.728117 = -123031.393871 nChanged 15 SP:Iteration 7Q (2892.060000 sec): 3 clusters Score: Raw -126442.839302 + Penalty 3382.728117 = -123060.111185 nChanged 14 SP:Iteration 8Q (2892.240000 sec): 3 clusters Score: Raw -126492.057772 + Penalty 3382.728117 = -123109.329655 nChanged 20 SP:Iteration 9Q (2892.410000 sec): 3 clusters Score: Raw -126549.347446 + Penalty 3382.728117 = -123166.619329 nChanged 23 SP:Iteration 10Q (2892.640000 sec): 3 clusters Score: Raw -126586.253610 + Penalty 3382.728117 = -123203.525494 nChanged 12 SP:Iteration 11Q (2892.790000 sec): 3 clusters Score: Raw -126607.976853 + Penalty 3382.728117 = -123225.248737 nChanged 13 SP:Iteration 12Q (2893.000000 sec): 3 clusters Score: Raw -126632.365344 + Penalty 3382.728117 = -123249.637227 nChanged 13 SP:Iteration 13Q (2893.150000 sec): 3 clusters Score: Raw -126673.613083 + Penalty 3382.728117 = -123290.884967 nChanged 13 SP:Iteration 14Q (2893.380000 sec): 3 clusters Score: Raw -126699.504220 + Penalty 3382.728117 = -123316.776103 nChanged 11 SP:Iteration 15Q (2893.540000 sec): 3 clusters Score: Raw -126727.289973 + Penalty 3382.728117 = -123344.561856 nChanged 9 SP:Iteration 16Q (2893.760000 sec): 3 clusters Score: Raw -126747.196661 + Penalty 3382.728117 = -123364.468544 nChanged 8 SP:Iteration 17Q (2893.930000 sec): 3 clusters Score: Raw -126767.113479 + Penalty 3382.728117 = -123384.385362 nChanged 8 SP:Iteration 18Q (2894.120000 sec): 3 clusters Score: Raw -126792.236148 + Penalty 3382.728117 = -123409.508032 nChanged 13 SP:Iteration 19Q (2894.320000 sec): 3 clusters Score: Raw -126839.047308 + Penalty 3382.728117 = -123456.319191 nChanged 12 SP:Iteration 20F (2894.510000 sec): 3 clusters Score: Raw -126868.359638 + Penalty 3382.728117 = -123485.631522 nChanged 17 SP:Iteration 21Q (2894.660000 sec): 3 clusters Score: Raw -126896.176359 + Penalty 3382.728117 = -123513.448243 nChanged 17 SP:Iteration 22Q (2894.810000 sec): 3 clusters Score: Raw -126933.707317 + Penalty 3382.728117 = -123550.979200 nChanged 16 SP:Iteration 23Q (2895.000000 sec): 3 clusters Score: Raw -126969.633275 + Penalty 3382.728117 = -123586.905158 nChanged 17 SP:Iteration 24Q (2895.140000 sec): 3 clusters Score: Raw -127008.282147 + Penalty 3382.728117 = -123625.554030 nChanged 14 SP:Iteration 25Q (2895.290000 sec): 3 clusters Score: Raw -127039.616377 + Penalty 3382.728117 = -123656.888260 nChanged 15 SP:Iteration 26Q (2895.470000 sec): 3 clusters Score: Raw -127069.155633 + Penalty 3382.728117 = -123686.427516 nChanged 13 SP:Iteration 27Q (2895.680000 sec): 3 clusters Score: Raw -127100.986788 + Penalty 3382.728117 = -123718.258671 nChanged 25 SP:Iteration 28Q (2895.880000 sec): 3 clusters Score: Raw -127156.306730 + Penalty 3382.728117 = -123773.578613 nChanged 17 SP:Iteration 29Q (2896.040000 sec): 3 clusters Score: Raw -127206.971830 + Penalty 3382.728117 = -123824.243713 nChanged 16 SP:Iteration 30Q (2896.230000 sec): 3 clusters Score: Raw -127252.907192 + Penalty 3382.728117 = -123870.179075 nChanged 17 SP:Iteration 31Q (2896.380000 sec): 3 clusters Score: Raw -127303.192732 + Penalty 3382.728117 = -123920.464616 nChanged 15 SP:Iteration 32Q (2896.560000 sec): 3 clusters Score: Raw -127349.701050 + Penalty 3382.728117 = -123966.972933 nChanged 14 SP:Iteration 33Q (2896.800000 sec): 3 clusters Score: Raw -127403.517824 + Penalty 3382.728117 = -124020.789707 nChanged 6 SP:Iteration 34Q (2896.960000 sec): 3 clusters Score: Raw -127436.329324 + Penalty 3382.728117 = -124053.601207 nChanged 9 SP:Iteration 35Q (2897.140000 sec): 3 clusters Score: Raw -127476.239580 + Penalty 3382.728117 = -124093.511463 nChanged 11 SP:Iteration 36Q (2897.310000 sec): 3 clusters Score: Raw -127549.041112 + Penalty 3382.728117 = -124166.312995 nChanged 6 SP:Iteration 37Q (2897.520000 sec): 3 clusters Score: Raw -127587.079132 + Penalty 3382.728117 = -124204.351015 nChanged 2 SP:Iteration 38Q (2897.730000 sec): 3 clusters Score: Raw -127593.879106 + Penalty 3382.728117 = -124211.150989 nChanged 2 SP:Iteration 39Q (2897.900000 sec): 3 clusters Score: Raw -127601.272159 + Penalty 3382.728117 = -124218.544042 nChanged 1 SP:Iteration 40F (2898.050000 sec): 3 clusters Score: Raw -127602.376988 + Penalty 3382.728117 = -124219.648871 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 25 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2898.160000 sec): 2 clusters Score: Raw -22582.354214 + Penalty 1297.314937 = -21285.039277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2898.300000 sec): 3 clusters Score: Raw -22746.230932 + Penalty 2594.629874 = -20151.601058 nChanged 12 SP:Iteration 1F (2898.480000 sec): 3 clusters Score: Raw -22811.475533 + Penalty 2594.629874 = -20216.845659 nChanged 2 SP:Iteration 2Q (2898.660000 sec): 3 clusters Score: Raw -22826.765155 + Penalty 2594.629874 = -20232.135281 nChanged 2 SP:Iteration 3Q (2898.880000 sec): 3 clusters Score: Raw -22839.164859 + Penalty 2594.629874 = -20244.534985 nChanged 0 SP:Iteration 4F (2899.070000 sec): 3 clusters Score: Raw -22839.164859 + Penalty 2594.629874 = -20244.534985 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 26 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2899.160000 sec): 2 clusters Score: Raw -128103.138493 + Penalty 1686.165854 = -126416.972639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2899.320000 sec): 3 clusters Score: Raw -127876.174775 + Penalty 3372.331708 = -124503.843067 nChanged 207 SP:Iteration 1F (2899.500000 sec): 3 clusters Score: Raw -128155.685716 + Penalty 3372.331708 = -124783.354008 nChanged 51 SP:Iteration 2F (2899.640000 sec): 3 clusters Score: Raw -128224.312482 + Penalty 3372.331708 = -124851.980775 nChanged 28 SP:Iteration 3Q (2899.820000 sec): 3 clusters Score: Raw -128269.316870 + Penalty 3372.331708 = -124896.985163 nChanged 18 SP:Iteration 4Q (2899.960000 sec): 3 clusters Score: Raw -128296.745893 + Penalty 3372.331708 = -124924.414185 nChanged 16 SP:Iteration 5Q (2900.150000 sec): 3 clusters Score: Raw -128322.239246 + Penalty 3372.331708 = -124949.907539 nChanged 5 SP:Iteration 6Q (2900.350000 sec): 3 clusters Score: Raw -128329.282881 + Penalty 3372.331708 = -124956.951173 nChanged 6 SP:Iteration 7Q (2900.460000 sec): 3 clusters Score: Raw -128338.717154 + Penalty 3372.331708 = -124966.385447 nChanged 3 SP:Iteration 8Q (2900.680000 sec): 3 clusters Score: Raw -128343.256330 + Penalty 3372.331708 = -124970.924622 nChanged 2 SP:Iteration 9Q (2900.820000 sec): 3 clusters Score: Raw -128345.064449 + Penalty 3372.331708 = -124972.732742 nChanged 1 SP:Iteration 10Q (2901.010000 sec): 3 clusters Score: Raw -128346.465169 + Penalty 3372.331708 = -124974.133461 nChanged 0 SP:Iteration 11F (2901.180000 sec): 3 clusters Score: Raw -128346.465169 + Penalty 3372.331708 = -124974.133461 nChanged 0 Iteration 99Q (2923.870000 sec): 27 clusters Score: Raw -110000479.620810 + Penalty 87206.460885 = -109913273.159925 nChanged 4 Iteration 100F (2960.950000 sec): 27 clusters Score: Raw -110000540.534079 + Penalty 87206.460885 = -109913334.073194 nChanged 7 Iteration 101Q (2982.750000 sec): 27 clusters Score: Raw -110000761.159561 + Penalty 87206.460885 = -109913554.698676 nChanged 18 Iteration 102Q (3005.290000 sec): 27 clusters Score: Raw -110000859.730645 + Penalty 87206.460885 = -109913653.269760 nChanged 25 Iteration 103Q (3027.010000 sec): 27 clusters Score: Raw -110000873.037020 + Penalty 87206.460885 = -109913666.576135 nChanged 32 Iteration 104Q (3049.060000 sec): 27 clusters Score: Raw -110000883.488655 + Penalty 87206.460885 = -109913677.027770 nChanged 27 Iteration 105Q (3067.950000 sec): 27 clusters Score: Raw -110000888.903743 + Penalty 87206.460885 = -109913682.442858 nChanged 27 Iteration 106Q (3089.720000 sec): 27 clusters Score: Raw -110000892.621494 + Penalty 87206.460885 = -109913686.160609 nChanged 32 Iteration 107Q (3114.130000 sec): 27 clusters Score: Raw -110000895.676378 + Penalty 87206.460885 = -109913689.215493 nChanged 26 Iteration 108Q (3136.160000 sec): 27 clusters Score: Raw -110000896.777219 + Penalty 87206.460885 = -109913690.316334 nChanged 21 Iteration 109Q (3158.260000 sec): 27 clusters Score: Raw -110000897.297130 + Penalty 87206.460885 = -109913690.836245 nChanged 20 Iteration 110Q (3181.800000 sec): 27 clusters Score: Raw -110000897.711328 + Penalty 87206.460885 = -109913691.250443 nChanged 18 Iteration 111Q (3204.950000 sec): 27 clusters Score: Raw -110000898.216105 + Penalty 87206.460885 = -109913691.755220 nChanged 18 Iteration 112Q (3226.110000 sec): 27 clusters Score: Raw -110000898.729766 + Penalty 87206.460885 = -109913692.268881 nChanged 18 Iteration 113Q (3247.030000 sec): 27 clusters Score: Raw -110000899.089681 + Penalty 87206.460885 = -109913692.628796 nChanged 14 Iteration 114Q (3267.950000 sec): 27 clusters Score: Raw -110000899.278611 + Penalty 87206.460885 = -109913692.817726 nChanged 5 Iteration 115Q (3289.440000 sec): 27 clusters Score: Raw -110000899.348720 + Penalty 87206.460885 = -109913692.887834 nChanged 4 Iteration 116Q (3309.460000 sec): 27 clusters Score: Raw -110000899.361393 + Penalty 87206.460885 = -109913692.900508 nChanged 7 Iteration 117Q (3330.500000 sec): 27 clusters Score: Raw -110000899.452349 + Penalty 87206.460885 = -109913692.991464 nChanged 3 Iteration 118Q (3353.720000 sec): 27 clusters Score: Raw -110000899.472178 + Penalty 87206.460885 = -109913693.011293 nChanged 6 Iteration 119Q (3376.050000 sec): 27 clusters Score: Raw -110000899.515359 + Penalty 87206.460885 = -109913693.054474 nChanged 1 Iteration 120F (3412.860000 sec): 27 clusters Score: Raw -110000921.911638 + Penalty 87206.460885 = -109913715.450752 nChanged 6 Iteration 121Q (3435.410000 sec): 27 clusters Score: Raw -110001164.412192 + Penalty 87206.460885 = -109913957.951306 nChanged 5 Iteration 122Q (3460.440000 sec): 27 clusters Score: Raw -110001218.102823 + Penalty 87206.460885 = -109914011.641938 nChanged 2 Iteration 123Q (3484.380000 sec): 27 clusters Score: Raw -110001223.267431 + Penalty 87206.460885 = -109914016.806545 nChanged 4 Iteration 124Q (3517.440000 sec): 27 clusters Score: Raw -110001226.237884 + Penalty 87206.460885 = -109914019.776999 nChanged 2 Iteration 125Q (3542.170000 sec): 27 clusters Score: Raw -110001226.499699 + Penalty 87206.460885 = -109914020.038814 nChanged 2 Iteration 126Q (3566.970000 sec): 27 clusters Score: Raw -110001226.506088 + Penalty 87206.460885 = -109914020.045203 nChanged 1 Iteration 127Q (3589.150000 sec): 27 clusters Score: Raw -110001226.507991 + Penalty 87206.460885 = -109914020.047106 nChanged 1 Iteration 128Q (3613.160000 sec): 27 clusters Score: Raw -110001226.508761 + Penalty 87206.460885 = -109914020.047876 nChanged 0 Iteration 129F (3651.450000 sec): 27 clusters Score: Raw -110001241.240290 + Penalty 87206.460885 = -109914034.779404 nChanged 1 Iteration 130Q (3676.360000 sec): 27 clusters Score: Raw -110001291.341627 + Penalty 87206.460885 = -109914084.880742 nChanged 3 Iteration 131Q (3701.810000 sec): 27 clusters Score: Raw -110001297.163663 + Penalty 87206.460885 = -109914090.702778 nChanged 6 Iteration 132Q (3727.700000 sec): 27 clusters Score: Raw -110001297.976327 + Penalty 87206.460885 = -109914091.515442 nChanged 5 Iteration 133Q (3752.830000 sec): 27 clusters Score: Raw -110001298.142541 + Penalty 87206.460885 = -109914091.681656 nChanged 5 Iteration 134Q (3778.100000 sec): 27 clusters Score: Raw -110001298.284974 + Penalty 87206.460885 = -109914091.824089 nChanged 0 Iteration 135F (3817.630000 sec): 27 clusters Score: Raw -110001321.791583 + Penalty 87206.460885 = -109914115.330698 nChanged 2 Iteration 136Q (3843.730000 sec): 27 clusters Score: Raw -110001399.873492 + Penalty 87206.460885 = -109914193.412607 nChanged 15 Iteration 137Q (3869.530000 sec): 27 clusters Score: Raw -110001427.003123 + Penalty 87206.460885 = -109914220.542238 nChanged 18 Iteration 138Q (3893.750000 sec): 27 clusters Score: Raw -110001428.023358 + Penalty 87206.460885 = -109914221.562473 nChanged 9 Writing temp clu file Because OldScore, -109914220.542238, is greater than current (better) Score,-109914221.562473 Compute initial score before splitting: Score: Raw -110001428.023358 + Penalty 87206.460885 = -109914221.562473 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 1 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3894.010000 sec): 2 clusters Score: Raw -98890.525346 + Penalty 1618.207355 = -97272.317991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3894.200000 sec): 3 clusters Score: Raw -98795.166058 + Penalty 3236.414710 = -95558.751348 nChanged 148 SP:Iteration 1F (3894.370000 sec): 3 clusters Score: Raw -99035.928100 + Penalty 3236.414710 = -95799.513389 nChanged 38 SP:Iteration 2F (3894.510000 sec): 3 clusters Score: Raw -99104.634224 + Penalty 3236.414710 = -95868.219514 nChanged 19 SP:Iteration 3Q (3894.700000 sec): 3 clusters Score: Raw -99139.596850 + Penalty 3236.414710 = -95903.182140 nChanged 15 SP:Iteration 4Q (3894.840000 sec): 3 clusters Score: Raw -99169.441662 + Penalty 3236.414710 = -95933.026951 nChanged 13 SP:Iteration 5Q (3895.030000 sec): 3 clusters Score: Raw -99198.653316 + Penalty 3236.414710 = -95962.238606 nChanged 8 SP:Iteration 6Q (3895.200000 sec): 3 clusters Score: Raw -99209.483373 + Penalty 3236.414710 = -95973.068662 nChanged 4 SP:Iteration 7Q (3895.380000 sec): 3 clusters Score: Raw -99216.332046 + Penalty 3236.414710 = -95979.917336 nChanged 3 SP:Iteration 8Q (3895.630000 sec): 3 clusters Score: Raw -99220.227501 + Penalty 3236.414710 = -95983.812791 nChanged 2 SP:Iteration 9Q (3895.820000 sec): 3 clusters Score: Raw -99222.389445 + Penalty 3236.414710 = -95985.974734 nChanged 0 SP:Iteration 10F (3896.020000 sec): 3 clusters Score: Raw -99222.389445 + Penalty 3236.414710 = -95985.974734 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 2 (178132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.950000 sec): 2 clusters Score: Raw -26609537.162854 + Penalty 2998.389472 = -26606538.773383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3898.070000 sec): 3 clusters Score: Raw -26493037.877360 + Penalty 5996.778943 = -26487041.098417 nChanged 85551 SP:Iteration 1F (3899.070000 sec): 3 clusters Score: Raw -26543918.636111 + Penalty 5996.778943 = -26537921.857168 nChanged 6084 SP:Iteration 2Q (3900.150000 sec): 3 clusters Score: Raw -26545878.950077 + Penalty 5996.778943 = -26539882.171134 nChanged 7045 SP:Iteration 3Q (3901.200000 sec): 3 clusters Score: Raw -26548784.019717 + Penalty 5996.778943 = -26542787.240774 nChanged 8140 SP:Iteration 4Q (3902.390000 sec): 3 clusters Score: Raw -26552834.391819 + Penalty 5996.778943 = -26546837.612875 nChanged 9456 SP:Iteration 5F (3903.520000 sec): 3 clusters Score: Raw -26558076.077111 + Penalty 5996.778943 = -26552079.298168 nChanged 10308 SP:Iteration 6F (3904.480000 sec): 3 clusters Score: Raw -26564334.168475 + Penalty 5996.778943 = -26558337.389532 nChanged 11069 SP:Iteration 7F (3905.480000 sec): 3 clusters Score: Raw -26571319.422667 + Penalty 5996.778943 = -26565322.643723 nChanged 10956 SP:Iteration 8F (3906.660000 sec): 3 clusters Score: Raw -26578666.596058 + Penalty 5996.778943 = -26572669.817115 nChanged 10100 SP:Iteration 9F (3907.730000 sec): 3 clusters Score: Raw -26584808.767390 + Penalty 5996.778943 = -26578811.988447 nChanged 7756 SP:Iteration 10Q (3908.830000 sec): 3 clusters Score: Raw -26588153.158576 + Penalty 5996.778943 = -26582156.379633 nChanged 5173 SP:Iteration 11Q (3909.860000 sec): 3 clusters Score: Raw -26589803.937144 + Penalty 5996.778943 = -26583807.158200 nChanged 3524 SP:Iteration 12Q (3910.950000 sec): 3 clusters Score: Raw -26590892.579567 + Penalty 5996.778943 = -26584895.800623 nChanged 3108 SP:Iteration 13Q (3911.970000 sec): 3 clusters Score: Raw -26591872.184570 + Penalty 5996.778943 = -26585875.405627 nChanged 2920 SP:Iteration 14Q (3912.900000 sec): 3 clusters Score: Raw -26592819.688802 + Penalty 5996.778943 = -26586822.909858 nChanged 2856 SP:Iteration 15Q (3913.920000 sec): 3 clusters Score: Raw -26593731.158792 + Penalty 5996.778943 = -26587734.379849 nChanged 2806 SP:Iteration 16Q (3915.080000 sec): 3 clusters Score: Raw -26594583.557904 + Penalty 5996.778943 = -26588586.778960 nChanged 2636 SP:Iteration 17Q (3916.200000 sec): 3 clusters Score: Raw -26595369.427647 + Penalty 5996.778943 = -26589372.648704 nChanged 2529 SP:Iteration 18Q (3917.260000 sec): 3 clusters Score: Raw -26596127.038011 + Penalty 5996.778943 = -26590130.259067 nChanged 2393 SP:Iteration 19Q (3918.450000 sec): 3 clusters Score: Raw -26596813.369320 + Penalty 5996.778943 = -26590816.590376 nChanged 2254 SP:Iteration 20F (3919.620000 sec): 3 clusters Score: Raw -26597437.014885 + Penalty 5996.778943 = -26591440.235942 nChanged 2177 SP:Iteration 21Q (3920.720000 sec): 3 clusters Score: Raw -26598028.737487 + Penalty 5996.778943 = -26592031.958544 nChanged 2087 SP:Iteration 22Q (3921.780000 sec): 3 clusters Score: Raw -26598570.737442 + Penalty 5996.778943 = -26592573.958498 nChanged 2026 SP:Iteration 23Q (3922.910000 sec): 3 clusters Score: Raw -26599086.567609 + Penalty 5996.778943 = -26593089.788666 nChanged 1898 SP:Iteration 24Q (3923.990000 sec): 3 clusters Score: Raw -26599532.785485 + Penalty 5996.778943 = -26593536.006542 nChanged 1722 SP:Iteration 25Q (3925.110000 sec): 3 clusters Score: Raw -26599923.514670 + Penalty 5996.778943 = -26593926.735727 nChanged 1730 SP:Iteration 26Q (3926.260000 sec): 3 clusters Score: Raw -26600309.595590 + Penalty 5996.778943 = -26594312.816647 nChanged 1690 SP:Iteration 27Q (3927.400000 sec): 3 clusters Score: Raw -26600672.250200 + Penalty 5996.778943 = -26594675.471257 nChanged 1612 SP:Iteration 28Q (3928.720000 sec): 3 clusters Score: Raw -26601000.404386 + Penalty 5996.778943 = -26595003.625442 nChanged 1537 SP:Iteration 29Q (3929.840000 sec): 3 clusters Score: Raw -26601290.319008 + Penalty 5996.778943 = -26595293.540064 nChanged 1476 SP:Iteration 30Q (3930.920000 sec): 3 clusters Score: Raw -26601551.146045 + Penalty 5996.778943 = -26595554.367102 nChanged 1332 SP:Iteration 31Q (3932.120000 sec): 3 clusters Score: Raw -26601778.392116 + Penalty 5996.778943 = -26595781.613172 nChanged 1290 SP:Iteration 32Q (3933.360000 sec): 3 clusters Score: Raw -26601983.911081 + Penalty 5996.778943 = -26595987.132137 nChanged 1186 SP:Iteration 33Q (3934.480000 sec): 3 clusters Score: Raw -26602166.181507 + Penalty 5996.778943 = -26596169.402564 nChanged 1135 SP:Iteration 34Q (3935.590000 sec): 3 clusters Score: Raw -26602330.356970 + Penalty 5996.778943 = -26596333.578027 nChanged 1040 SP:Iteration 35Q (3936.580000 sec): 3 clusters Score: Raw -26602467.384616 + Penalty 5996.778943 = -26596470.605673 nChanged 916 SP:Iteration 36Q (3937.600000 sec): 3 clusters Score: Raw -26602574.110309 + Penalty 5996.778943 = -26596577.331366 nChanged 791 SP:Iteration 37Q (3938.560000 sec): 3 clusters Score: Raw -26602657.914812 + Penalty 5996.778943 = -26596661.135868 nChanged 770 SP:Iteration 38Q (3939.570000 sec): 3 clusters Score: Raw -26602732.072507 + Penalty 5996.778943 = -26596735.293564 nChanged 693 SP:Iteration 39Q (3940.740000 sec): 3 clusters Score: Raw -26602797.856567 + Penalty 5996.778943 = -26596801.077624 nChanged 693 SP:Iteration 40F (3941.950000 sec): 3 clusters Score: Raw -26602860.284225 + Penalty 5996.778943 = -26596863.505282 nChanged 642 SP:Iteration 41Q (3942.940000 sec): 3 clusters Score: Raw -26602915.501053 + Penalty 5996.778943 = -26596918.722110 nChanged 602 SP:Iteration 42Q (3943.950000 sec): 3 clusters Score: Raw -26602964.325806 + Penalty 5996.778943 = -26596967.546863 nChanged 555 SP:Iteration 43Q (3945.260000 sec): 3 clusters Score: Raw -26603009.355009 + Penalty 5996.778943 = -26597012.576066 nChanged 518 SP:Iteration 44Q (3946.340000 sec): 3 clusters Score: Raw -26603047.385535 + Penalty 5996.778943 = -26597050.606592 nChanged 451 SP:Iteration 45Q (3947.460000 sec): 3 clusters Score: Raw -26603077.059912 + Penalty 5996.778943 = -26597080.280969 nChanged 412 SP:Iteration 46Q (3948.540000 sec): 3 clusters Score: Raw -26603101.715727 + Penalty 5996.778943 = -26597104.936784 nChanged 388 SP:Iteration 47Q (3949.760000 sec): 3 clusters Score: Raw -26603123.903033 + Penalty 5996.778943 = -26597127.124090 nChanged 379 SP:Iteration 48Q (3950.860000 sec): 3 clusters Score: Raw -26603145.612383 + Penalty 5996.778943 = -26597148.833440 nChanged 380 SP:Iteration 49Q (3951.920000 sec): 3 clusters Score: Raw -26603167.119569 + Penalty 5996.778943 = -26597170.340626 nChanged 370 SP:Iteration 50Q (3952.940000 sec): 3 clusters Score: Raw -26603187.565015 + Penalty 5996.778943 = -26597190.786071 nChanged 354 SP:Iteration 51Q (3954.270000 sec): 3 clusters Score: Raw -26603206.134669 + Penalty 5996.778943 = -26597209.355725 nChanged 328 SP:Iteration 52Q (3955.410000 sec): 3 clusters Score: Raw -26603221.736385 + Penalty 5996.778943 = -26597224.957441 nChanged 293 SP:Iteration 53Q (3956.480000 sec): 3 clusters Score: Raw -26603234.674427 + Penalty 5996.778943 = -26597237.895484 nChanged 276 SP:Iteration 54Q (3957.530000 sec): 3 clusters Score: Raw -26603247.714646 + Penalty 5996.778943 = -26597250.935703 nChanged 299 SP:Iteration 55Q (3958.750000 sec): 3 clusters Score: Raw -26603261.597294 + Penalty 5996.778943 = -26597264.818350 nChanged 300 SP:Iteration 56Q (3959.820000 sec): 3 clusters Score: Raw -26603275.144158 + Penalty 5996.778943 = -26597278.365215 nChanged 287 SP:Iteration 57Q (3960.970000 sec): 3 clusters Score: Raw -26603288.271738 + Penalty 5996.778943 = -26597291.492794 nChanged 266 SP:Iteration 58Q (3962.160000 sec): 3 clusters Score: Raw -26603299.993600 + Penalty 5996.778943 = -26597303.214657 nChanged 264 SP:Iteration 59Q (3963.420000 sec): 3 clusters Score: Raw -26603310.601995 + Penalty 5996.778943 = -26597313.823052 nChanged 246 SP:Iteration 60F (3964.520000 sec): 3 clusters Score: Raw -26603320.349165 + Penalty 5996.778943 = -26597323.570222 nChanged 237 SP:Iteration 61Q (3965.600000 sec): 3 clusters Score: Raw -26603328.595069 + Penalty 5996.778943 = -26597331.816125 nChanged 210 SP:Iteration 62Q (3966.820000 sec): 3 clusters Score: Raw -26603336.176885 + Penalty 5996.778943 = -26597339.397942 nChanged 214 SP:Iteration 63Q (3968.000000 sec): 3 clusters Score: Raw -26603344.314117 + Penalty 5996.778943 = -26597347.535174 nChanged 196 SP:Iteration 64Q (3969.120000 sec): 3 clusters Score: Raw -26603350.952314 + Penalty 5996.778943 = -26597354.173371 nChanged 205 SP:Iteration 65Q (3970.170000 sec): 3 clusters Score: Raw -26603357.836871 + Penalty 5996.778943 = -26597361.057927 nChanged 174 SP:Iteration 66Q (3971.340000 sec): 3 clusters Score: Raw -26603363.439327 + Penalty 5996.778943 = -26597366.660384 nChanged 172 SP:Iteration 67Q (3972.540000 sec): 3 clusters Score: Raw -26603368.879670 + Penalty 5996.778943 = -26597372.100727 nChanged 162 SP:Iteration 68Q (3973.600000 sec): 3 clusters Score: Raw -26603373.706830 + Penalty 5996.778943 = -26597376.927887 nChanged 137 SP:Iteration 69Q (3974.680000 sec): 3 clusters Score: Raw -26603377.749371 + Penalty 5996.778943 = -26597380.970428 nChanged 135 SP:Iteration 70Q (3975.680000 sec): 3 clusters Score: Raw -26603381.438680 + Penalty 5996.778943 = -26597384.659737 nChanged 115 SP:Iteration 71Q (3976.720000 sec): 3 clusters Score: Raw -26603384.357928 + Penalty 5996.778943 = -26597387.578984 nChanged 116 SP:Iteration 72Q (3977.730000 sec): 3 clusters Score: Raw -26603387.496764 + Penalty 5996.778943 = -26597390.717820 nChanged 132 SP:Iteration 73Q (3978.790000 sec): 3 clusters Score: Raw -26603391.174858 + Penalty 5996.778943 = -26597394.395915 nChanged 116 SP:Iteration 74Q (3979.840000 sec): 3 clusters Score: Raw -26603394.353519 + Penalty 5996.778943 = -26597397.574575 nChanged 106 SP:Iteration 75Q (3980.840000 sec): 3 clusters Score: Raw -26603397.023549 + Penalty 5996.778943 = -26597400.244605 nChanged 102 SP:Iteration 76Q (3981.860000 sec): 3 clusters Score: Raw -26603399.408467 + Penalty 5996.778943 = -26597402.629523 nChanged 90 SP:Iteration 77Q (3982.940000 sec): 3 clusters Score: Raw -26603401.227256 + Penalty 5996.778943 = -26597404.448312 nChanged 77 SP:Iteration 78Q (3983.920000 sec): 3 clusters Score: Raw -26603402.754688 + Penalty 5996.778943 = -26597405.975745 nChanged 65 SP:Iteration 79Q (3985.080000 sec): 3 clusters Score: Raw -26603403.956514 + Penalty 5996.778943 = -26597407.177571 nChanged 67 SP:Iteration 80F (3986.180000 sec): 3 clusters Score: Raw -26603405.349439 + Penalty 5996.778943 = -26597408.570496 nChanged 57 SP:Iteration 81Q (3987.460000 sec): 3 clusters Score: Raw -26603406.503521 + Penalty 5996.778943 = -26597409.724577 nChanged 44 SP:Iteration 82Q (3988.580000 sec): 3 clusters Score: Raw -26603407.412688 + Penalty 5996.778943 = -26597410.633744 nChanged 47 SP:Iteration 83Q (3989.800000 sec): 3 clusters Score: Raw -26603408.314722 + Penalty 5996.778943 = -26597411.535778 nChanged 61 SP:Iteration 84Q (3990.900000 sec): 3 clusters Score: Raw -26603409.557142 + Penalty 5996.778943 = -26597412.778199 nChanged 47 SP:Iteration 85Q (3992.020000 sec): 3 clusters Score: Raw -26603410.660741 + Penalty 5996.778943 = -26597413.881798 nChanged 56 SP:Iteration 86Q (3993.130000 sec): 3 clusters Score: Raw -26603411.874384 + Penalty 5996.778943 = -26597415.095441 nChanged 65 SP:Iteration 87Q (3994.260000 sec): 3 clusters Score: Raw -26603413.250969 + Penalty 5996.778943 = -26597416.472026 nChanged 54 SP:Iteration 88Q (3995.390000 sec): 3 clusters Score: Raw -26603414.261138 + Penalty 5996.778943 = -26597417.482195 nChanged 51 SP:Iteration 89Q (3996.440000 sec): 3 clusters Score: Raw -26603415.511780 + Penalty 5996.778943 = -26597418.732837 nChanged 69 SP:Iteration 90Q (3997.550000 sec): 3 clusters Score: Raw -26603417.351510 + Penalty 5996.778943 = -26597420.572566 nChanged 69 SP:Iteration 91Q (3998.700000 sec): 3 clusters Score: Raw -26603418.769966 + Penalty 5996.778943 = -26597421.991023 nChanged 68 SP:Iteration 92Q (3999.820000 sec): 3 clusters Score: Raw -26603420.150315 + Penalty 5996.778943 = -26597423.371372 nChanged 61 SP:Iteration 93Q (4000.900000 sec): 3 clusters Score: Raw -26603421.446222 + Penalty 5996.778943 = -26597424.667279 nChanged 52 SP:Iteration 94Q (4002.030000 sec): 3 clusters Score: Raw -26603422.582350 + Penalty 5996.778943 = -26597425.803407 nChanged 59 SP:Iteration 95Q (4003.160000 sec): 3 clusters Score: Raw -26603423.612882 + Penalty 5996.778943 = -26597426.833938 nChanged 48 SP:Iteration 96Q (4004.310000 sec): 3 clusters Score: Raw -26603424.551472 + Penalty 5996.778943 = -26597427.772529 nChanged 42 SP:Iteration 97Q (4005.380000 sec): 3 clusters Score: Raw -26603425.204027 + Penalty 5996.778943 = -26597428.425084 nChanged 44 SP:Iteration 98Q (4006.390000 sec): 3 clusters Score: Raw -26603425.861124 + Penalty 5996.778943 = -26597429.082181 nChanged 39 SP:Iteration 99Q (4007.480000 sec): 3 clusters Score: Raw -26603426.537386 + Penalty 5996.778943 = -26597429.758443 nChanged 45 SP:Iteration 100F (4008.630000 sec): 3 clusters Score: Raw -26603427.319360 + Penalty 5996.778943 = -26597430.540417 nChanged 49 SP:Iteration 101Q (4009.790000 sec): 3 clusters Score: Raw -26603428.032245 + Penalty 5996.778943 = -26597431.253302 nChanged 41 SP:Iteration 102Q (4010.770000 sec): 3 clusters Score: Raw -26603428.693677 + Penalty 5996.778943 = -26597431.914733 nChanged 36 SP:Iteration 103Q (4011.850000 sec): 3 clusters Score: Raw -26603429.239566 + Penalty 5996.778943 = -26597432.460623 nChanged 35 SP:Iteration 104Q (4012.800000 sec): 3 clusters Score: Raw -26603429.749101 + Penalty 5996.778943 = -26597432.970158 nChanged 25 SP:Iteration 105Q (4013.830000 sec): 3 clusters Score: Raw -26603430.121680 + Penalty 5996.778943 = -26597433.342737 nChanged 27 SP:Iteration 106Q (4014.900000 sec): 3 clusters Score: Raw -26603430.546422 + Penalty 5996.778943 = -26597433.767478 nChanged 31 SP:Iteration 107Q (4016.120000 sec): 3 clusters Score: Raw -26603430.974256 + Penalty 5996.778943 = -26597434.195313 nChanged 30 SP:Iteration 108Q (4017.150000 sec): 3 clusters Score: Raw -26603431.530937 + Penalty 5996.778943 = -26597434.751994 nChanged 38 SP:Iteration 109Q (4018.280000 sec): 3 clusters Score: Raw -26603432.099131 + Penalty 5996.778943 = -26597435.320187 nChanged 31 SP:Iteration 110Q (4019.260000 sec): 3 clusters Score: Raw -26603432.486704 + Penalty 5996.778943 = -26597435.707761 nChanged 22 SP:Iteration 111Q (4020.400000 sec): 3 clusters Score: Raw -26603432.800525 + Penalty 5996.778943 = -26597436.021582 nChanged 22 SP:Iteration 112Q (4021.450000 sec): 3 clusters Score: Raw -26603433.095508 + Penalty 5996.778943 = -26597436.316565 nChanged 21 SP:Iteration 113Q (4022.510000 sec): 3 clusters Score: Raw -26603433.331953 + Penalty 5996.778943 = -26597436.553009 nChanged 15 SP:Iteration 114Q (4023.500000 sec): 3 clusters Score: Raw -26603433.532472 + Penalty 5996.778943 = -26597436.753529 nChanged 7 SP:Iteration 115Q (4024.760000 sec): 3 clusters Score: Raw -26603433.631189 + Penalty 5996.778943 = -26597436.852245 nChanged 12 SP:Iteration 116Q (4025.840000 sec): 3 clusters Score: Raw -26603433.779044 + Penalty 5996.778943 = -26597437.000100 nChanged 12 SP:Iteration 117Q (4027.010000 sec): 3 clusters Score: Raw -26603433.933332 + Penalty 5996.778943 = -26597437.154389 nChanged 18 SP:Iteration 118Q (4028.070000 sec): 3 clusters Score: Raw -26603434.177385 + Penalty 5996.778943 = -26597437.398442 nChanged 22 SP:Iteration 119Q (4029.370000 sec): 3 clusters Score: Raw -26603434.506012 + Penalty 5996.778943 = -26597437.727069 nChanged 19 SP:Iteration 120F (4030.670000 sec): 3 clusters Score: Raw -26603434.720236 + Penalty 5996.778943 = -26597437.941293 nChanged 13 SP:Iteration 121Q (4031.750000 sec): 3 clusters Score: Raw -26603434.873321 + Penalty 5996.778943 = -26597438.094378 nChanged 14 SP:Iteration 122Q (4032.840000 sec): 3 clusters Score: Raw -26603434.999759 + Penalty 5996.778943 = -26597438.220816 nChanged 11 SP:Iteration 123Q (4033.960000 sec): 3 clusters Score: Raw -26603435.122715 + Penalty 5996.778943 = -26597438.343772 nChanged 8 SP:Iteration 124Q (4035.030000 sec): 3 clusters Score: Raw -26603435.236782 + Penalty 5996.778943 = -26597438.457839 nChanged 12 SP:Iteration 125Q (4036.070000 sec): 3 clusters Score: Raw -26603435.389211 + Penalty 5996.778943 = -26597438.610268 nChanged 10 SP:Iteration 126Q (4037.070000 sec): 3 clusters Score: Raw -26603435.482886 + Penalty 5996.778943 = -26597438.703943 nChanged 8 SP:Iteration 127Q (4038.100000 sec): 3 clusters Score: Raw -26603435.558258 + Penalty 5996.778943 = -26597438.779315 nChanged 9 SP:Iteration 128Q (4039.170000 sec): 3 clusters Score: Raw -26603435.677442 + Penalty 5996.778943 = -26597438.898499 nChanged 14 SP:Iteration 129Q (4040.220000 sec): 3 clusters Score: Raw -26603435.871440 + Penalty 5996.778943 = -26597439.092497 nChanged 16 SP:Iteration 130Q (4041.280000 sec): 3 clusters Score: Raw -26603436.020362 + Penalty 5996.778943 = -26597439.241419 nChanged 14 SP:Iteration 131Q (4042.270000 sec): 3 clusters Score: Raw -26603436.181942 + Penalty 5996.778943 = -26597439.402998 nChanged 11 SP:Iteration 132Q (4043.260000 sec): 3 clusters Score: Raw -26603436.308167 + Penalty 5996.778943 = -26597439.529224 nChanged 13 SP:Iteration 133Q (4044.320000 sec): 3 clusters Score: Raw -26603436.440297 + Penalty 5996.778943 = -26597439.661354 nChanged 10 SP:Iteration 134Q (4045.370000 sec): 3 clusters Score: Raw -26603436.553959 + Penalty 5996.778943 = -26597439.775016 nChanged 14 SP:Iteration 135Q (4046.460000 sec): 3 clusters Score: Raw -26603436.698132 + Penalty 5996.778943 = -26597439.919189 nChanged 17 SP:Iteration 136Q (4047.530000 sec): 3 clusters Score: Raw -26603436.905531 + Penalty 5996.778943 = -26597440.126588 nChanged 20 SP:Iteration 137Q (4048.610000 sec): 3 clusters Score: Raw -26603437.107278 + Penalty 5996.778943 = -26597440.328335 nChanged 17 SP:Iteration 138Q (4049.630000 sec): 3 clusters Score: Raw -26603437.336307 + Penalty 5996.778943 = -26597440.557364 nChanged 17 SP:Iteration 139Q (4050.710000 sec): 3 clusters Score: Raw -26603437.548029 + Penalty 5996.778943 = -26597440.769086 nChanged 23 SP:Iteration 140F (4051.750000 sec): 3 clusters Score: Raw -26603437.799075 + Penalty 5996.778943 = -26597441.020132 nChanged 15 SP:Iteration 141Q (4052.820000 sec): 3 clusters Score: Raw -26603437.988254 + Penalty 5996.778943 = -26597441.209311 nChanged 10 SP:Iteration 142Q (4053.840000 sec): 3 clusters Score: Raw -26603438.088435 + Penalty 5996.778943 = -26597441.309492 nChanged 9 SP:Iteration 143Q (4055.050000 sec): 3 clusters Score: Raw -26603438.184333 + Penalty 5996.778943 = -26597441.405390 nChanged 9 SP:Iteration 144Q (4056.180000 sec): 3 clusters Score: Raw -26603438.257622 + Penalty 5996.778943 = -26597441.478678 nChanged 9 SP:Iteration 145Q (4057.250000 sec): 3 clusters Score: Raw -26603438.331366 + Penalty 5996.778943 = -26597441.552423 nChanged 11 SP:Iteration 146Q (4058.300000 sec): 3 clusters Score: Raw -26603438.447625 + Penalty 5996.778943 = -26597441.668682 nChanged 12 SP:Iteration 147Q (4059.410000 sec): 3 clusters Score: Raw -26603438.600427 + Penalty 5996.778943 = -26597441.821484 nChanged 11 SP:Iteration 148Q (4060.500000 sec): 3 clusters Score: Raw -26603438.755816 + Penalty 5996.778943 = -26597441.976872 nChanged 11 SP:Iteration 149Q (4061.520000 sec): 3 clusters Score: Raw -26603438.851721 + Penalty 5996.778943 = -26597442.072778 nChanged 3 SP:Iteration 150Q (4062.510000 sec): 3 clusters Score: Raw -26603438.910226 + Penalty 5996.778943 = -26597442.131283 nChanged 6 SP:Iteration 151Q (4063.520000 sec): 3 clusters Score: Raw -26603439.005741 + Penalty 5996.778943 = -26597442.226797 nChanged 7 SP:Iteration 152Q (4064.590000 sec): 3 clusters Score: Raw -26603439.056891 + Penalty 5996.778943 = -26597442.277948 nChanged 2 SP:Iteration 153Q (4065.710000 sec): 3 clusters Score: Raw -26603439.088075 + Penalty 5996.778943 = -26597442.309131 nChanged 4 SP:Iteration 154Q (4066.790000 sec): 3 clusters Score: Raw -26603439.130594 + Penalty 5996.778943 = -26597442.351651 nChanged 1 SP:Iteration 155Q (4067.870000 sec): 3 clusters Score: Raw -26603439.137357 + Penalty 5996.778943 = -26597442.358413 nChanged 1 SP:Iteration 156Q (4068.950000 sec): 3 clusters Score: Raw -26603439.139583 + Penalty 5996.778943 = -26597442.360640 nChanged 1 SP:Iteration 157Q (4070.060000 sec): 3 clusters Score: Raw -26603439.146969 + Penalty 5996.778943 = -26597442.368026 nChanged 2 SP:Iteration 158Q (4071.110000 sec): 3 clusters Score: Raw -26603439.158943 + Penalty 5996.778943 = -26597442.380000 nChanged 3 SP:Iteration 159Q (4072.190000 sec): 3 clusters Score: Raw -26603439.196158 + Penalty 5996.778943 = -26597442.417215 nChanged 3 SP:Iteration 160F (4073.290000 sec): 3 clusters Score: Raw -26603439.221170 + Penalty 5996.778943 = -26597442.442227 nChanged 5 SP:Iteration 161Q (4074.510000 sec): 3 clusters Score: Raw -26603439.283546 + Penalty 5996.778943 = -26597442.504603 nChanged 8 SP:Iteration 162Q (4075.690000 sec): 3 clusters Score: Raw -26603439.384549 + Penalty 5996.778943 = -26597442.605606 nChanged 13 SP:Iteration 163Q (4076.780000 sec): 3 clusters Score: Raw -26603439.549150 + Penalty 5996.778943 = -26597442.770207 nChanged 10 SP:Iteration 164Q (4077.820000 sec): 3 clusters Score: Raw -26603439.675374 + Penalty 5996.778943 = -26597442.896431 nChanged 10 SP:Iteration 165Q (4078.850000 sec): 3 clusters Score: Raw -26603439.800465 + Penalty 5996.778943 = -26597443.021522 nChanged 12 SP:Iteration 166Q (4079.830000 sec): 3 clusters Score: Raw -26603440.029699 + Penalty 5996.778943 = -26597443.250756 nChanged 18 SP:Iteration 167Q (4080.780000 sec): 3 clusters Score: Raw -26603440.309267 + Penalty 5996.778943 = -26597443.530324 nChanged 22 SP:Iteration 168Q (4081.900000 sec): 3 clusters Score: Raw -26603440.675225 + Penalty 5996.778943 = -26597443.896282 nChanged 25 SP:Iteration 169Q (4082.970000 sec): 3 clusters Score: Raw -26603441.010084 + Penalty 5996.778943 = -26597444.231141 nChanged 22 SP:Iteration 170Q (4083.990000 sec): 3 clusters Score: Raw -26603441.272424 + Penalty 5996.778943 = -26597444.493481 nChanged 21 SP:Iteration 171Q (4084.940000 sec): 3 clusters Score: Raw -26603441.563260 + Penalty 5996.778943 = -26597444.784317 nChanged 26 SP:Iteration 172Q (4085.960000 sec): 3 clusters Score: Raw -26603441.909521 + Penalty 5996.778943 = -26597445.130578 nChanged 20 SP:Iteration 173Q (4086.940000 sec): 3 clusters Score: Raw -26603442.297237 + Penalty 5996.778943 = -26597445.518294 nChanged 29 SP:Iteration 174Q (4087.930000 sec): 3 clusters Score: Raw -26603442.798313 + Penalty 5996.778943 = -26597446.019369 nChanged 30 SP:Iteration 175Q (4089.000000 sec): 3 clusters Score: Raw -26603443.250585 + Penalty 5996.778943 = -26597446.471642 nChanged 31 SP:Iteration 176Q (4090.090000 sec): 3 clusters Score: Raw -26603443.637889 + Penalty 5996.778943 = -26597446.858946 nChanged 23 SP:Iteration 177Q (4091.240000 sec): 3 clusters Score: Raw -26603443.936531 + Penalty 5996.778943 = -26597447.157588 nChanged 28 SP:Iteration 178Q (4092.370000 sec): 3 clusters Score: Raw -26603444.312235 + Penalty 5996.778943 = -26597447.533292 nChanged 22 SP:Iteration 179Q (4093.400000 sec): 3 clusters Score: Raw -26603444.550152 + Penalty 5996.778943 = -26597447.771209 nChanged 17 SP:Iteration 180F (4094.440000 sec): 3 clusters Score: Raw -26603444.781502 + Penalty 5996.778943 = -26597448.002559 nChanged 26 SP:Iteration 181Q (4095.490000 sec): 3 clusters Score: Raw -26603445.145933 + Penalty 5996.778943 = -26597448.366990 nChanged 25 SP:Iteration 182Q (4096.400000 sec): 3 clusters Score: Raw -26603445.535370 + Penalty 5996.778943 = -26597448.756426 nChanged 26 SP:Iteration 183Q (4097.490000 sec): 3 clusters Score: Raw -26603445.850660 + Penalty 5996.778943 = -26597449.071716 nChanged 25 SP:Iteration 184Q (4098.540000 sec): 3 clusters Score: Raw -26603446.118152 + Penalty 5996.778943 = -26597449.339209 nChanged 19 SP:Iteration 185Q (4099.560000 sec): 3 clusters Score: Raw -26603446.392029 + Penalty 5996.778943 = -26597449.613086 nChanged 22 SP:Iteration 186Q (4100.630000 sec): 3 clusters Score: Raw -26603446.727204 + Penalty 5996.778943 = -26597449.948261 nChanged 18 SP:Iteration 187Q (4101.800000 sec): 3 clusters Score: Raw -26603446.970053 + Penalty 5996.778943 = -26597450.191110 nChanged 23 SP:Iteration 188Q (4103.000000 sec): 3 clusters Score: Raw -26603447.281058 + Penalty 5996.778943 = -26597450.502114 nChanged 22 SP:Iteration 189Q (4104.160000 sec): 3 clusters Score: Raw -26603447.679825 + Penalty 5996.778943 = -26597450.900882 nChanged 31 SP:Iteration 190Q (4105.390000 sec): 3 clusters Score: Raw -26603448.155620 + Penalty 5996.778943 = -26597451.376677 nChanged 26 SP:Iteration 191Q (4106.510000 sec): 3 clusters Score: Raw -26603448.567001 + Penalty 5996.778943 = -26597451.788058 nChanged 23 SP:Iteration 192Q (4107.710000 sec): 3 clusters Score: Raw -26603448.821708 + Penalty 5996.778943 = -26597452.042765 nChanged 19 SP:Iteration 193Q (4108.860000 sec): 3 clusters Score: Raw -26603449.062256 + Penalty 5996.778943 = -26597452.283312 nChanged 18 SP:Iteration 194Q (4109.980000 sec): 3 clusters Score: Raw -26603449.281822 + Penalty 5996.778943 = -26597452.502878 nChanged 11 SP:Iteration 195Q (4111.070000 sec): 3 clusters Score: Raw -26603449.370201 + Penalty 5996.778943 = -26597452.591258 nChanged 9 SP:Iteration 196Q (4112.110000 sec): 3 clusters Score: Raw -26603449.472321 + Penalty 5996.778943 = -26597452.693378 nChanged 6 SP:Iteration 197Q (4113.080000 sec): 3 clusters Score: Raw -26603449.545439 + Penalty 5996.778943 = -26597452.766496 nChanged 10 SP:Iteration 198Q (4114.170000 sec): 3 clusters Score: Raw -26603449.670588 + Penalty 5996.778943 = -26597452.891645 nChanged 7 SP:Iteration 199Q (4115.270000 sec): 3 clusters Score: Raw -26603449.743468 + Penalty 5996.778943 = -26597452.964525 nChanged 7 SP:Iteration 200F (4116.450000 sec): 3 clusters Score: Raw -26603449.816011 + Penalty 5996.778943 = -26597453.037068 nChanged 4 SP:Iteration 201Q (4117.510000 sec): 3 clusters Score: Raw -26603449.855116 + Penalty 5996.778943 = -26597453.076173 nChanged 5 SP:Iteration 202Q (4118.580000 sec): 3 clusters Score: Raw -26603449.896025 + Penalty 5996.778943 = -26597453.117082 nChanged 4 SP:Iteration 203Q (4119.710000 sec): 3 clusters Score: Raw -26603449.931745 + Penalty 5996.778943 = -26597453.152802 nChanged 4 SP:Iteration 204Q (4120.890000 sec): 3 clusters Score: Raw -26603449.979002 + Penalty 5996.778943 = -26597453.200059 nChanged 7 SP:Iteration 205Q (4121.910000 sec): 3 clusters Score: Raw -26603450.042949 + Penalty 5996.778943 = -26597453.264006 nChanged 8 SP:Iteration 206Q (4123.020000 sec): 3 clusters Score: Raw -26603450.164622 + Penalty 5996.778943 = -26597453.385679 nChanged 7 SP:Iteration 207Q (4124.160000 sec): 3 clusters Score: Raw -26603450.271043 + Penalty 5996.778943 = -26597453.492100 nChanged 8 SP:Iteration 208Q (4125.220000 sec): 3 clusters Score: Raw -26603450.351905 + Penalty 5996.778943 = -26597453.572962 nChanged 7 SP:Iteration 209Q (4126.260000 sec): 3 clusters Score: Raw -26603450.435976 + Penalty 5996.778943 = -26597453.657032 nChanged 4 SP:Iteration 210Q (4127.320000 sec): 3 clusters Score: Raw -26603450.482955 + Penalty 5996.778943 = -26597453.704011 nChanged 5 SP:Iteration 211Q (4128.400000 sec): 3 clusters Score: Raw -26603450.536543 + Penalty 5996.778943 = -26597453.757600 nChanged 4 SP:Iteration 212Q (4129.470000 sec): 3 clusters Score: Raw -26603450.569576 + Penalty 5996.778943 = -26597453.790633 nChanged 4 SP:Iteration 213Q (4130.500000 sec): 3 clusters Score: Raw -26603450.629335 + Penalty 5996.778943 = -26597453.850391 nChanged 8 SP:Iteration 214Q (4131.690000 sec): 3 clusters Score: Raw -26603450.708519 + Penalty 5996.778943 = -26597453.929575 nChanged 3 SP:Iteration 215Q (4132.920000 sec): 3 clusters Score: Raw -26603450.731070 + Penalty 5996.778943 = -26597453.952126 nChanged 4 SP:Iteration 216Q (4134.040000 sec): 3 clusters Score: Raw -26603450.753675 + Penalty 5996.778943 = -26597453.974732 nChanged 3 SP:Iteration 217Q (4135.160000 sec): 3 clusters Score: Raw -26603450.783454 + Penalty 5996.778943 = -26597454.004511 nChanged 3 SP:Iteration 218Q (4136.250000 sec): 3 clusters Score: Raw -26603450.821774 + Penalty 5996.778943 = -26597454.042830 nChanged 6 SP:Iteration 219Q (4137.250000 sec): 3 clusters Score: Raw -26603450.870038 + Penalty 5996.778943 = -26597454.091095 nChanged 6 SP:Iteration 220F (4138.330000 sec): 3 clusters Score: Raw -26603450.929884 + Penalty 5996.778943 = -26597454.150941 nChanged 5 SP:Iteration 221Q (4139.310000 sec): 3 clusters Score: Raw -26603450.997997 + Penalty 5996.778943 = -26597454.219054 nChanged 5 SP:Iteration 222Q (4140.430000 sec): 3 clusters Score: Raw -26603451.036182 + Penalty 5996.778943 = -26597454.257239 nChanged 4 SP:Iteration 223Q (4141.560000 sec): 3 clusters Score: Raw -26603451.063738 + Penalty 5996.778943 = -26597454.284795 nChanged 3 SP:Iteration 224Q (4142.720000 sec): 3 clusters Score: Raw -26603451.092765 + Penalty 5996.778943 = -26597454.313822 nChanged 5 SP:Iteration 225Q (4143.830000 sec): 3 clusters Score: Raw -26603451.151879 + Penalty 5996.778943 = -26597454.372936 nChanged 7 SP:Iteration 226Q (4144.900000 sec): 3 clusters Score: Raw -26603451.235110 + Penalty 5996.778943 = -26597454.456167 nChanged 5 SP:Iteration 227Q (4145.980000 sec): 3 clusters Score: Raw -26603451.284053 + Penalty 5996.778943 = -26597454.505110 nChanged 4 SP:Iteration 228Q (4147.080000 sec): 3 clusters Score: Raw -26603451.330838 + Penalty 5996.778943 = -26597454.551895 nChanged 3 SP:Iteration 229Q (4148.140000 sec): 3 clusters Score: Raw -26603451.352004 + Penalty 5996.778943 = -26597454.573060 nChanged 4 SP:Iteration 230Q (4149.180000 sec): 3 clusters Score: Raw -26603451.385633 + Penalty 5996.778943 = -26597454.606690 nChanged 1 SP:Iteration 231Q (4150.220000 sec): 3 clusters Score: Raw -26603451.396456 + Penalty 5996.778943 = -26597454.617513 nChanged 1 SP:Iteration 232Q (4151.270000 sec): 3 clusters Score: Raw -26603451.412033 + Penalty 5996.778943 = -26597454.633090 nChanged 3 SP:Iteration 233Q (4152.310000 sec): 3 clusters Score: Raw -26603451.434811 + Penalty 5996.778943 = -26597454.655868 nChanged 2 SP:Iteration 234Q (4153.310000 sec): 3 clusters Score: Raw -26603451.442971 + Penalty 5996.778943 = -26597454.664028 nChanged 0 SP:Iteration 235F (4154.400000 sec): 3 clusters Score: Raw -26603451.442971 + Penalty 5996.778943 = -26597454.664028 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 3 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4154.610000 sec): 2 clusters Score: Raw -175091.682209 + Penalty 1763.655005 = -173328.027204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4154.820000 sec): 3 clusters Score: Raw -174741.642652 + Penalty 3527.310010 = -171214.332642 nChanged 340 SP:Iteration 1F (4155.030000 sec): 3 clusters Score: Raw -175101.652909 + Penalty 3527.310010 = -171574.342900 nChanged 81 SP:Iteration 2F (4155.240000 sec): 3 clusters Score: Raw -175197.622718 + Penalty 3527.310010 = -171670.312708 nChanged 45 SP:Iteration 3Q (4155.380000 sec): 3 clusters Score: Raw -175247.543865 + Penalty 3527.310010 = -171720.233855 nChanged 38 SP:Iteration 4Q (4155.560000 sec): 3 clusters Score: Raw -175288.377672 + Penalty 3527.310010 = -171761.067662 nChanged 28 SP:Iteration 5Q (4155.740000 sec): 3 clusters Score: Raw -175322.633640 + Penalty 3527.310010 = -171795.323630 nChanged 24 SP:Iteration 6Q (4155.940000 sec): 3 clusters Score: Raw -175351.929354 + Penalty 3527.310010 = -171824.619344 nChanged 17 SP:Iteration 7Q (4156.140000 sec): 3 clusters Score: Raw -175369.664013 + Penalty 3527.310010 = -171842.354004 nChanged 13 SP:Iteration 8Q (4156.300000 sec): 3 clusters Score: Raw -175378.926498 + Penalty 3527.310010 = -171851.616488 nChanged 6 SP:Iteration 9Q (4156.500000 sec): 3 clusters Score: Raw -175383.929937 + Penalty 3527.310010 = -171856.619927 nChanged 6 SP:Iteration 10Q (4156.670000 sec): 3 clusters Score: Raw -175389.959568 + Penalty 3527.310010 = -171862.649558 nChanged 8 SP:Iteration 11Q (4156.850000 sec): 3 clusters Score: Raw -175399.024715 + Penalty 3527.310010 = -171871.714705 nChanged 6 SP:Iteration 12Q (4157.030000 sec): 3 clusters Score: Raw -175405.787920 + Penalty 3527.310010 = -171878.477911 nChanged 6 SP:Iteration 13Q (4157.260000 sec): 3 clusters Score: Raw -175412.633455 + Penalty 3527.310010 = -171885.323445 nChanged 7 SP:Iteration 14Q (4157.440000 sec): 3 clusters Score: Raw -175417.716645 + Penalty 3527.310010 = -171890.406636 nChanged 1 SP:Iteration 15Q (4157.670000 sec): 3 clusters Score: Raw -175418.697799 + Penalty 3527.310010 = -171891.387789 nChanged 1 SP:Iteration 16Q (4157.830000 sec): 3 clusters Score: Raw -175419.537974 + Penalty 3527.310010 = -171892.227964 nChanged 1 SP:Iteration 17Q (4158.020000 sec): 3 clusters Score: Raw -175420.059874 + Penalty 3527.310010 = -171892.749864 nChanged 2 SP:Iteration 18Q (4158.240000 sec): 3 clusters Score: Raw -175421.471142 + Penalty 3527.310010 = -171894.161132 nChanged 0 SP:Iteration 19F (4158.450000 sec): 3 clusters Score: Raw -175421.471142 + Penalty 3527.310010 = -171894.161132 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 4 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4158.520000 sec): 2 clusters Score: Raw -95566.794095 + Penalty 1621.099516 = -93945.694579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4158.710000 sec): 3 clusters Score: Raw -95470.057927 + Penalty 3242.199032 = -92227.858894 nChanged 125 SP:Iteration 1F (4158.920000 sec): 3 clusters Score: Raw -95692.893342 + Penalty 3242.199032 = -92450.694309 nChanged 48 SP:Iteration 2F (4159.130000 sec): 3 clusters Score: Raw -95792.621822 + Penalty 3242.199032 = -92550.422790 nChanged 31 SP:Iteration 3Q (4159.350000 sec): 3 clusters Score: Raw -95858.513587 + Penalty 3242.199032 = -92616.314555 nChanged 24 SP:Iteration 4Q (4159.530000 sec): 3 clusters Score: Raw -95910.436544 + Penalty 3242.199032 = -92668.237512 nChanged 9 SP:Iteration 5Q (4159.720000 sec): 3 clusters Score: Raw -95931.091550 + Penalty 3242.199032 = -92688.892517 nChanged 10 SP:Iteration 6Q (4159.950000 sec): 3 clusters Score: Raw -95947.532551 + Penalty 3242.199032 = -92705.333518 nChanged 3 SP:Iteration 7Q (4160.130000 sec): 3 clusters Score: Raw -95955.496896 + Penalty 3242.199032 = -92713.297864 nChanged 5 SP:Iteration 8Q (4160.310000 sec): 3 clusters Score: Raw -95964.445058 + Penalty 3242.199032 = -92722.246026 nChanged 3 SP:Iteration 9Q (4160.480000 sec): 3 clusters Score: Raw -95969.831581 + Penalty 3242.199032 = -92727.632549 nChanged 3 SP:Iteration 10Q (4160.680000 sec): 3 clusters Score: Raw -95974.400370 + Penalty 3242.199032 = -92732.201338 nChanged 0 SP:Iteration 11F (4160.870000 sec): 3 clusters Score: Raw -95974.400370 + Penalty 3242.199032 = -92732.201338 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 5 (371277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4162.740000 sec): 2 clusters Score: Raw -55156553.650585 + Penalty 3180.526516 = -55153373.124069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.800000 sec): 3 clusters Score: Raw -54909602.899334 + Penalty 6361.053032 = -54903241.846302 nChanged 180119 SP:Iteration 1F (4166.940000 sec): 3 clusters Score: Raw -55017507.454423 + Penalty 6361.053032 = -55011146.401391 nChanged 10075 SP:Iteration 2Q (4169.190000 sec): 3 clusters Score: Raw -55020022.819320 + Penalty 6361.053032 = -55013661.766288 nChanged 12278 SP:Iteration 3Q (4171.300000 sec): 3 clusters Score: Raw -55024087.291306 + Penalty 6361.053032 = -55017726.238274 nChanged 16071 SP:Iteration 4Q (4173.550000 sec): 3 clusters Score: Raw -55031337.656022 + Penalty 6361.053032 = -55024976.602990 nChanged 22275 SP:Iteration 5F (4175.830000 sec): 3 clusters Score: Raw -55044862.165983 + Penalty 6361.053032 = -55038501.112950 nChanged 29963 SP:Iteration 6F (4178.040000 sec): 3 clusters Score: Raw -55068297.287805 + Penalty 6361.053032 = -55061936.234773 nChanged 34835 SP:Iteration 7F (4180.160000 sec): 3 clusters Score: Raw -55100555.626256 + Penalty 6361.053032 = -55094194.573224 nChanged 30522 SP:Iteration 8F (4182.390000 sec): 3 clusters Score: Raw -55130748.950851 + Penalty 6361.053032 = -55124387.897819 nChanged 17897 SP:Iteration 9Q (4184.520000 sec): 3 clusters Score: Raw -55148135.428287 + Penalty 6361.053032 = -55141774.375255 nChanged 6916 SP:Iteration 10Q (4186.470000 sec): 3 clusters Score: Raw -55154504.231333 + Penalty 6361.053032 = -55148143.178300 nChanged 1883 SP:Iteration 11Q (4188.260000 sec): 3 clusters Score: Raw -55156237.728929 + Penalty 6361.053032 = -55149876.675897 nChanged 447 SP:Iteration 12Q (4190.060000 sec): 3 clusters Score: Raw -55156692.967974 + Penalty 6361.053032 = -55150331.914942 nChanged 123 SP:Iteration 13Q (4191.990000 sec): 3 clusters Score: Raw -55156855.653636 + Penalty 6361.053032 = -55150494.600604 nChanged 56 SP:Iteration 14Q (4193.810000 sec): 3 clusters Score: Raw -55156940.784765 + Penalty 6361.053032 = -55150579.731733 nChanged 30 SP:Iteration 15Q (4195.670000 sec): 3 clusters Score: Raw -55156984.308629 + Penalty 6361.053032 = -55150623.255597 nChanged 19 SP:Iteration 16Q (4197.720000 sec): 3 clusters Score: Raw -55157011.048818 + Penalty 6361.053032 = -55150649.995786 nChanged 9 SP:Iteration 17Q (4199.840000 sec): 3 clusters Score: Raw -55157022.166066 + Penalty 6361.053032 = -55150661.113034 nChanged 6 SP:Iteration 18Q (4201.860000 sec): 3 clusters Score: Raw -55157027.823004 + Penalty 6361.053032 = -55150666.769972 nChanged 7 SP:Iteration 19Q (4203.580000 sec): 3 clusters Score: Raw -55157040.467682 + Penalty 6361.053032 = -55150679.414649 nChanged 7 SP:Iteration 20F (4205.480000 sec): 3 clusters Score: Raw -55157046.864646 + Penalty 6361.053032 = -55150685.811614 nChanged 3 SP:Iteration 21Q (4207.540000 sec): 3 clusters Score: Raw -55157057.013587 + Penalty 6361.053032 = -55150695.960555 nChanged 6 SP:Iteration 22Q (4209.630000 sec): 3 clusters Score: Raw -55157063.288602 + Penalty 6361.053032 = -55150702.235570 nChanged 1 SP:Iteration 23Q (4211.460000 sec): 3 clusters Score: Raw -55157064.345642 + Penalty 6361.053032 = -55150703.292610 nChanged 1 SP:Iteration 24Q (4213.280000 sec): 3 clusters Score: Raw -55157064.851113 + Penalty 6361.053032 = -55150703.798081 nChanged 0 SP:Iteration 25F (4215.290000 sec): 3 clusters Score: Raw -55157064.851113 + Penalty 6361.053032 = -55150703.798081 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 6 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4215.630000 sec): 2 clusters Score: Raw -68318.826709 + Penalty 1522.691369 = -66796.135340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4215.820000 sec): 3 clusters Score: Raw -68311.343685 + Penalty 3045.382738 = -65265.960948 nChanged 62 SP:Iteration 1F (4216.000000 sec): 3 clusters Score: Raw -68443.853817 + Penalty 3045.382738 = -65398.471079 nChanged 22 SP:Iteration 2Q (4216.160000 sec): 3 clusters Score: Raw -68500.508588 + Penalty 3045.382738 = -65455.125850 nChanged 9 SP:Iteration 3Q (4216.320000 sec): 3 clusters Score: Raw -68526.644843 + Penalty 3045.382738 = -65481.262105 nChanged 3 SP:Iteration 4Q (4216.480000 sec): 3 clusters Score: Raw -68538.179662 + Penalty 3045.382738 = -65492.796924 nChanged 2 SP:Iteration 5Q (4216.650000 sec): 3 clusters Score: Raw -68543.383634 + Penalty 3045.382738 = -65498.000896 nChanged 1 SP:Iteration 6Q (4216.810000 sec): 3 clusters Score: Raw -68545.015266 + Penalty 3045.382738 = -65499.632528 nChanged 1 SP:Iteration 7Q (4216.980000 sec): 3 clusters Score: Raw -68549.374770 + Penalty 3045.382738 = -65503.992032 nChanged 1 SP:Iteration 8Q (4217.140000 sec): 3 clusters Score: Raw -68553.078392 + Penalty 3045.382738 = -65507.695655 nChanged 2 SP:Iteration 9Q (4217.330000 sec): 3 clusters Score: Raw -68555.895621 + Penalty 3045.382738 = -65510.512883 nChanged 0 SP:Iteration 10F (4217.580000 sec): 3 clusters Score: Raw -68555.895621 + Penalty 3045.382738 = -65510.512883 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 7 (16931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4217.760000 sec): 2 clusters Score: Raw -2549462.168594 + Penalty 2414.751582 = -2547047.417012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4218.070000 sec): 3 clusters Score: Raw -2539756.506437 + Penalty 4829.503164 = -2534927.003273 nChanged 7318 SP:Iteration 1F (4218.420000 sec): 3 clusters Score: Raw -2543738.348635 + Penalty 4829.503164 = -2538908.845471 nChanged 976 SP:Iteration 2F (4218.710000 sec): 3 clusters Score: Raw -2544195.588667 + Penalty 4829.503164 = -2539366.085503 nChanged 927 SP:Iteration 3F (4219.020000 sec): 3 clusters Score: Raw -2544663.029322 + Penalty 4829.503164 = -2539833.526158 nChanged 931 SP:Iteration 4F (4219.340000 sec): 3 clusters Score: Raw -2545177.612526 + Penalty 4829.503164 = -2540348.109362 nChanged 1033 SP:Iteration 5F (4219.660000 sec): 3 clusters Score: Raw -2545864.708608 + Penalty 4829.503164 = -2541035.205444 nChanged 1123 SP:Iteration 6F (4219.950000 sec): 3 clusters Score: Raw -2546761.734949 + Penalty 4829.503164 = -2541932.231785 nChanged 1131 SP:Iteration 7F (4220.220000 sec): 3 clusters Score: Raw -2547778.997282 + Penalty 4829.503164 = -2542949.494118 nChanged 909 SP:Iteration 8F (4220.560000 sec): 3 clusters Score: Raw -2548616.220135 + Penalty 4829.503164 = -2543786.716971 nChanged 573 SP:Iteration 9Q (4220.820000 sec): 3 clusters Score: Raw -2549160.622523 + Penalty 4829.503164 = -2544331.119359 nChanged 354 SP:Iteration 10Q (4221.110000 sec): 3 clusters Score: Raw -2549517.800660 + Penalty 4829.503164 = -2544688.297497 nChanged 200 SP:Iteration 11Q (4221.400000 sec): 3 clusters Score: Raw -2549737.027533 + Penalty 4829.503164 = -2544907.524369 nChanged 136 SP:Iteration 12Q (4221.750000 sec): 3 clusters Score: Raw -2549853.197721 + Penalty 4829.503164 = -2545023.694557 nChanged 78 SP:Iteration 13Q (4222.000000 sec): 3 clusters Score: Raw -2549916.046025 + Penalty 4829.503164 = -2545086.542861 nChanged 55 SP:Iteration 14Q (4222.350000 sec): 3 clusters Score: Raw -2549957.363033 + Penalty 4829.503164 = -2545127.859869 nChanged 42 SP:Iteration 15Q (4222.650000 sec): 3 clusters Score: Raw -2549981.973674 + Penalty 4829.503164 = -2545152.470510 nChanged 22 SP:Iteration 16Q (4222.950000 sec): 3 clusters Score: Raw -2549998.911181 + Penalty 4829.503164 = -2545169.408017 nChanged 21 SP:Iteration 17Q (4223.190000 sec): 3 clusters Score: Raw -2550015.620712 + Penalty 4829.503164 = -2545186.117549 nChanged 18 SP:Iteration 18Q (4223.480000 sec): 3 clusters Score: Raw -2550026.739114 + Penalty 4829.503164 = -2545197.235950 nChanged 9 SP:Iteration 19Q (4223.760000 sec): 3 clusters Score: Raw -2550030.626955 + Penalty 4829.503164 = -2545201.123791 nChanged 6 SP:Iteration 20F (4224.010000 sec): 3 clusters Score: Raw -2550035.053050 + Penalty 4829.503164 = -2545205.549886 nChanged 10 SP:Iteration 21Q (4224.270000 sec): 3 clusters Score: Raw -2550041.100498 + Penalty 4829.503164 = -2545211.597334 nChanged 11 SP:Iteration 22Q (4224.530000 sec): 3 clusters Score: Raw -2550048.954498 + Penalty 4829.503164 = -2545219.451334 nChanged 12 SP:Iteration 23Q (4224.780000 sec): 3 clusters Score: Raw -2550054.105978 + Penalty 4829.503164 = -2545224.602814 nChanged 6 SP:Iteration 24Q (4225.070000 sec): 3 clusters Score: Raw -2550057.071377 + Penalty 4829.503164 = -2545227.568213 nChanged 2 SP:Iteration 25Q (4225.330000 sec): 3 clusters Score: Raw -2550058.341337 + Penalty 4829.503164 = -2545228.838173 nChanged 2 SP:Iteration 26Q (4225.630000 sec): 3 clusters Score: Raw -2550059.062979 + Penalty 4829.503164 = -2545229.559815 nChanged 0 SP:Iteration 27F (4225.930000 sec): 3 clusters Score: Raw -2550059.062979 + Penalty 4829.503164 = -2545229.559815 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 8 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4226.070000 sec): 2 clusters Score: Raw -759846.326803 + Penalty 2133.954308 = -757712.372495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4226.310000 sec): 3 clusters Score: Raw -757223.992422 + Penalty 4267.908616 = -752956.083806 nChanged 2107 SP:Iteration 1F (4226.550000 sec): 3 clusters Score: Raw -758411.611377 + Penalty 4267.908616 = -754143.702761 nChanged 405 SP:Iteration 2F (4226.800000 sec): 3 clusters Score: Raw -758734.979824 + Penalty 4267.908616 = -754467.071208 nChanged 350 SP:Iteration 3F (4227.010000 sec): 3 clusters Score: Raw -758979.535219 + Penalty 4267.908616 = -754711.626603 nChanged 307 SP:Iteration 4F (4227.250000 sec): 3 clusters Score: Raw -759216.523725 + Penalty 4267.908616 = -754948.615110 nChanged 281 SP:Iteration 5F (4227.470000 sec): 3 clusters Score: Raw -759442.505386 + Penalty 4267.908616 = -755174.596770 nChanged 289 SP:Iteration 6F (4227.690000 sec): 3 clusters Score: Raw -759671.226305 + Penalty 4267.908616 = -755403.317690 nChanged 260 SP:Iteration 7Q (4227.910000 sec): 3 clusters Score: Raw -759886.547664 + Penalty 4267.908616 = -755618.639048 nChanged 271 SP:Iteration 8Q (4228.130000 sec): 3 clusters Score: Raw -760127.034743 + Penalty 4267.908616 = -755859.126128 nChanged 257 SP:Iteration 9Q (4228.380000 sec): 3 clusters Score: Raw -760339.752902 + Penalty 4267.908616 = -756071.844286 nChanged 199 SP:Iteration 10Q (4228.610000 sec): 3 clusters Score: Raw -760531.488450 + Penalty 4267.908616 = -756263.579835 nChanged 194 SP:Iteration 11Q (4228.880000 sec): 3 clusters Score: Raw -760717.307294 + Penalty 4267.908616 = -756449.398678 nChanged 176 SP:Iteration 12Q (4229.120000 sec): 3 clusters Score: Raw -760876.753763 + Penalty 4267.908616 = -756608.845147 nChanged 133 SP:Iteration 13Q (4229.350000 sec): 3 clusters Score: Raw -760993.382375 + Penalty 4267.908616 = -756725.473759 nChanged 93 SP:Iteration 14Q (4229.570000 sec): 3 clusters Score: Raw -761073.592065 + Penalty 4267.908616 = -756805.683449 nChanged 63 SP:Iteration 15Q (4229.770000 sec): 3 clusters Score: Raw -761115.855029 + Penalty 4267.908616 = -756847.946414 nChanged 38 SP:Iteration 16Q (4229.960000 sec): 3 clusters Score: Raw -761139.238921 + Penalty 4267.908616 = -756871.330306 nChanged 27 SP:Iteration 17Q (4230.210000 sec): 3 clusters Score: Raw -761159.805592 + Penalty 4267.908616 = -756891.896976 nChanged 34 SP:Iteration 18Q (4230.410000 sec): 3 clusters Score: Raw -761186.786745 + Penalty 4267.908616 = -756918.878129 nChanged 27 SP:Iteration 19Q (4230.600000 sec): 3 clusters Score: Raw -761201.294689 + Penalty 4267.908616 = -756933.386073 nChanged 11 SP:Iteration 20F (4230.780000 sec): 3 clusters Score: Raw -761209.483306 + Penalty 4267.908616 = -756941.574690 nChanged 10 SP:Iteration 21Q (4230.960000 sec): 3 clusters Score: Raw -761221.495413 + Penalty 4267.908616 = -756953.586798 nChanged 17 SP:Iteration 22Q (4231.160000 sec): 3 clusters Score: Raw -761235.614905 + Penalty 4267.908616 = -756967.706289 nChanged 12 SP:Iteration 23Q (4231.370000 sec): 3 clusters Score: Raw -761245.118872 + Penalty 4267.908616 = -756977.210256 nChanged 11 SP:Iteration 24Q (4231.550000 sec): 3 clusters Score: Raw -761255.193219 + Penalty 4267.908616 = -756987.284603 nChanged 10 SP:Iteration 25Q (4231.810000 sec): 3 clusters Score: Raw -761260.832065 + Penalty 4267.908616 = -756992.923450 nChanged 9 SP:Iteration 26Q (4232.030000 sec): 3 clusters Score: Raw -761265.479479 + Penalty 4267.908616 = -756997.570864 nChanged 4 SP:Iteration 27Q (4232.190000 sec): 3 clusters Score: Raw -761268.363530 + Penalty 4267.908616 = -757000.454914 nChanged 2 SP:Iteration 28Q (4232.410000 sec): 3 clusters Score: Raw -761269.460221 + Penalty 4267.908616 = -757001.551606 nChanged 2 SP:Iteration 29Q (4232.660000 sec): 3 clusters Score: Raw -761270.521936 + Penalty 4267.908616 = -757002.613321 nChanged 1 SP:Iteration 30Q (4232.870000 sec): 3 clusters Score: Raw -761270.690186 + Penalty 4267.908616 = -757002.781570 nChanged 1 SP:Iteration 31Q (4233.070000 sec): 3 clusters Score: Raw -761271.588675 + Penalty 4267.908616 = -757003.680060 nChanged 1 SP:Iteration 32Q (4233.280000 sec): 3 clusters Score: Raw -761272.058673 + Penalty 4267.908616 = -757004.150057 nChanged 1 SP:Iteration 33Q (4233.510000 sec): 3 clusters Score: Raw -761272.872938 + Penalty 4267.908616 = -757004.964322 nChanged 0 SP:Iteration 34F (4233.720000 sec): 3 clusters Score: Raw -761272.872938 + Penalty 4267.908616 = -757004.964322 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 9 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4233.840000 sec): 2 clusters Score: Raw -82747.768166 + Penalty 1590.537821 = -81157.230344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4234.010000 sec): 3 clusters Score: Raw -82713.404153 + Penalty 3181.075643 = -79532.328511 nChanged 145 SP:Iteration 1F (4234.140000 sec): 3 clusters Score: Raw -83123.177574 + Penalty 3181.075643 = -79942.101932 nChanged 49 SP:Iteration 2F (4234.330000 sec): 3 clusters Score: Raw -83416.930671 + Penalty 3181.075643 = -80235.855029 nChanged 25 SP:Iteration 3Q (4234.530000 sec): 3 clusters Score: Raw -83587.442253 + Penalty 3181.075643 = -80406.366611 nChanged 17 SP:Iteration 4Q (4234.700000 sec): 3 clusters Score: Raw -83624.607443 + Penalty 3181.075643 = -80443.531800 nChanged 12 SP:Iteration 5Q (4234.890000 sec): 3 clusters Score: Raw -83651.135226 + Penalty 3181.075643 = -80470.059583 nChanged 7 SP:Iteration 6Q (4235.080000 sec): 3 clusters Score: Raw -83671.213612 + Penalty 3181.075643 = -80490.137969 nChanged 7 SP:Iteration 7Q (4235.300000 sec): 3 clusters Score: Raw -83695.218418 + Penalty 3181.075643 = -80514.142775 nChanged 6 SP:Iteration 8Q (4235.490000 sec): 3 clusters Score: Raw -83709.568077 + Penalty 3181.075643 = -80528.492434 nChanged 5 SP:Iteration 9Q (4235.660000 sec): 3 clusters Score: Raw -83719.292385 + Penalty 3181.075643 = -80538.216742 nChanged 2 SP:Iteration 10Q (4235.810000 sec): 3 clusters Score: Raw -83722.829748 + Penalty 3181.075643 = -80541.754105 nChanged 4 SP:Iteration 11Q (4236.000000 sec): 3 clusters Score: Raw -83730.714678 + Penalty 3181.075643 = -80549.639035 nChanged 6 SP:Iteration 12Q (4236.200000 sec): 3 clusters Score: Raw -83746.412550 + Penalty 3181.075643 = -80565.336907 nChanged 5 SP:Iteration 13Q (4236.390000 sec): 3 clusters Score: Raw -83754.857988 + Penalty 3181.075643 = -80573.782346 nChanged 3 SP:Iteration 14Q (4236.570000 sec): 3 clusters Score: Raw -83770.103721 + Penalty 3181.075643 = -80589.028078 nChanged 7 SP:Iteration 15Q (4236.740000 sec): 3 clusters Score: Raw -83797.103526 + Penalty 3181.075643 = -80616.027883 nChanged 5 SP:Iteration 16Q (4236.930000 sec): 3 clusters Score: Raw -83822.853438 + Penalty 3181.075643 = -80641.777796 nChanged 4 SP:Iteration 17Q (4237.080000 sec): 3 clusters Score: Raw -83839.034527 + Penalty 3181.075643 = -80657.958884 nChanged 4 SP:Iteration 18Q (4237.230000 sec): 3 clusters Score: Raw -83850.216581 + Penalty 3181.075643 = -80669.140938 nChanged 6 SP:Iteration 19Q (4237.380000 sec): 3 clusters Score: Raw -83873.760173 + Penalty 3181.075643 = -80692.684531 nChanged 3 SP:Iteration 20F (4237.550000 sec): 3 clusters Score: Raw -83882.190018 + Penalty 3181.075643 = -80701.114376 nChanged 2 SP:Iteration 21Q (4237.740000 sec): 3 clusters Score: Raw -83890.303845 + Penalty 3181.075643 = -80709.228202 nChanged 1 SP:Iteration 22Q (4237.890000 sec): 3 clusters Score: Raw -83893.555851 + Penalty 3181.075643 = -80712.480208 nChanged 1 SP:Iteration 23Q (4238.110000 sec): 3 clusters Score: Raw -83895.180969 + Penalty 3181.075643 = -80714.105327 nChanged 0 SP:Iteration 24F (4238.330000 sec): 3 clusters Score: Raw -83895.180969 + Penalty 3181.075643 = -80714.105327 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 10 (5633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4238.420000 sec): 2 clusters Score: Raw -837400.243354 + Penalty 2141.826565 = -835258.416790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4238.670000 sec): 3 clusters Score: Raw -834642.706387 + Penalty 4283.653130 = -830359.053258 nChanged 2187 SP:Iteration 1F (4238.880000 sec): 3 clusters Score: Raw -835832.935716 + Penalty 4283.653130 = -831549.282587 nChanged 396 SP:Iteration 2F (4239.070000 sec): 3 clusters Score: Raw -836052.249708 + Penalty 4283.653130 = -831768.596578 nChanged 279 SP:Iteration 3Q (4239.260000 sec): 3 clusters Score: Raw -836188.957856 + Penalty 4283.653130 = -831905.304726 nChanged 194 SP:Iteration 4Q (4239.500000 sec): 3 clusters Score: Raw -836289.425778 + Penalty 4283.653130 = -832005.772649 nChanged 176 SP:Iteration 5Q (4239.700000 sec): 3 clusters Score: Raw -836366.464215 + Penalty 4283.653130 = -832082.811086 nChanged 143 SP:Iteration 6Q (4239.870000 sec): 3 clusters Score: Raw -836425.518628 + Penalty 4283.653130 = -832141.865498 nChanged 127 SP:Iteration 7Q (4240.090000 sec): 3 clusters Score: Raw -836479.460316 + Penalty 4283.653130 = -832195.807186 nChanged 113 SP:Iteration 8Q (4240.310000 sec): 3 clusters Score: Raw -836526.941337 + Penalty 4283.653130 = -832243.288208 nChanged 106 SP:Iteration 9Q (4240.530000 sec): 3 clusters Score: Raw -836568.515046 + Penalty 4283.653130 = -832284.861916 nChanged 107 SP:Iteration 10Q (4240.730000 sec): 3 clusters Score: Raw -836619.979587 + Penalty 4283.653130 = -832336.326457 nChanged 109 SP:Iteration 11Q (4240.960000 sec): 3 clusters Score: Raw -836667.351899 + Penalty 4283.653130 = -832383.698769 nChanged 99 SP:Iteration 12Q (4241.160000 sec): 3 clusters Score: Raw -836706.918371 + Penalty 4283.653130 = -832423.265241 nChanged 88 SP:Iteration 13Q (4241.380000 sec): 3 clusters Score: Raw -836743.676879 + Penalty 4283.653130 = -832460.023749 nChanged 93 SP:Iteration 14Q (4241.560000 sec): 3 clusters Score: Raw -836785.078822 + Penalty 4283.653130 = -832501.425693 nChanged 91 SP:Iteration 15Q (4241.740000 sec): 3 clusters Score: Raw -836825.373735 + Penalty 4283.653130 = -832541.720605 nChanged 86 SP:Iteration 16Q (4241.950000 sec): 3 clusters Score: Raw -836863.132413 + Penalty 4283.653130 = -832579.479283 nChanged 85 SP:Iteration 17Q (4242.130000 sec): 3 clusters Score: Raw -836903.195356 + Penalty 4283.653130 = -832619.542226 nChanged 91 SP:Iteration 18Q (4242.340000 sec): 3 clusters Score: Raw -836941.946122 + Penalty 4283.653130 = -832658.292993 nChanged 68 SP:Iteration 19Q (4242.540000 sec): 3 clusters Score: Raw -836972.566279 + Penalty 4283.653130 = -832688.913149 nChanged 71 SP:Iteration 20F (4242.730000 sec): 3 clusters Score: Raw -837004.485680 + Penalty 4283.653130 = -832720.832550 nChanged 70 SP:Iteration 21Q (4242.960000 sec): 3 clusters Score: Raw -837032.718511 + Penalty 4283.653130 = -832749.065381 nChanged 70 SP:Iteration 22Q (4243.180000 sec): 3 clusters Score: Raw -837062.664799 + Penalty 4283.653130 = -832779.011669 nChanged 57 SP:Iteration 23Q (4243.420000 sec): 3 clusters Score: Raw -837092.958794 + Penalty 4283.653130 = -832809.305665 nChanged 73 SP:Iteration 24Q (4243.640000 sec): 3 clusters Score: Raw -837128.186560 + Penalty 4283.653130 = -832844.533431 nChanged 88 SP:Iteration 25Q (4243.850000 sec): 3 clusters Score: Raw -837177.946788 + Penalty 4283.653130 = -832894.293658 nChanged 87 SP:Iteration 26Q (4244.060000 sec): 3 clusters Score: Raw -837227.025808 + Penalty 4283.653130 = -832943.372678 nChanged 87 SP:Iteration 27Q (4244.350000 sec): 3 clusters Score: Raw -837274.154377 + Penalty 4283.653130 = -832990.501247 nChanged 69 SP:Iteration 28Q (4244.560000 sec): 3 clusters Score: Raw -837309.988653 + Penalty 4283.653130 = -833026.335524 nChanged 78 SP:Iteration 29Q (4244.790000 sec): 3 clusters Score: Raw -837344.917344 + Penalty 4283.653130 = -833061.264214 nChanged 58 SP:Iteration 30Q (4245.040000 sec): 3 clusters Score: Raw -837380.016438 + Penalty 4283.653130 = -833096.363309 nChanged 57 SP:Iteration 31Q (4245.230000 sec): 3 clusters Score: Raw -837415.908220 + Penalty 4283.653130 = -833132.255090 nChanged 49 SP:Iteration 32Q (4245.440000 sec): 3 clusters Score: Raw -837443.990812 + Penalty 4283.653130 = -833160.337682 nChanged 56 SP:Iteration 33Q (4245.670000 sec): 3 clusters Score: Raw -837475.763561 + Penalty 4283.653130 = -833192.110432 nChanged 52 SP:Iteration 34Q (4245.860000 sec): 3 clusters Score: Raw -837507.876500 + Penalty 4283.653130 = -833224.223370 nChanged 46 SP:Iteration 35Q (4246.050000 sec): 3 clusters Score: Raw -837536.738643 + Penalty 4283.653130 = -833253.085513 nChanged 34 SP:Iteration 36Q (4246.310000 sec): 3 clusters Score: Raw -837553.927778 + Penalty 4283.653130 = -833270.274648 nChanged 26 SP:Iteration 37Q (4246.460000 sec): 3 clusters Score: Raw -837568.127032 + Penalty 4283.653130 = -833284.473902 nChanged 25 SP:Iteration 38Q (4246.750000 sec): 3 clusters Score: Raw -837579.388862 + Penalty 4283.653130 = -833295.735732 nChanged 18 SP:Iteration 39Q (4247.000000 sec): 3 clusters Score: Raw -837587.785928 + Penalty 4283.653130 = -833304.132798 nChanged 10 SP:Iteration 40F (4247.140000 sec): 3 clusters Score: Raw -837592.306794 + Penalty 4283.653130 = -833308.653664 nChanged 6 SP:Iteration 41Q (4247.340000 sec): 3 clusters Score: Raw -837595.006118 + Penalty 4283.653130 = -833311.352988 nChanged 3 SP:Iteration 42Q (4247.550000 sec): 3 clusters Score: Raw -837596.327031 + Penalty 4283.653130 = -833312.673902 nChanged 11 SP:Iteration 43Q (4247.780000 sec): 3 clusters Score: Raw -837600.733695 + Penalty 4283.653130 = -833317.080565 nChanged 12 SP:Iteration 44Q (4247.960000 sec): 3 clusters Score: Raw -837604.425447 + Penalty 4283.653130 = -833320.772317 nChanged 10 SP:Iteration 45Q (4248.220000 sec): 3 clusters Score: Raw -837608.965465 + Penalty 4283.653130 = -833325.312335 nChanged 8 SP:Iteration 46Q (4248.370000 sec): 3 clusters Score: Raw -837611.905647 + Penalty 4283.653130 = -833328.252517 nChanged 4 SP:Iteration 47Q (4248.600000 sec): 3 clusters Score: Raw -837613.375247 + Penalty 4283.653130 = -833329.722117 nChanged 2 SP:Iteration 48Q (4248.810000 sec): 3 clusters Score: Raw -837614.017339 + Penalty 4283.653130 = -833330.364209 nChanged 1 SP:Iteration 49Q (4249.010000 sec): 3 clusters Score: Raw -837614.171534 + Penalty 4283.653130 = -833330.518404 nChanged 1 SP:Iteration 50Q (4249.250000 sec): 3 clusters Score: Raw -837614.329379 + Penalty 4283.653130 = -833330.676249 nChanged 0 SP:Iteration 51F (4249.470000 sec): 3 clusters Score: Raw -837614.329379 + Penalty 4283.653130 = -833330.676249 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 11 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.570000 sec): 2 clusters Score: Raw -124914.838921 + Penalty 1673.692368 = -123241.146553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.720000 sec): 3 clusters Score: Raw -124777.545309 + Penalty 3347.384736 = -121430.160574 nChanged 184 SP:Iteration 1F (4249.890000 sec): 3 clusters Score: Raw -124989.617269 + Penalty 3347.384736 = -121642.232534 nChanged 45 SP:Iteration 2F (4250.090000 sec): 3 clusters Score: Raw -125071.225512 + Penalty 3347.384736 = -121723.840777 nChanged 24 SP:Iteration 3Q (4250.210000 sec): 3 clusters Score: Raw -125119.797613 + Penalty 3347.384736 = -121772.412877 nChanged 17 SP:Iteration 4Q (4250.400000 sec): 3 clusters Score: Raw -125146.469700 + Penalty 3347.384736 = -121799.084964 nChanged 10 SP:Iteration 5Q (4250.530000 sec): 3 clusters Score: Raw -125158.872505 + Penalty 3347.384736 = -121811.487770 nChanged 10 SP:Iteration 6Q (4250.670000 sec): 3 clusters Score: Raw -125172.598828 + Penalty 3347.384736 = -121825.214093 nChanged 9 SP:Iteration 7Q (4250.920000 sec): 3 clusters Score: Raw -125184.290858 + Penalty 3347.384736 = -121836.906123 nChanged 5 SP:Iteration 8Q (4251.110000 sec): 3 clusters Score: Raw -125189.798254 + Penalty 3347.384736 = -121842.413518 nChanged 2 SP:Iteration 9Q (4251.270000 sec): 3 clusters Score: Raw -125191.055741 + Penalty 3347.384736 = -121843.671005 nChanged 1 SP:Iteration 10Q (4251.490000 sec): 3 clusters Score: Raw -125191.953518 + Penalty 3347.384736 = -121844.568783 nChanged 1 SP:Iteration 11Q (4251.680000 sec): 3 clusters Score: Raw -125193.127987 + Penalty 3347.384736 = -121845.743251 nChanged 1 SP:Iteration 12Q (4251.920000 sec): 3 clusters Score: Raw -125194.355865 + Penalty 3347.384736 = -121846.971130 nChanged 4 SP:Iteration 13Q (4252.080000 sec): 3 clusters Score: Raw -125200.369747 + Penalty 3347.384736 = -121852.985011 nChanged 2 SP:Iteration 14Q (4252.260000 sec): 3 clusters Score: Raw -125206.395337 + Penalty 3347.384736 = -121859.010601 nChanged 2 SP:Iteration 15Q (4252.490000 sec): 3 clusters Score: Raw -125209.146746 + Penalty 3347.384736 = -121861.762010 nChanged 4 SP:Iteration 16Q (4252.630000 sec): 3 clusters Score: Raw -125214.143428 + Penalty 3347.384736 = -121866.758692 nChanged 4 SP:Iteration 17Q (4252.840000 sec): 3 clusters Score: Raw -125217.768124 + Penalty 3347.384736 = -121870.383388 nChanged 4 SP:Iteration 18Q (4253.080000 sec): 3 clusters Score: Raw -125222.704205 + Penalty 3347.384736 = -121875.319469 nChanged 0 SP:Iteration 19F (4253.260000 sec): 3 clusters Score: Raw -125222.704205 + Penalty 3347.384736 = -121875.319469 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 12 (73892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4253.780000 sec): 2 clusters Score: Raw -11114879.446538 + Penalty 2780.169242 = -11112099.277296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4254.470000 sec): 3 clusters Score: Raw -11068412.118917 + Penalty 5560.338484 = -11062851.780433 nChanged 34532 SP:Iteration 1F (4255.120000 sec): 3 clusters Score: Raw -11087841.576315 + Penalty 5560.338484 = -11082281.237831 nChanged 2905 SP:Iteration 2Q (4255.730000 sec): 3 clusters Score: Raw -11088731.825605 + Penalty 5560.338484 = -11083171.487121 nChanged 3356 SP:Iteration 3Q (4256.270000 sec): 3 clusters Score: Raw -11090032.036742 + Penalty 5560.338484 = -11084471.698259 nChanged 4010 SP:Iteration 4F (4256.840000 sec): 3 clusters Score: Raw -11092095.862776 + Penalty 5560.338484 = -11086535.524292 nChanged 5051 SP:Iteration 5F (4257.390000 sec): 3 clusters Score: Raw -11095418.389030 + Penalty 5560.338484 = -11089858.050546 nChanged 5739 SP:Iteration 6F (4257.990000 sec): 3 clusters Score: Raw -11099759.418809 + Penalty 5560.338484 = -11094199.080325 nChanged 5905 SP:Iteration 7F (4258.570000 sec): 3 clusters Score: Raw -11104544.427636 + Penalty 5560.338484 = -11098984.089152 nChanged 4711 SP:Iteration 8F (4259.230000 sec): 3 clusters Score: Raw -11108412.438291 + Penalty 5560.338484 = -11102852.099807 nChanged 3336 SP:Iteration 9Q (4259.800000 sec): 3 clusters Score: Raw -11111309.982889 + Penalty 5560.338484 = -11105749.644405 nChanged 2156 SP:Iteration 10Q (4260.450000 sec): 3 clusters Score: Raw -11113477.605660 + Penalty 5560.338484 = -11107917.267176 nChanged 1194 SP:Iteration 11Q (4261.060000 sec): 3 clusters Score: Raw -11114900.843652 + Penalty 5560.338484 = -11109340.505168 nChanged 658 SP:Iteration 12Q (4261.600000 sec): 3 clusters Score: Raw -11115522.407444 + Penalty 5560.338484 = -11109962.068960 nChanged 399 SP:Iteration 13Q (4262.150000 sec): 3 clusters Score: Raw -11115791.446794 + Penalty 5560.338484 = -11110231.108310 nChanged 244 SP:Iteration 14Q (4262.650000 sec): 3 clusters Score: Raw -11115907.667676 + Penalty 5560.338484 = -11110347.329192 nChanged 151 SP:Iteration 15Q (4263.170000 sec): 3 clusters Score: Raw -11115960.224413 + Penalty 5560.338484 = -11110399.885929 nChanged 95 SP:Iteration 16Q (4263.690000 sec): 3 clusters Score: Raw -11115986.854353 + Penalty 5560.338484 = -11110426.515869 nChanged 70 SP:Iteration 17Q (4264.240000 sec): 3 clusters Score: Raw -11116000.862302 + Penalty 5560.338484 = -11110440.523818 nChanged 45 SP:Iteration 18Q (4264.810000 sec): 3 clusters Score: Raw -11116009.507806 + Penalty 5560.338484 = -11110449.169322 nChanged 27 SP:Iteration 19Q (4265.340000 sec): 3 clusters Score: Raw -11116013.375341 + Penalty 5560.338484 = -11110453.036857 nChanged 24 SP:Iteration 20F (4265.890000 sec): 3 clusters Score: Raw -11116017.175997 + Penalty 5560.338484 = -11110456.837513 nChanged 15 SP:Iteration 21Q (4266.410000 sec): 3 clusters Score: Raw -11116020.091858 + Penalty 5560.338484 = -11110459.753374 nChanged 18 SP:Iteration 22Q (4266.920000 sec): 3 clusters Score: Raw -11116023.101679 + Penalty 5560.338484 = -11110462.763195 nChanged 18 SP:Iteration 23Q (4267.540000 sec): 3 clusters Score: Raw -11116025.699804 + Penalty 5560.338484 = -11110465.361320 nChanged 13 SP:Iteration 24Q (4268.140000 sec): 3 clusters Score: Raw -11116027.020075 + Penalty 5560.338484 = -11110466.681591 nChanged 11 SP:Iteration 25Q (4268.710000 sec): 3 clusters Score: Raw -11116028.875952 + Penalty 5560.338484 = -11110468.537468 nChanged 15 SP:Iteration 26Q (4269.240000 sec): 3 clusters Score: Raw -11116031.205092 + Penalty 5560.338484 = -11110470.866608 nChanged 14 SP:Iteration 27Q (4269.790000 sec): 3 clusters Score: Raw -11116032.426371 + Penalty 5560.338484 = -11110472.087887 nChanged 9 SP:Iteration 28Q (4270.320000 sec): 3 clusters Score: Raw -11116033.825354 + Penalty 5560.338484 = -11110473.486870 nChanged 11 SP:Iteration 29Q (4270.860000 sec): 3 clusters Score: Raw -11116035.886709 + Penalty 5560.338484 = -11110475.548225 nChanged 10 SP:Iteration 30Q (4271.360000 sec): 3 clusters Score: Raw -11116037.593478 + Penalty 5560.338484 = -11110477.254994 nChanged 11 SP:Iteration 31Q (4271.880000 sec): 3 clusters Score: Raw -11116039.023379 + Penalty 5560.338484 = -11110478.684895 nChanged 6 SP:Iteration 32Q (4272.370000 sec): 3 clusters Score: Raw -11116039.610622 + Penalty 5560.338484 = -11110479.272138 nChanged 3 SP:Iteration 33Q (4272.860000 sec): 3 clusters Score: Raw -11116040.106895 + Penalty 5560.338484 = -11110479.768411 nChanged 3 SP:Iteration 34Q (4273.370000 sec): 3 clusters Score: Raw -11116040.597208 + Penalty 5560.338484 = -11110480.258724 nChanged 9 SP:Iteration 35Q (4273.880000 sec): 3 clusters Score: Raw -11116041.810152 + Penalty 5560.338484 = -11110481.471668 nChanged 6 SP:Iteration 36Q (4274.380000 sec): 3 clusters Score: Raw -11116042.712456 + Penalty 5560.338484 = -11110482.373972 nChanged 5 SP:Iteration 37Q (4274.910000 sec): 3 clusters Score: Raw -11116043.305649 + Penalty 5560.338484 = -11110482.967165 nChanged 1 SP:Iteration 38Q (4275.430000 sec): 3 clusters Score: Raw -11116043.431507 + Penalty 5560.338484 = -11110483.093023 nChanged 1 SP:Iteration 39Q (4276.020000 sec): 3 clusters Score: Raw -11116043.652545 + Penalty 5560.338484 = -11110483.314062 nChanged 3 SP:Iteration 40F (4276.560000 sec): 3 clusters Score: Raw -11116043.962682 + Penalty 5560.338484 = -11110483.624198 nChanged 4 SP:Iteration 41Q (4277.150000 sec): 3 clusters Score: Raw -11116044.144411 + Penalty 5560.338484 = -11110483.805927 nChanged 1 SP:Iteration 42Q (4277.700000 sec): 3 clusters Score: Raw -11116044.308800 + Penalty 5560.338484 = -11110483.970316 nChanged 0 SP:Iteration 43F (4278.300000 sec): 3 clusters Score: Raw -11116044.308800 + Penalty 5560.338484 = -11110483.970316 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 13 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.440000 sec): 2 clusters Score: Raw -14472.005476 + Penalty 1209.048936 = -13262.956540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.660000 sec): 3 clusters Score: Raw -14846.311548 + Penalty 2418.097872 = -12428.213676 nChanged 15 SP:Iteration 1F (4278.930000 sec): 3 clusters Score: Raw -14919.363281 + Penalty 2418.097872 = -12501.265408 nChanged 4 SP:Iteration 2Q (4279.060000 sec): 3 clusters Score: Raw -14937.416237 + Penalty 2418.097872 = -12519.318364 nChanged 2 SP:Iteration 3Q (4279.230000 sec): 3 clusters Score: Raw -14943.242489 + Penalty 2418.097872 = -12525.144617 nChanged 1 SP:Iteration 4Q (4279.480000 sec): 3 clusters Score: Raw -14946.607661 + Penalty 2418.097872 = -12528.509788 nChanged 0 SP:Iteration 5F (4279.610000 sec): 3 clusters Score: Raw -14946.607661 + Penalty 2418.097872 = -12528.509788 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 14 (16274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4279.810000 sec): 2 clusters Score: Raw -2457483.483609 + Penalty 2404.936357 = -2455078.547251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.030000 sec): 3 clusters Score: Raw -2448213.885718 + Penalty 4809.872715 = -2443404.013003 nChanged 7018 SP:Iteration 1F (4280.310000 sec): 3 clusters Score: Raw -2451968.644058 + Penalty 4809.872715 = -2447158.771343 nChanged 887 SP:Iteration 2F (4280.600000 sec): 3 clusters Score: Raw -2452324.499340 + Penalty 4809.872715 = -2447514.626625 nChanged 739 SP:Iteration 3Q (4280.870000 sec): 3 clusters Score: Raw -2452641.934117 + Penalty 4809.872715 = -2447832.061403 nChanged 688 SP:Iteration 4Q (4281.190000 sec): 3 clusters Score: Raw -2452966.065392 + Penalty 4809.872715 = -2448156.192677 nChanged 675 SP:Iteration 5Q (4281.490000 sec): 3 clusters Score: Raw -2453350.682716 + Penalty 4809.872715 = -2448540.810002 nChanged 708 SP:Iteration 6Q (4281.770000 sec): 3 clusters Score: Raw -2453798.049284 + Penalty 4809.872715 = -2448988.176570 nChanged 732 SP:Iteration 7Q (4282.100000 sec): 3 clusters Score: Raw -2454283.081903 + Penalty 4809.872715 = -2449473.209189 nChanged 712 SP:Iteration 8Q (4282.430000 sec): 3 clusters Score: Raw -2454752.299209 + Penalty 4809.872715 = -2449942.426495 nChanged 698 SP:Iteration 9Q (4282.740000 sec): 3 clusters Score: Raw -2455236.809085 + Penalty 4809.872715 = -2450426.936371 nChanged 650 SP:Iteration 10Q (4283.060000 sec): 3 clusters Score: Raw -2455704.206801 + Penalty 4809.872715 = -2450894.334086 nChanged 602 SP:Iteration 11Q (4283.390000 sec): 3 clusters Score: Raw -2456128.057917 + Penalty 4809.872715 = -2451318.185203 nChanged 507 SP:Iteration 12Q (4283.710000 sec): 3 clusters Score: Raw -2456488.712638 + Penalty 4809.872715 = -2451678.839924 nChanged 443 SP:Iteration 13Q (4284.010000 sec): 3 clusters Score: Raw -2456816.496384 + Penalty 4809.872715 = -2452006.623670 nChanged 361 SP:Iteration 14Q (4284.270000 sec): 3 clusters Score: Raw -2457056.312244 + Penalty 4809.872715 = -2452246.439530 nChanged 261 SP:Iteration 15Q (4284.550000 sec): 3 clusters Score: Raw -2457222.431736 + Penalty 4809.872715 = -2452412.559022 nChanged 202 SP:Iteration 16Q (4284.840000 sec): 3 clusters Score: Raw -2457353.960473 + Penalty 4809.872715 = -2452544.087758 nChanged 166 SP:Iteration 17Q (4285.120000 sec): 3 clusters Score: Raw -2457459.235469 + Penalty 4809.872715 = -2452649.362754 nChanged 143 SP:Iteration 18Q (4285.400000 sec): 3 clusters Score: Raw -2457549.134309 + Penalty 4809.872715 = -2452739.261595 nChanged 96 SP:Iteration 19Q (4285.710000 sec): 3 clusters Score: Raw -2457615.393595 + Penalty 4809.872715 = -2452805.520881 nChanged 77 SP:Iteration 20F (4286.030000 sec): 3 clusters Score: Raw -2457668.948746 + Penalty 4809.872715 = -2452859.076031 nChanged 58 SP:Iteration 21Q (4286.280000 sec): 3 clusters Score: Raw -2457708.731716 + Penalty 4809.872715 = -2452898.859002 nChanged 51 SP:Iteration 22Q (4286.590000 sec): 3 clusters Score: Raw -2457741.941397 + Penalty 4809.872715 = -2452932.068682 nChanged 40 SP:Iteration 23Q (4286.910000 sec): 3 clusters Score: Raw -2457770.051749 + Penalty 4809.872715 = -2452960.179034 nChanged 24 SP:Iteration 24Q (4287.220000 sec): 3 clusters Score: Raw -2457785.515213 + Penalty 4809.872715 = -2452975.642498 nChanged 19 SP:Iteration 25Q (4287.530000 sec): 3 clusters Score: Raw -2457797.122673 + Penalty 4809.872715 = -2452987.249959 nChanged 16 SP:Iteration 26Q (4287.810000 sec): 3 clusters Score: Raw -2457806.406170 + Penalty 4809.872715 = -2452996.533455 nChanged 18 SP:Iteration 27Q (4288.100000 sec): 3 clusters Score: Raw -2457818.869048 + Penalty 4809.872715 = -2453008.996334 nChanged 16 SP:Iteration 28Q (4288.370000 sec): 3 clusters Score: Raw -2457826.590192 + Penalty 4809.872715 = -2453016.717478 nChanged 10 SP:Iteration 29Q (4288.660000 sec): 3 clusters Score: Raw -2457832.766007 + Penalty 4809.872715 = -2453022.893293 nChanged 16 SP:Iteration 30Q (4288.970000 sec): 3 clusters Score: Raw -2457843.040714 + Penalty 4809.872715 = -2453033.167999 nChanged 16 SP:Iteration 31Q (4289.220000 sec): 3 clusters Score: Raw -2457855.403429 + Penalty 4809.872715 = -2453045.530714 nChanged 16 SP:Iteration 32Q (4289.490000 sec): 3 clusters Score: Raw -2457868.006839 + Penalty 4809.872715 = -2453058.134124 nChanged 14 SP:Iteration 33Q (4289.730000 sec): 3 clusters Score: Raw -2457877.157500 + Penalty 4809.872715 = -2453067.284785 nChanged 11 SP:Iteration 34Q (4290.030000 sec): 3 clusters Score: Raw -2457883.779662 + Penalty 4809.872715 = -2453073.906947 nChanged 14 SP:Iteration 35Q (4290.250000 sec): 3 clusters Score: Raw -2457893.644653 + Penalty 4809.872715 = -2453083.771938 nChanged 14 SP:Iteration 36Q (4290.530000 sec): 3 clusters Score: Raw -2457903.073518 + Penalty 4809.872715 = -2453093.200803 nChanged 9 SP:Iteration 37Q (4290.780000 sec): 3 clusters Score: Raw -2457910.660714 + Penalty 4809.872715 = -2453100.788000 nChanged 11 SP:Iteration 38Q (4291.030000 sec): 3 clusters Score: Raw -2457918.206132 + Penalty 4809.872715 = -2453108.333417 nChanged 13 SP:Iteration 39Q (4291.290000 sec): 3 clusters Score: Raw -2457927.141098 + Penalty 4809.872715 = -2453117.268384 nChanged 4 SP:Iteration 40F (4291.530000 sec): 3 clusters Score: Raw -2457929.298070 + Penalty 4809.872715 = -2453119.425355 nChanged 6 SP:Iteration 41Q (4291.750000 sec): 3 clusters Score: Raw -2457933.586911 + Penalty 4809.872715 = -2453123.714197 nChanged 7 SP:Iteration 42Q (4291.990000 sec): 3 clusters Score: Raw -2457937.745632 + Penalty 4809.872715 = -2453127.872917 nChanged 4 SP:Iteration 43Q (4292.320000 sec): 3 clusters Score: Raw -2457939.567751 + Penalty 4809.872715 = -2453129.695037 nChanged 2 SP:Iteration 44Q (4292.610000 sec): 3 clusters Score: Raw -2457941.175413 + Penalty 4809.872715 = -2453131.302699 nChanged 4 SP:Iteration 45Q (4292.900000 sec): 3 clusters Score: Raw -2457945.218189 + Penalty 4809.872715 = -2453135.345475 nChanged 3 SP:Iteration 46Q (4293.160000 sec): 3 clusters Score: Raw -2457947.047673 + Penalty 4809.872715 = -2453137.174959 nChanged 1 SP:Iteration 47Q (4293.490000 sec): 3 clusters Score: Raw -2457947.629298 + Penalty 4809.872715 = -2453137.756583 nChanged 0 SP:Iteration 48F (4293.770000 sec): 3 clusters Score: Raw -2457947.629298 + Penalty 4809.872715 = -2453137.756583 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 15 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4293.860000 sec): 2 clusters Score: Raw -231624.708064 + Penalty 1822.928011 = -229801.780054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.090000 sec): 3 clusters Score: Raw -231138.663575 + Penalty 3645.856021 = -227492.807554 nChanged 457 SP:Iteration 1F (4294.280000 sec): 3 clusters Score: Raw -231499.622492 + Penalty 3645.856021 = -227853.766470 nChanged 94 SP:Iteration 2F (4294.510000 sec): 3 clusters Score: Raw -231592.318635 + Penalty 3645.856021 = -227946.462614 nChanged 50 SP:Iteration 3Q (4294.650000 sec): 3 clusters Score: Raw -231633.943052 + Penalty 3645.856021 = -227988.087031 nChanged 24 SP:Iteration 4Q (4294.810000 sec): 3 clusters Score: Raw -231657.816983 + Penalty 3645.856021 = -228011.960962 nChanged 16 SP:Iteration 5Q (4294.970000 sec): 3 clusters Score: Raw -231670.877702 + Penalty 3645.856021 = -228025.021681 nChanged 9 SP:Iteration 6Q (4295.190000 sec): 3 clusters Score: Raw -231679.732666 + Penalty 3645.856021 = -228033.876645 nChanged 5 SP:Iteration 7Q (4295.350000 sec): 3 clusters Score: Raw -231686.622344 + Penalty 3645.856021 = -228040.766323 nChanged 16 SP:Iteration 8Q (4295.540000 sec): 3 clusters Score: Raw -231699.157411 + Penalty 3645.856021 = -228053.301390 nChanged 8 SP:Iteration 9Q (4295.710000 sec): 3 clusters Score: Raw -231704.163367 + Penalty 3645.856021 = -228058.307346 nChanged 4 SP:Iteration 10Q (4295.920000 sec): 3 clusters Score: Raw -231707.903552 + Penalty 3645.856021 = -228062.047531 nChanged 5 SP:Iteration 11Q (4296.140000 sec): 3 clusters Score: Raw -231711.401956 + Penalty 3645.856021 = -228065.545935 nChanged 2 SP:Iteration 12Q (4296.340000 sec): 3 clusters Score: Raw -231713.690851 + Penalty 3645.856021 = -228067.834829 nChanged 3 SP:Iteration 13Q (4296.540000 sec): 3 clusters Score: Raw -231719.074932 + Penalty 3645.856021 = -228073.218910 nChanged 3 SP:Iteration 14Q (4296.740000 sec): 3 clusters Score: Raw -231720.813782 + Penalty 3645.856021 = -228074.957761 nChanged 1 SP:Iteration 15Q (4296.990000 sec): 3 clusters Score: Raw -231721.711227 + Penalty 3645.856021 = -228075.855206 nChanged 1 SP:Iteration 16Q (4297.180000 sec): 3 clusters Score: Raw -231722.122050 + Penalty 3645.856021 = -228076.266028 nChanged 0 SP:Iteration 17F (4297.360000 sec): 3 clusters Score: Raw -231722.122050 + Penalty 3645.856021 = -228076.266028 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 16 (6294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4297.520000 sec): 2 clusters Score: Raw -911468.149183 + Penalty 2169.343315 = -909298.805868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4297.690000 sec): 3 clusters Score: Raw -908303.575205 + Penalty 4338.686631 = -903964.888575 nChanged 2483 SP:Iteration 1F (4297.920000 sec): 3 clusters Score: Raw -909724.231067 + Penalty 4338.686631 = -905385.544437 nChanged 407 SP:Iteration 2F (4298.140000 sec): 3 clusters Score: Raw -909927.903271 + Penalty 4338.686631 = -905589.216640 nChanged 287 SP:Iteration 3Q (4298.340000 sec): 3 clusters Score: Raw -910072.835454 + Penalty 4338.686631 = -905734.148823 nChanged 218 SP:Iteration 4Q (4298.590000 sec): 3 clusters Score: Raw -910178.796848 + Penalty 4338.686631 = -905840.110217 nChanged 186 SP:Iteration 5Q (4298.830000 sec): 3 clusters Score: Raw -910262.791326 + Penalty 4338.686631 = -905924.104696 nChanged 162 SP:Iteration 6Q (4299.060000 sec): 3 clusters Score: Raw -910326.938752 + Penalty 4338.686631 = -905988.252121 nChanged 146 SP:Iteration 7Q (4299.310000 sec): 3 clusters Score: Raw -910388.657644 + Penalty 4338.686631 = -906049.971013 nChanged 147 SP:Iteration 8Q (4299.540000 sec): 3 clusters Score: Raw -910452.547680 + Penalty 4338.686631 = -906113.861049 nChanged 160 SP:Iteration 9Q (4299.830000 sec): 3 clusters Score: Raw -910515.218411 + Penalty 4338.686631 = -906176.531781 nChanged 133 SP:Iteration 10Q (4300.060000 sec): 3 clusters Score: Raw -910568.510906 + Penalty 4338.686631 = -906229.824276 nChanged 136 SP:Iteration 11Q (4300.260000 sec): 3 clusters Score: Raw -910622.062894 + Penalty 4338.686631 = -906283.376263 nChanged 142 SP:Iteration 12Q (4300.540000 sec): 3 clusters Score: Raw -910686.242558 + Penalty 4338.686631 = -906347.555927 nChanged 161 SP:Iteration 13Q (4300.770000 sec): 3 clusters Score: Raw -910766.034495 + Penalty 4338.686631 = -906427.347864 nChanged 183 SP:Iteration 14Q (4301.030000 sec): 3 clusters Score: Raw -910870.764946 + Penalty 4338.686631 = -906532.078316 nChanged 221 SP:Iteration 15Q (4301.280000 sec): 3 clusters Score: Raw -911026.551662 + Penalty 4338.686631 = -906687.865031 nChanged 238 SP:Iteration 16Q (4301.480000 sec): 3 clusters Score: Raw -911214.075200 + Penalty 4338.686631 = -906875.388570 nChanged 246 SP:Iteration 17Q (4301.720000 sec): 3 clusters Score: Raw -911404.386889 + Penalty 4338.686631 = -907065.700258 nChanged 226 SP:Iteration 18Q (4301.920000 sec): 3 clusters Score: Raw -911590.391883 + Penalty 4338.686631 = -907251.705252 nChanged 188 SP:Iteration 19Q (4302.140000 sec): 3 clusters Score: Raw -911730.865496 + Penalty 4338.686631 = -907392.178866 nChanged 153 SP:Iteration 20F (4302.340000 sec): 3 clusters Score: Raw -911841.519944 + Penalty 4338.686631 = -907502.833314 nChanged 124 SP:Iteration 21Q (4302.580000 sec): 3 clusters Score: Raw -911934.349261 + Penalty 4338.686631 = -907595.662630 nChanged 89 SP:Iteration 22Q (4302.800000 sec): 3 clusters Score: Raw -911989.452997 + Penalty 4338.686631 = -907650.766366 nChanged 60 SP:Iteration 23Q (4303.010000 sec): 3 clusters Score: Raw -912029.972691 + Penalty 4338.686631 = -907691.286061 nChanged 56 SP:Iteration 24Q (4303.250000 sec): 3 clusters Score: Raw -912073.658492 + Penalty 4338.686631 = -907734.971861 nChanged 40 SP:Iteration 25Q (4303.500000 sec): 3 clusters Score: Raw -912106.227121 + Penalty 4338.686631 = -907767.540490 nChanged 44 SP:Iteration 26Q (4303.730000 sec): 3 clusters Score: Raw -912142.687779 + Penalty 4338.686631 = -907804.001149 nChanged 44 SP:Iteration 27Q (4303.970000 sec): 3 clusters Score: Raw -912170.258196 + Penalty 4338.686631 = -907831.571565 nChanged 30 SP:Iteration 28Q (4304.200000 sec): 3 clusters Score: Raw -912191.986279 + Penalty 4338.686631 = -907853.299648 nChanged 26 SP:Iteration 29Q (4304.370000 sec): 3 clusters Score: Raw -912207.768573 + Penalty 4338.686631 = -907869.081943 nChanged 27 SP:Iteration 30Q (4304.540000 sec): 3 clusters Score: Raw -912226.206139 + Penalty 4338.686631 = -907887.519508 nChanged 27 SP:Iteration 31Q (4304.780000 sec): 3 clusters Score: Raw -912246.522303 + Penalty 4338.686631 = -907907.835673 nChanged 26 SP:Iteration 32Q (4304.900000 sec): 3 clusters Score: Raw -912264.859580 + Penalty 4338.686631 = -907926.172949 nChanged 14 SP:Iteration 33Q (4305.150000 sec): 3 clusters Score: Raw -912276.873589 + Penalty 4338.686631 = -907938.186959 nChanged 21 SP:Iteration 34Q (4305.380000 sec): 3 clusters Score: Raw -912287.915622 + Penalty 4338.686631 = -907949.228991 nChanged 13 SP:Iteration 35Q (4305.670000 sec): 3 clusters Score: Raw -912292.713592 + Penalty 4338.686631 = -907954.026961 nChanged 5 SP:Iteration 36Q (4305.890000 sec): 3 clusters Score: Raw -912295.355278 + Penalty 4338.686631 = -907956.668647 nChanged 5 SP:Iteration 37Q (4306.140000 sec): 3 clusters Score: Raw -912298.508826 + Penalty 4338.686631 = -907959.822195 nChanged 3 SP:Iteration 38Q (4306.440000 sec): 3 clusters Score: Raw -912300.609201 + Penalty 4338.686631 = -907961.922570 nChanged 7 SP:Iteration 39Q (4306.640000 sec): 3 clusters Score: Raw -912303.478055 + Penalty 4338.686631 = -907964.791424 nChanged 7 SP:Iteration 40F (4306.880000 sec): 3 clusters Score: Raw -912306.364603 + Penalty 4338.686631 = -907967.677972 nChanged 7 SP:Iteration 41Q (4307.140000 sec): 3 clusters Score: Raw -912309.908713 + Penalty 4338.686631 = -907971.222083 nChanged 4 SP:Iteration 42Q (4307.370000 sec): 3 clusters Score: Raw -912311.688602 + Penalty 4338.686631 = -907973.001972 nChanged 4 SP:Iteration 43Q (4307.650000 sec): 3 clusters Score: Raw -912313.898130 + Penalty 4338.686631 = -907975.211499 nChanged 3 SP:Iteration 44Q (4307.930000 sec): 3 clusters Score: Raw -912314.796650 + Penalty 4338.686631 = -907976.110019 nChanged 3 SP:Iteration 45Q (4308.150000 sec): 3 clusters Score: Raw -912315.914419 + Penalty 4338.686631 = -907977.227788 nChanged 2 SP:Iteration 46Q (4308.390000 sec): 3 clusters Score: Raw -912316.991204 + Penalty 4338.686631 = -907978.304574 nChanged 0 SP:Iteration 47F (4308.600000 sec): 3 clusters Score: Raw -912316.991204 + Penalty 4338.686631 = -907978.304574 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 17 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4308.710000 sec): 2 clusters Score: Raw -166771.877909 + Penalty 1741.450153 = -165030.427756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4308.850000 sec): 3 clusters Score: Raw -166450.599738 + Penalty 3482.900306 = -162967.699432 nChanged 289 SP:Iteration 1F (4309.040000 sec): 3 clusters Score: Raw -166754.265239 + Penalty 3482.900306 = -163271.364933 nChanged 85 SP:Iteration 2F (4309.230000 sec): 3 clusters Score: Raw -166854.432416 + Penalty 3482.900306 = -163371.532110 nChanged 40 SP:Iteration 3Q (4309.390000 sec): 3 clusters Score: Raw -166899.291679 + Penalty 3482.900306 = -163416.391373 nChanged 21 SP:Iteration 4Q (4309.560000 sec): 3 clusters Score: Raw -166918.109977 + Penalty 3482.900306 = -163435.209671 nChanged 8 SP:Iteration 5Q (4309.750000 sec): 3 clusters Score: Raw -166926.407528 + Penalty 3482.900306 = -163443.507222 nChanged 6 SP:Iteration 6Q (4309.940000 sec): 3 clusters Score: Raw -166932.482318 + Penalty 3482.900306 = -163449.582013 nChanged 4 SP:Iteration 7Q (4310.130000 sec): 3 clusters Score: Raw -166937.504705 + Penalty 3482.900306 = -163454.604399 nChanged 3 SP:Iteration 8Q (4310.260000 sec): 3 clusters Score: Raw -166940.315082 + Penalty 3482.900306 = -163457.414776 nChanged 0 SP:Iteration 9F (4310.440000 sec): 3 clusters Score: Raw -166940.315082 + Penalty 3482.900306 = -163457.414776 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 18 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4310.540000 sec): 2 clusters Score: Raw -56771.196691 + Penalty 1501.500958 = -55269.695734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4310.710000 sec): 3 clusters Score: Raw -56839.562965 + Penalty 3003.001916 = -53836.561049 nChanged 70 SP:Iteration 1F (4310.910000 sec): 3 clusters Score: Raw -57026.927783 + Penalty 3003.001916 = -54023.925867 nChanged 20 SP:Iteration 2Q (4311.030000 sec): 3 clusters Score: Raw -57092.037280 + Penalty 3003.001916 = -54089.035364 nChanged 11 SP:Iteration 3Q (4311.200000 sec): 3 clusters Score: Raw -57131.123001 + Penalty 3003.001916 = -54128.121085 nChanged 3 SP:Iteration 4Q (4311.390000 sec): 3 clusters Score: Raw -57141.842989 + Penalty 3003.001916 = -54138.841073 nChanged 2 SP:Iteration 5Q (4311.540000 sec): 3 clusters Score: Raw -57147.572855 + Penalty 3003.001916 = -54144.570940 nChanged 1 SP:Iteration 6Q (4311.720000 sec): 3 clusters Score: Raw -57150.226280 + Penalty 3003.001916 = -54147.224364 nChanged 1 SP:Iteration 7Q (4311.850000 sec): 3 clusters Score: Raw -57153.060015 + Penalty 3003.001916 = -54150.058099 nChanged 0 SP:Iteration 8F (4312.030000 sec): 3 clusters Score: Raw -57153.060015 + Penalty 3003.001916 = -54150.058099 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 19 (61716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4312.480000 sec): 2 clusters Score: Raw -9067194.391428 + Penalty 2735.514027 = -9064458.877401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4313.000000 sec): 3 clusters Score: Raw -9028453.709164 + Penalty 5471.028054 = -9022982.681110 nChanged 28746 SP:Iteration 1F (4313.510000 sec): 3 clusters Score: Raw -9044546.981420 + Penalty 5471.028054 = -9039075.953366 nChanged 2493 SP:Iteration 2Q (4314.110000 sec): 3 clusters Score: Raw -9045283.980196 + Penalty 5471.028054 = -9039812.952142 nChanged 2525 SP:Iteration 3Q (4314.650000 sec): 3 clusters Score: Raw -9046156.296938 + Penalty 5471.028054 = -9040685.268884 nChanged 2696 SP:Iteration 4Q (4315.200000 sec): 3 clusters Score: Raw -9047240.889063 + Penalty 5471.028054 = -9041769.861009 nChanged 2938 SP:Iteration 5Q (4315.740000 sec): 3 clusters Score: Raw -9048554.683281 + Penalty 5471.028054 = -9043083.655227 nChanged 3139 SP:Iteration 6F (4316.320000 sec): 3 clusters Score: Raw -9050201.625328 + Penalty 5471.028054 = -9044730.597274 nChanged 3507 SP:Iteration 7F (4316.910000 sec): 3 clusters Score: Raw -9052225.380732 + Penalty 5471.028054 = -9046754.352678 nChanged 3710 SP:Iteration 8F (4317.450000 sec): 3 clusters Score: Raw -9054482.562102 + Penalty 5471.028054 = -9049011.534048 nChanged 3562 SP:Iteration 9F (4317.990000 sec): 3 clusters Score: Raw -9056902.893493 + Penalty 5471.028054 = -9051431.865439 nChanged 3327 SP:Iteration 10F (4318.540000 sec): 3 clusters Score: Raw -9059625.672535 + Penalty 5471.028054 = -9054154.644482 nChanged 2760 SP:Iteration 11Q (4319.120000 sec): 3 clusters Score: Raw -9062139.409591 + Penalty 5471.028054 = -9056668.381538 nChanged 2022 SP:Iteration 12Q (4319.670000 sec): 3 clusters Score: Raw -9063775.756454 + Penalty 5471.028054 = -9058304.728400 nChanged 1481 SP:Iteration 13Q (4320.190000 sec): 3 clusters Score: Raw -9064770.647785 + Penalty 5471.028054 = -9059299.619731 nChanged 1118 SP:Iteration 14Q (4320.740000 sec): 3 clusters Score: Raw -9065469.305090 + Penalty 5471.028054 = -9059998.277037 nChanged 957 SP:Iteration 15Q (4321.300000 sec): 3 clusters Score: Raw -9066049.068739 + Penalty 5471.028054 = -9060578.040685 nChanged 757 SP:Iteration 16Q (4321.780000 sec): 3 clusters Score: Raw -9066503.557334 + Penalty 5471.028054 = -9061032.529280 nChanged 638 SP:Iteration 17Q (4322.270000 sec): 3 clusters Score: Raw -9066882.524599 + Penalty 5471.028054 = -9061411.496545 nChanged 550 SP:Iteration 18Q (4322.800000 sec): 3 clusters Score: Raw -9067160.654395 + Penalty 5471.028054 = -9061689.626341 nChanged 412 SP:Iteration 19Q (4323.300000 sec): 3 clusters Score: Raw -9067348.164345 + Penalty 5471.028054 = -9061877.136292 nChanged 334 SP:Iteration 20F (4323.810000 sec): 3 clusters Score: Raw -9067485.767123 + Penalty 5471.028054 = -9062014.739070 nChanged 279 SP:Iteration 21Q (4324.370000 sec): 3 clusters Score: Raw -9067595.024027 + Penalty 5471.028054 = -9062123.995973 nChanged 229 SP:Iteration 22Q (4324.910000 sec): 3 clusters Score: Raw -9067684.374051 + Penalty 5471.028054 = -9062213.345997 nChanged 201 SP:Iteration 23Q (4325.420000 sec): 3 clusters Score: Raw -9067755.789756 + Penalty 5471.028054 = -9062284.761702 nChanged 160 SP:Iteration 24Q (4325.960000 sec): 3 clusters Score: Raw -9067811.997377 + Penalty 5471.028054 = -9062340.969323 nChanged 146 SP:Iteration 25Q (4326.460000 sec): 3 clusters Score: Raw -9067856.973098 + Penalty 5471.028054 = -9062385.945044 nChanged 117 SP:Iteration 26Q (4326.920000 sec): 3 clusters Score: Raw -9067889.735869 + Penalty 5471.028054 = -9062418.707815 nChanged 108 SP:Iteration 27Q (4327.370000 sec): 3 clusters Score: Raw -9067919.541056 + Penalty 5471.028054 = -9062448.513003 nChanged 90 SP:Iteration 28Q (4327.880000 sec): 3 clusters Score: Raw -9067944.584831 + Penalty 5471.028054 = -9062473.556777 nChanged 84 SP:Iteration 29Q (4328.350000 sec): 3 clusters Score: Raw -9067971.180621 + Penalty 5471.028054 = -9062500.152567 nChanged 85 SP:Iteration 30Q (4328.810000 sec): 3 clusters Score: Raw -9068000.718896 + Penalty 5471.028054 = -9062529.690842 nChanged 77 SP:Iteration 31Q (4329.320000 sec): 3 clusters Score: Raw -9068024.063281 + Penalty 5471.028054 = -9062553.035227 nChanged 62 SP:Iteration 32Q (4329.860000 sec): 3 clusters Score: Raw -9068042.782304 + Penalty 5471.028054 = -9062571.754250 nChanged 42 SP:Iteration 33Q (4330.330000 sec): 3 clusters Score: Raw -9068052.489852 + Penalty 5471.028054 = -9062581.461798 nChanged 30 SP:Iteration 34Q (4330.840000 sec): 3 clusters Score: Raw -9068060.168070 + Penalty 5471.028054 = -9062589.140016 nChanged 35 SP:Iteration 35Q (4331.320000 sec): 3 clusters Score: Raw -9068071.538578 + Penalty 5471.028054 = -9062600.510524 nChanged 40 SP:Iteration 36Q (4331.810000 sec): 3 clusters Score: Raw -9068081.833611 + Penalty 5471.028054 = -9062610.805557 nChanged 26 SP:Iteration 37Q (4332.320000 sec): 3 clusters Score: Raw -9068087.483016 + Penalty 5471.028054 = -9062616.454962 nChanged 22 SP:Iteration 38Q (4332.900000 sec): 3 clusters Score: Raw -9068091.749398 + Penalty 5471.028054 = -9062620.721345 nChanged 19 SP:Iteration 39Q (4333.430000 sec): 3 clusters Score: Raw -9068095.513080 + Penalty 5471.028054 = -9062624.485026 nChanged 9 SP:Iteration 40F (4333.980000 sec): 3 clusters Score: Raw -9068097.685065 + Penalty 5471.028054 = -9062626.657012 nChanged 11 SP:Iteration 41Q (4334.500000 sec): 3 clusters Score: Raw -9068099.405447 + Penalty 5471.028054 = -9062628.377394 nChanged 8 SP:Iteration 42Q (4334.960000 sec): 3 clusters Score: Raw -9068100.664604 + Penalty 5471.028054 = -9062629.636550 nChanged 5 SP:Iteration 43Q (4335.510000 sec): 3 clusters Score: Raw -9068101.581599 + Penalty 5471.028054 = -9062630.553546 nChanged 9 SP:Iteration 44Q (4336.030000 sec): 3 clusters Score: Raw -9068102.853995 + Penalty 5471.028054 = -9062631.825941 nChanged 7 SP:Iteration 45Q (4336.520000 sec): 3 clusters Score: Raw -9068103.999878 + Penalty 5471.028054 = -9062632.971824 nChanged 8 SP:Iteration 46Q (4337.010000 sec): 3 clusters Score: Raw -9068105.559492 + Penalty 5471.028054 = -9062634.531438 nChanged 6 SP:Iteration 47Q (4337.540000 sec): 3 clusters Score: Raw -9068106.556569 + Penalty 5471.028054 = -9062635.528515 nChanged 3 SP:Iteration 48Q (4337.960000 sec): 3 clusters Score: Raw -9068107.029970 + Penalty 5471.028054 = -9062636.001917 nChanged 3 SP:Iteration 49Q (4338.490000 sec): 3 clusters Score: Raw -9068107.459562 + Penalty 5471.028054 = -9062636.431508 nChanged 6 SP:Iteration 50Q (4338.950000 sec): 3 clusters Score: Raw -9068108.263018 + Penalty 5471.028054 = -9062637.234964 nChanged 3 SP:Iteration 51Q (4339.410000 sec): 3 clusters Score: Raw -9068108.688840 + Penalty 5471.028054 = -9062637.660786 nChanged 6 SP:Iteration 52Q (4339.890000 sec): 3 clusters Score: Raw -9068109.599642 + Penalty 5471.028054 = -9062638.571588 nChanged 7 SP:Iteration 53Q (4340.420000 sec): 3 clusters Score: Raw -9068110.509310 + Penalty 5471.028054 = -9062639.481256 nChanged 0 SP:Iteration 54F (4340.920000 sec): 3 clusters Score: Raw -9068110.509310 + Penalty 5471.028054 = -9062639.481256 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4341.070000 sec): 2 clusters Score: Raw -77678.014434 + Penalty 1572.409107 = -76105.605327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4341.260000 sec): 3 clusters Score: Raw -77741.581271 + Penalty 3144.818215 = -74596.763057 nChanged 113 SP:Iteration 1F (4341.380000 sec): 3 clusters Score: Raw -77960.185072 + Penalty 3144.818215 = -74815.366858 nChanged 31 SP:Iteration 2F (4341.580000 sec): 3 clusters Score: Raw -78017.981127 + Penalty 3144.818215 = -74873.162913 nChanged 14 SP:Iteration 3Q (4341.780000 sec): 3 clusters Score: Raw -78041.229820 + Penalty 3144.818215 = -74896.411605 nChanged 4 SP:Iteration 4Q (4341.940000 sec): 3 clusters Score: Raw -78051.402506 + Penalty 3144.818215 = -74906.584291 nChanged 3 SP:Iteration 5Q (4342.060000 sec): 3 clusters Score: Raw -78058.517378 + Penalty 3144.818215 = -74913.699164 nChanged 4 SP:Iteration 6Q (4342.290000 sec): 3 clusters Score: Raw -78066.413145 + Penalty 3144.818215 = -74921.594930 nChanged 4 SP:Iteration 7Q (4342.440000 sec): 3 clusters Score: Raw -78074.927213 + Penalty 3144.818215 = -74930.108998 nChanged 2 SP:Iteration 8Q (4342.720000 sec): 3 clusters Score: Raw -78077.996096 + Penalty 3144.818215 = -74933.177881 nChanged 3 SP:Iteration 9Q (4342.910000 sec): 3 clusters Score: Raw -78084.719245 + Penalty 3144.818215 = -74939.901031 nChanged 0 SP:Iteration 10F (4343.150000 sec): 3 clusters Score: Raw -78084.719245 + Penalty 3144.818215 = -74939.901031 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 21 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4343.290000 sec): 2 clusters Score: Raw -147235.561915 + Penalty 1722.611470 = -145512.950445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4343.480000 sec): 3 clusters Score: Raw -146997.115484 + Penalty 3445.222940 = -143551.892544 nChanged 238 SP:Iteration 1F (4343.660000 sec): 3 clusters Score: Raw -147274.377294 + Penalty 3445.222940 = -143829.154354 nChanged 67 SP:Iteration 2F (4343.890000 sec): 3 clusters Score: Raw -147379.977984 + Penalty 3445.222940 = -143934.755045 nChanged 37 SP:Iteration 3Q (4344.090000 sec): 3 clusters Score: Raw -147447.926157 + Penalty 3445.222940 = -144002.703217 nChanged 31 SP:Iteration 4Q (4344.280000 sec): 3 clusters Score: Raw -147500.284644 + Penalty 3445.222940 = -144055.061705 nChanged 26 SP:Iteration 5Q (4344.480000 sec): 3 clusters Score: Raw -147550.355101 + Penalty 3445.222940 = -144105.132161 nChanged 24 SP:Iteration 6Q (4344.690000 sec): 3 clusters Score: Raw -147596.144271 + Penalty 3445.222940 = -144150.921331 nChanged 22 SP:Iteration 7Q (4344.900000 sec): 3 clusters Score: Raw -147641.027087 + Penalty 3445.222940 = -144195.804148 nChanged 11 SP:Iteration 8Q (4345.080000 sec): 3 clusters Score: Raw -147656.655503 + Penalty 3445.222940 = -144211.432563 nChanged 7 SP:Iteration 9Q (4345.300000 sec): 3 clusters Score: Raw -147669.518837 + Penalty 3445.222940 = -144224.295897 nChanged 8 SP:Iteration 10Q (4345.460000 sec): 3 clusters Score: Raw -147680.925780 + Penalty 3445.222940 = -144235.702841 nChanged 10 SP:Iteration 11Q (4345.670000 sec): 3 clusters Score: Raw -147699.240589 + Penalty 3445.222940 = -144254.017649 nChanged 10 SP:Iteration 12Q (4345.900000 sec): 3 clusters Score: Raw -147715.792157 + Penalty 3445.222940 = -144270.569217 nChanged 10 SP:Iteration 13Q (4346.100000 sec): 3 clusters Score: Raw -147736.542639 + Penalty 3445.222940 = -144291.319699 nChanged 12 SP:Iteration 14Q (4346.300000 sec): 3 clusters Score: Raw -147756.177901 + Penalty 3445.222940 = -144310.954961 nChanged 12 SP:Iteration 15Q (4346.550000 sec): 3 clusters Score: Raw -147779.870618 + Penalty 3445.222940 = -144334.647679 nChanged 14 SP:Iteration 16Q (4346.780000 sec): 3 clusters Score: Raw -147804.006546 + Penalty 3445.222940 = -144358.783606 nChanged 8 SP:Iteration 17Q (4346.970000 sec): 3 clusters Score: Raw -147817.710627 + Penalty 3445.222940 = -144372.487687 nChanged 14 SP:Iteration 18Q (4347.190000 sec): 3 clusters Score: Raw -147836.576061 + Penalty 3445.222940 = -144391.353121 nChanged 8 SP:Iteration 19Q (4347.410000 sec): 3 clusters Score: Raw -147849.293809 + Penalty 3445.222940 = -144404.070869 nChanged 4 SP:Iteration 20F (4347.580000 sec): 3 clusters Score: Raw -147857.366825 + Penalty 3445.222940 = -144412.143886 nChanged 3 SP:Iteration 21Q (4347.730000 sec): 3 clusters Score: Raw -147861.835685 + Penalty 3445.222940 = -144416.612745 nChanged 5 SP:Iteration 22Q (4347.970000 sec): 3 clusters Score: Raw -147869.346407 + Penalty 3445.222940 = -144424.123467 nChanged 4 SP:Iteration 23Q (4348.170000 sec): 3 clusters Score: Raw -147874.508410 + Penalty 3445.222940 = -144429.285471 nChanged 3 SP:Iteration 24Q (4348.380000 sec): 3 clusters Score: Raw -147878.528725 + Penalty 3445.222940 = -144433.305785 nChanged 6 SP:Iteration 25Q (4348.570000 sec): 3 clusters Score: Raw -147887.958930 + Penalty 3445.222940 = -144442.735990 nChanged 5 SP:Iteration 26Q (4348.780000 sec): 3 clusters Score: Raw -147893.917504 + Penalty 3445.222940 = -144448.694564 nChanged 2 SP:Iteration 27Q (4348.980000 sec): 3 clusters Score: Raw -147898.194881 + Penalty 3445.222940 = -144452.971942 nChanged 3 SP:Iteration 28Q (4349.210000 sec): 3 clusters Score: Raw -147905.666459 + Penalty 3445.222940 = -144460.443519 nChanged 3 SP:Iteration 29Q (4349.430000 sec): 3 clusters Score: Raw -147912.358276 + Penalty 3445.222940 = -144467.135337 nChanged 7 SP:Iteration 30Q (4349.580000 sec): 3 clusters Score: Raw -147933.679102 + Penalty 3445.222940 = -144488.456163 nChanged 10 SP:Iteration 31Q (4349.730000 sec): 3 clusters Score: Raw -147960.936981 + Penalty 3445.222940 = -144515.714041 nChanged 16 SP:Iteration 32Q (4349.910000 sec): 3 clusters Score: Raw -148002.839075 + Penalty 3445.222940 = -144557.616135 nChanged 17 SP:Iteration 33Q (4350.070000 sec): 3 clusters Score: Raw -148036.217343 + Penalty 3445.222940 = -144590.994404 nChanged 13 SP:Iteration 34Q (4350.220000 sec): 3 clusters Score: Raw -148071.751756 + Penalty 3445.222940 = -144626.528816 nChanged 12 SP:Iteration 35Q (4350.370000 sec): 3 clusters Score: Raw -148100.286851 + Penalty 3445.222940 = -144655.063912 nChanged 7 SP:Iteration 36Q (4350.550000 sec): 3 clusters Score: Raw -148109.993074 + Penalty 3445.222940 = -144664.770135 nChanged 2 SP:Iteration 37Q (4350.720000 sec): 3 clusters Score: Raw -148112.201929 + Penalty 3445.222940 = -144666.978989 nChanged 1 SP:Iteration 38Q (4350.910000 sec): 3 clusters Score: Raw -148115.022152 + Penalty 3445.222940 = -144669.799212 nChanged 2 SP:Iteration 39Q (4351.100000 sec): 3 clusters Score: Raw -148120.021009 + Penalty 3445.222940 = -144674.798069 nChanged 2 SP:Iteration 40F (4351.250000 sec): 3 clusters Score: Raw -148124.689422 + Penalty 3445.222940 = -144679.466483 nChanged 2 SP:Iteration 41Q (4351.430000 sec): 3 clusters Score: Raw -148127.756687 + Penalty 3445.222940 = -144682.533747 nChanged 0 SP:Iteration 42F (4351.580000 sec): 3 clusters Score: Raw -148127.756687 + Penalty 3445.222940 = -144682.533747 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4351.680000 sec): 2 clusters Score: Raw -24183.589616 + Penalty 1299.953260 = -22883.636356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.830000 sec): 3 clusters Score: Raw -24492.173886 + Penalty 2599.906519 = -21892.267367 nChanged 11 SP:Iteration 1F (4352.050000 sec): 3 clusters Score: Raw -24535.713554 + Penalty 2599.906519 = -21935.807034 nChanged 4 SP:Iteration 2Q (4352.200000 sec): 3 clusters Score: Raw -24567.652078 + Penalty 2599.906519 = -21967.745559 nChanged 3 SP:Iteration 3Q (4352.390000 sec): 3 clusters Score: Raw -24579.096387 + Penalty 2599.906519 = -21979.189867 nChanged 1 SP:Iteration 4Q (4352.570000 sec): 3 clusters Score: Raw -24580.345848 + Penalty 2599.906519 = -21980.439328 nChanged 2 SP:Iteration 5Q (4352.800000 sec): 3 clusters Score: Raw -24587.056804 + Penalty 2599.906519 = -21987.150285 nChanged 0 SP:Iteration 6F (4352.980000 sec): 3 clusters Score: Raw -24587.056804 + Penalty 2599.906519 = -21987.150285 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 23 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4353.090000 sec): 2 clusters Score: Raw -25243.855791 + Penalty 1305.147167 = -23938.708624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4353.330000 sec): 3 clusters Score: Raw -25460.494682 + Penalty 2610.294334 = -22850.200348 nChanged 14 SP:Iteration 1F (4353.510000 sec): 3 clusters Score: Raw -25507.362852 + Penalty 2610.294334 = -22897.068518 nChanged 4 SP:Iteration 2Q (4353.720000 sec): 3 clusters Score: Raw -25526.887580 + Penalty 2610.294334 = -22916.593246 nChanged 0 SP:Iteration 3F (4353.900000 sec): 3 clusters Score: Raw -25526.887580 + Penalty 2610.294334 = -22916.593246 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 24 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.010000 sec): 2 clusters Score: Raw -130489.518135 + Penalty 1699.618175 = -128789.899960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.200000 sec): 3 clusters Score: Raw -130299.311648 + Penalty 3399.236350 = -126900.075298 nChanged 255 SP:Iteration 1F (4354.360000 sec): 3 clusters Score: Raw -130689.521981 + Penalty 3399.236350 = -127290.285631 nChanged 75 SP:Iteration 2F (4354.490000 sec): 3 clusters Score: Raw -130896.533143 + Penalty 3399.236350 = -127497.296793 nChanged 49 SP:Iteration 3F (4354.690000 sec): 3 clusters Score: Raw -131031.752622 + Penalty 3399.236350 = -127632.516272 nChanged 49 SP:Iteration 4F (4354.920000 sec): 3 clusters Score: Raw -131147.800961 + Penalty 3399.236350 = -127748.564610 nChanged 46 SP:Iteration 5Q (4355.110000 sec): 3 clusters Score: Raw -131296.209800 + Penalty 3399.236350 = -127896.973450 nChanged 38 SP:Iteration 6Q (4355.290000 sec): 3 clusters Score: Raw -131433.732451 + Penalty 3399.236350 = -128034.496100 nChanged 32 SP:Iteration 7Q (4355.430000 sec): 3 clusters Score: Raw -131576.345288 + Penalty 3399.236350 = -128177.108938 nChanged 33 SP:Iteration 8Q (4355.650000 sec): 3 clusters Score: Raw -131698.013351 + Penalty 3399.236350 = -128298.777000 nChanged 23 SP:Iteration 9Q (4355.840000 sec): 3 clusters Score: Raw -131769.315053 + Penalty 3399.236350 = -128370.078703 nChanged 20 SP:Iteration 10Q (4356.040000 sec): 3 clusters Score: Raw -131836.545044 + Penalty 3399.236350 = -128437.308694 nChanged 19 SP:Iteration 11Q (4356.220000 sec): 3 clusters Score: Raw -131906.698157 + Penalty 3399.236350 = -128507.461806 nChanged 15 SP:Iteration 12Q (4356.320000 sec): 3 clusters Score: Raw -131985.328092 + Penalty 3399.236350 = -128586.091741 nChanged 17 SP:Iteration 13Q (4356.490000 sec): 3 clusters Score: Raw -132055.946124 + Penalty 3399.236350 = -128656.709774 nChanged 10 SP:Iteration 14Q (4356.610000 sec): 3 clusters Score: Raw -132103.355845 + Penalty 3399.236350 = -128704.119494 nChanged 5 SP:Iteration 15Q (4356.760000 sec): 3 clusters Score: Raw -132119.482188 + Penalty 3399.236350 = -128720.245838 nChanged 3 SP:Iteration 16Q (4356.980000 sec): 3 clusters Score: Raw -132128.719453 + Penalty 3399.236350 = -128729.483103 nChanged 1 SP:Iteration 17Q (4357.200000 sec): 3 clusters Score: Raw -132136.556565 + Penalty 3399.236350 = -128737.320214 nChanged 0 SP:Iteration 18F (4357.430000 sec): 3 clusters Score: Raw -132136.556565 + Penalty 3399.236350 = -128737.320214 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 25 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4357.530000 sec): 2 clusters Score: Raw -22299.090535 + Penalty 1293.304068 = -21005.786467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4357.730000 sec): 3 clusters Score: Raw -22523.002714 + Penalty 2586.608136 = -19936.394579 nChanged 8 SP:Iteration 1Q (4357.890000 sec): 3 clusters Score: Raw -22565.868797 + Penalty 2586.608136 = -19979.260662 nChanged 1 SP:Iteration 2Q (4358.100000 sec): 3 clusters Score: Raw -22572.219264 + Penalty 2586.608136 = -19985.611128 nChanged 1 SP:Iteration 3Q (4358.290000 sec): 3 clusters Score: Raw -22576.543915 + Penalty 2586.608136 = -19989.935780 nChanged 0 SP:Iteration 4F (4358.490000 sec): 3 clusters Score: Raw -22576.543915 + Penalty 2586.608136 = -19989.935780 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 26 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4358.580000 sec): 2 clusters Score: Raw -128103.138493 + Penalty 1686.165854 = -126416.972639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4358.760000 sec): 3 clusters Score: Raw -127948.280775 + Penalty 3372.331708 = -124575.949068 nChanged 210 SP:Iteration 1F (4358.940000 sec): 3 clusters Score: Raw -128216.585350 + Penalty 3372.331708 = -124844.253643 nChanged 47 SP:Iteration 2F (4359.170000 sec): 3 clusters Score: Raw -128277.862711 + Penalty 3372.331708 = -124905.531003 nChanged 26 SP:Iteration 3Q (4359.380000 sec): 3 clusters Score: Raw -128321.190702 + Penalty 3372.331708 = -124948.858995 nChanged 17 SP:Iteration 4Q (4359.580000 sec): 3 clusters Score: Raw -128357.871860 + Penalty 3372.331708 = -124985.540152 nChanged 15 SP:Iteration 5Q (4359.770000 sec): 3 clusters Score: Raw -128382.799962 + Penalty 3372.331708 = -125010.468255 nChanged 16 SP:Iteration 6Q (4360.020000 sec): 3 clusters Score: Raw -128406.964418 + Penalty 3372.331708 = -125034.632710 nChanged 12 SP:Iteration 7Q (4360.180000 sec): 3 clusters Score: Raw -128428.545214 + Penalty 3372.331708 = -125056.213507 nChanged 9 SP:Iteration 8Q (4360.430000 sec): 3 clusters Score: Raw -128440.304158 + Penalty 3372.331708 = -125067.972451 nChanged 8 SP:Iteration 9Q (4360.640000 sec): 3 clusters Score: Raw -128454.802645 + Penalty 3372.331708 = -125082.470938 nChanged 5 SP:Iteration 10Q (4360.880000 sec): 3 clusters Score: Raw -128463.697109 + Penalty 3372.331708 = -125091.365401 nChanged 3 SP:Iteration 11Q (4361.100000 sec): 3 clusters Score: Raw -128469.023600 + Penalty 3372.331708 = -125096.691892 nChanged 3 SP:Iteration 12Q (4361.290000 sec): 3 clusters Score: Raw -128473.294742 + Penalty 3372.331708 = -125100.963034 nChanged 0 SP:Iteration 13F (4361.470000 sec): 3 clusters Score: Raw -128473.294742 + Penalty 3372.331708 = -125100.963034 nChanged 0 Iteration 139Q (4385.840000 sec): 27 clusters Score: Raw -110001428.508698 + Penalty 87206.460885 = -109914222.047813 nChanged 8 Iteration 140F (4423.930000 sec): 27 clusters Score: Raw -110001560.899763 + Penalty 87206.460885 = -109914354.438878 nChanged 10 Iteration 141Q (4447.870000 sec): 27 clusters Score: Raw -110001781.127189 + Penalty 87206.460885 = -109914574.666304 nChanged 29 Iteration 142Q (4472.190000 sec): 27 clusters Score: Raw -110001824.279621 + Penalty 87206.460885 = -109914617.818735 nChanged 60 Iteration 143Q (4496.540000 sec): 27 clusters Score: Raw -110001858.237622 + Penalty 87206.460885 = -109914651.776737 nChanged 36 Iteration 144Q (4518.820000 sec): 27 clusters Score: Raw -110001864.603493 + Penalty 87206.460885 = -109914658.142607 nChanged 51 Iteration 145Q (4542.560000 sec): 27 clusters Score: Raw -110001870.018233 + Penalty 87206.460885 = -109914663.557348 nChanged 34 Iteration 146Q (4566.540000 sec): 27 clusters Score: Raw -110001871.645871 + Penalty 87206.460885 = -109914665.184986 nChanged 16 Iteration 147Q (4589.880000 sec): 27 clusters Score: Raw -110001872.661066 + Penalty 87206.460885 = -109914666.200181 nChanged 18 Iteration 148Q (4614.310000 sec): 27 clusters Score: Raw -110001873.673197 + Penalty 87206.460885 = -109914667.212311 nChanged 18 Iteration 149Q (4642.300000 sec): 27 clusters Score: Raw -110001874.552797 + Penalty 87206.460885 = -109914668.091912 nChanged 10 Iteration 150Q (4673.390000 sec): 27 clusters Score: Raw -110001875.839254 + Penalty 87206.460885 = -109914669.378369 nChanged 13 Iteration 151Q (4698.300000 sec): 27 clusters Score: Raw -110001877.421003 + Penalty 87206.460885 = -109914670.960118 nChanged 10 Iteration 152Q (4724.440000 sec): 27 clusters Score: Raw -110001877.818065 + Penalty 87206.460885 = -109914671.357180 nChanged 9 Iteration 153Q (4752.090000 sec): 27 clusters Score: Raw -110001878.120610 + Penalty 87206.460885 = -109914671.659725 nChanged 5 Iteration 154Q (4778.080000 sec): 27 clusters Score: Raw -110001878.320508 + Penalty 87206.460885 = -109914671.859622 nChanged 8 Iteration 155Q (4802.890000 sec): 27 clusters Score: Raw -110001878.569371 + Penalty 87206.460885 = -109914672.108486 nChanged 7 Iteration 156Q (4829.100000 sec): 27 clusters Score: Raw -110001878.954948 + Penalty 87206.460885 = -109914672.494063 nChanged 6 Iteration 157Q (4852.430000 sec): 27 clusters Score: Raw -110001879.428795 + Penalty 87206.460885 = -109914672.967909 nChanged 7 Iteration 158Q (4873.210000 sec): 27 clusters Score: Raw -110001879.715440 + Penalty 87206.460885 = -109914673.254555 nChanged 1 Iteration 159Q (4896.630000 sec): 27 clusters Score: Raw -110001879.744932 + Penalty 87206.460885 = -109914673.284047 nChanged 1 Iteration 160F (4934.470000 sec): 27 clusters Score: Raw -110002144.970527 + Penalty 87206.460885 = -109914938.509642 nChanged 10 Iteration 161Q (4958.750000 sec): 27 clusters Score: Raw -110002323.057545 + Penalty 87206.460885 = -109915116.596660 nChanged 57 Iteration 162Q (4983.700000 sec): 27 clusters Score: Raw -110002330.262035 + Penalty 87206.460885 = -109915123.801150 nChanged 50 Iteration 163Q (5009.520000 sec): 27 clusters Score: Raw -110002332.574099 + Penalty 87206.460885 = -109915126.113214 nChanged 36 Iteration 164Q (5033.410000 sec): 27 clusters Score: Raw -110002334.416537 + Penalty 87206.460885 = -109915127.955652 nChanged 36 Iteration 165Q (5055.480000 sec): 27 clusters Score: Raw -110002335.878204 + Penalty 87206.460885 = -109915129.417319 nChanged 26 Iteration 166Q (5079.190000 sec): 27 clusters Score: Raw -110002336.629062 + Penalty 87206.460885 = -109915130.168177 nChanged 21 Iteration 167Q (5102.660000 sec): 27 clusters Score: Raw -110002337.155893 + Penalty 87206.460885 = -109915130.695008 nChanged 20 Iteration 168Q (5126.080000 sec): 27 clusters Score: Raw -110002337.675995 + Penalty 87206.460885 = -109915131.215110 nChanged 11 Iteration 169Q (5150.240000 sec): 27 clusters Score: Raw -110002337.848442 + Penalty 87206.460885 = -109915131.387557 nChanged 6 Iteration 170Q (5175.170000 sec): 27 clusters Score: Raw -110002337.875149 + Penalty 87206.460885 = -109915131.414264 nChanged 3 Iteration 171Q (5199.550000 sec): 27 clusters Score: Raw -110002337.949285 + Penalty 87206.460885 = -109915131.488400 nChanged 6 Iteration 172Q (5225.090000 sec): 27 clusters Score: Raw -110002338.008249 + Penalty 87206.460885 = -109915131.547364 nChanged 5 Iteration 173Q (5247.460000 sec): 27 clusters Score: Raw -110002338.043792 + Penalty 87206.460885 = -109915131.582906 nChanged 4 Iteration 174Q (5271.710000 sec): 27 clusters Score: Raw -110002338.072881 + Penalty 87206.460885 = -109915131.611996 nChanged 0 Iteration 175F (5311.230000 sec): 27 clusters Score: Raw -110002338.072881 + Penalty 87206.460885 = -109915131.611996 nChanged 0 Compute initial score before splitting: Score: Raw -110002338.072881 + Penalty 87206.460885 = -109915131.611996 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 1 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5311.370000 sec): 2 clusters Score: Raw -98890.525346 + Penalty 1618.207355 = -97272.317991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5311.550000 sec): 3 clusters Score: Raw -98800.521452 + Penalty 3236.414710 = -95564.106741 nChanged 130 SP:Iteration 1F (5311.790000 sec): 3 clusters Score: Raw -98985.436223 + Penalty 3236.414710 = -95749.021513 nChanged 32 SP:Iteration 2Q (5311.980000 sec): 3 clusters Score: Raw -99049.975393 + Penalty 3236.414710 = -95813.560682 nChanged 18 SP:Iteration 3Q (5312.190000 sec): 3 clusters Score: Raw -99089.864468 + Penalty 3236.414710 = -95853.449758 nChanged 13 SP:Iteration 4Q (5312.330000 sec): 3 clusters Score: Raw -99116.584060 + Penalty 3236.414710 = -95880.169350 nChanged 5 SP:Iteration 5Q (5312.580000 sec): 3 clusters Score: Raw -99124.574408 + Penalty 3236.414710 = -95888.159698 nChanged 7 SP:Iteration 6Q (5312.780000 sec): 3 clusters Score: Raw -99134.935882 + Penalty 3236.414710 = -95898.521172 nChanged 5 SP:Iteration 7Q (5312.930000 sec): 3 clusters Score: Raw -99145.546607 + Penalty 3236.414710 = -95909.131896 nChanged 2 SP:Iteration 8Q (5313.100000 sec): 3 clusters Score: Raw -99149.364175 + Penalty 3236.414710 = -95912.949465 nChanged 1 SP:Iteration 9Q (5313.310000 sec): 3 clusters Score: Raw -99152.961637 + Penalty 3236.414710 = -95916.546927 nChanged 1 SP:Iteration 10Q (5313.560000 sec): 3 clusters Score: Raw -99155.342639 + Penalty 3236.414710 = -95918.927929 nChanged 3 SP:Iteration 11Q (5313.720000 sec): 3 clusters Score: Raw -99161.067728 + Penalty 3236.414710 = -95924.653018 nChanged 2 SP:Iteration 12Q (5313.940000 sec): 3 clusters Score: Raw -99164.604630 + Penalty 3236.414710 = -95928.189920 nChanged 2 SP:Iteration 13Q (5314.090000 sec): 3 clusters Score: Raw -99167.558941 + Penalty 3236.414710 = -95931.144231 nChanged 0 SP:Iteration 14F (5314.280000 sec): 3 clusters Score: Raw -99167.558941 + Penalty 3236.414710 = -95931.144231 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 2 (178126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5315.290000 sec): 2 clusters Score: Raw -26609241.176226 + Penalty 2998.381118 = -26606242.795108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5316.360000 sec): 3 clusters Score: Raw -26492803.699603 + Penalty 5996.762236 = -26486806.937367 nChanged 85724 SP:Iteration 1F (5317.450000 sec): 3 clusters Score: Raw -26542819.536054 + Penalty 5996.762236 = -26536822.773818 nChanged 4855 SP:Iteration 2Q (5318.620000 sec): 3 clusters Score: Raw -26543851.113487 + Penalty 5996.762236 = -26537854.351250 nChanged 5245 SP:Iteration 3Q (5319.850000 sec): 3 clusters Score: Raw -26545199.457502 + Penalty 5996.762236 = -26539202.695266 nChanged 6038 SP:Iteration 4Q (5321.240000 sec): 3 clusters Score: Raw -26547243.941652 + Penalty 5996.762236 = -26541247.179415 nChanged 7653 SP:Iteration 5Q (5322.420000 sec): 3 clusters Score: Raw -26550736.426950 + Penalty 5996.762236 = -26544739.664714 nChanged 9881 SP:Iteration 6F (5323.500000 sec): 3 clusters Score: Raw -26556725.364722 + Penalty 5996.762236 = -26550728.602486 nChanged 12501 SP:Iteration 7F (5324.540000 sec): 3 clusters Score: Raw -26566188.993366 + Penalty 5996.762236 = -26560192.231130 nChanged 13877 SP:Iteration 8F (5325.640000 sec): 3 clusters Score: Raw -26578182.647655 + Penalty 5996.762236 = -26572185.885419 nChanged 12623 SP:Iteration 9F (5326.720000 sec): 3 clusters Score: Raw -26589715.228001 + Penalty 5996.762236 = -26583718.465765 nChanged 9447 SP:Iteration 10F (5327.860000 sec): 3 clusters Score: Raw -26598792.606670 + Penalty 5996.762236 = -26592795.844434 nChanged 5628 SP:Iteration 11Q (5328.910000 sec): 3 clusters Score: Raw -26604599.678617 + Penalty 5996.762236 = -26598602.916380 nChanged 3094 SP:Iteration 12Q (5330.030000 sec): 3 clusters Score: Raw -26607809.152289 + Penalty 5996.762236 = -26601812.390053 nChanged 1892 SP:Iteration 13Q (5331.090000 sec): 3 clusters Score: Raw -26609272.804385 + Penalty 5996.762236 = -26603276.042148 nChanged 1191 SP:Iteration 14Q (5332.270000 sec): 3 clusters Score: Raw -26609871.825469 + Penalty 5996.762236 = -26603875.063233 nChanged 732 SP:Iteration 15Q (5333.150000 sec): 3 clusters Score: Raw -26610119.201574 + Penalty 5996.762236 = -26604122.439337 nChanged 490 SP:Iteration 16Q (5333.980000 sec): 3 clusters Score: Raw -26610237.886831 + Penalty 5996.762236 = -26604241.124595 nChanged 335 SP:Iteration 17Q (5334.900000 sec): 3 clusters Score: Raw -26610303.942322 + Penalty 5996.762236 = -26604307.180086 nChanged 248 SP:Iteration 18Q (5335.850000 sec): 3 clusters Score: Raw -26610348.483633 + Penalty 5996.762236 = -26604351.721396 nChanged 185 SP:Iteration 19Q (5336.770000 sec): 3 clusters Score: Raw -26610377.210069 + Penalty 5996.762236 = -26604380.447833 nChanged 155 SP:Iteration 20F (5337.750000 sec): 3 clusters Score: Raw -26610399.359138 + Penalty 5996.762236 = -26604402.596902 nChanged 126 SP:Iteration 21Q (5338.620000 sec): 3 clusters Score: Raw -26610414.292359 + Penalty 5996.762236 = -26604417.530123 nChanged 102 SP:Iteration 22Q (5339.810000 sec): 3 clusters Score: Raw -26610425.357886 + Penalty 5996.762236 = -26604428.595650 nChanged 86 SP:Iteration 23Q (5340.960000 sec): 3 clusters Score: Raw -26610434.927833 + Penalty 5996.762236 = -26604438.165597 nChanged 82 SP:Iteration 24Q (5341.980000 sec): 3 clusters Score: Raw -26610445.961739 + Penalty 5996.762236 = -26604449.199503 nChanged 82 SP:Iteration 25Q (5343.000000 sec): 3 clusters Score: Raw -26610455.485438 + Penalty 5996.762236 = -26604458.723202 nChanged 67 SP:Iteration 26Q (5344.050000 sec): 3 clusters Score: Raw -26610462.001936 + Penalty 5996.762236 = -26604465.239700 nChanged 50 SP:Iteration 27Q (5345.070000 sec): 3 clusters Score: Raw -26610467.125825 + Penalty 5996.762236 = -26604470.363589 nChanged 49 SP:Iteration 28Q (5346.100000 sec): 3 clusters Score: Raw -26610472.721059 + Penalty 5996.762236 = -26604475.958822 nChanged 50 SP:Iteration 29Q (5347.050000 sec): 3 clusters Score: Raw -26610477.834740 + Penalty 5996.762236 = -26604481.072504 nChanged 33 SP:Iteration 30Q (5347.990000 sec): 3 clusters Score: Raw -26610479.945345 + Penalty 5996.762236 = -26604483.183109 nChanged 21 SP:Iteration 31Q (5349.010000 sec): 3 clusters Score: Raw -26610481.534845 + Penalty 5996.762236 = -26604484.772609 nChanged 15 SP:Iteration 32Q (5350.110000 sec): 3 clusters Score: Raw -26610482.660502 + Penalty 5996.762236 = -26604485.898266 nChanged 10 SP:Iteration 33Q (5351.270000 sec): 3 clusters Score: Raw -26610483.262885 + Penalty 5996.762236 = -26604486.500649 nChanged 13 SP:Iteration 34Q (5352.190000 sec): 3 clusters Score: Raw -26610484.050415 + Penalty 5996.762236 = -26604487.288179 nChanged 10 SP:Iteration 35Q (5353.140000 sec): 3 clusters Score: Raw -26610484.568961 + Penalty 5996.762236 = -26604487.806725 nChanged 11 SP:Iteration 36Q (5354.070000 sec): 3 clusters Score: Raw -26610485.248689 + Penalty 5996.762236 = -26604488.486453 nChanged 12 SP:Iteration 37Q (5355.100000 sec): 3 clusters Score: Raw -26610485.795440 + Penalty 5996.762236 = -26604489.033204 nChanged 13 SP:Iteration 38Q (5356.080000 sec): 3 clusters Score: Raw -26610486.410583 + Penalty 5996.762236 = -26604489.648347 nChanged 10 SP:Iteration 39Q (5357.100000 sec): 3 clusters Score: Raw -26610487.006957 + Penalty 5996.762236 = -26604490.244720 nChanged 10 SP:Iteration 40F (5358.270000 sec): 3 clusters Score: Raw -26610487.635456 + Penalty 5996.762236 = -26604490.873220 nChanged 13 SP:Iteration 41Q (5359.500000 sec): 3 clusters Score: Raw -26610488.496068 + Penalty 5996.762236 = -26604491.733832 nChanged 10 SP:Iteration 42Q (5360.720000 sec): 3 clusters Score: Raw -26610489.322483 + Penalty 5996.762236 = -26604492.560247 nChanged 8 SP:Iteration 43Q (5361.730000 sec): 3 clusters Score: Raw -26610489.840559 + Penalty 5996.762236 = -26604493.078323 nChanged 11 SP:Iteration 44Q (5362.870000 sec): 3 clusters Score: Raw -26610490.653654 + Penalty 5996.762236 = -26604493.891418 nChanged 8 SP:Iteration 45Q (5364.060000 sec): 3 clusters Score: Raw -26610491.144326 + Penalty 5996.762236 = -26604494.382090 nChanged 11 SP:Iteration 46Q (5365.220000 sec): 3 clusters Score: Raw -26610491.925155 + Penalty 5996.762236 = -26604495.162919 nChanged 11 SP:Iteration 47Q (5366.300000 sec): 3 clusters Score: Raw -26610492.478358 + Penalty 5996.762236 = -26604495.716121 nChanged 13 SP:Iteration 48Q (5367.260000 sec): 3 clusters Score: Raw -26610493.295433 + Penalty 5996.762236 = -26604496.533196 nChanged 17 SP:Iteration 49Q (5368.360000 sec): 3 clusters Score: Raw -26610494.492376 + Penalty 5996.762236 = -26604497.730140 nChanged 18 SP:Iteration 50Q (5369.480000 sec): 3 clusters Score: Raw -26610496.442743 + Penalty 5996.762236 = -26604499.680507 nChanged 20 SP:Iteration 51Q (5370.660000 sec): 3 clusters Score: Raw -26610497.850491 + Penalty 5996.762236 = -26604501.088255 nChanged 14 SP:Iteration 52Q (5371.830000 sec): 3 clusters Score: Raw -26610498.850063 + Penalty 5996.762236 = -26604502.087827 nChanged 12 SP:Iteration 53Q (5372.830000 sec): 3 clusters Score: Raw -26610499.668413 + Penalty 5996.762236 = -26604502.906177 nChanged 15 SP:Iteration 54Q (5373.900000 sec): 3 clusters Score: Raw -26610500.769830 + Penalty 5996.762236 = -26604504.007594 nChanged 14 SP:Iteration 55Q (5374.970000 sec): 3 clusters Score: Raw -26610501.981575 + Penalty 5996.762236 = -26604505.219338 nChanged 14 SP:Iteration 56Q (5376.120000 sec): 3 clusters Score: Raw -26610503.209989 + Penalty 5996.762236 = -26604506.447753 nChanged 15 SP:Iteration 57Q (5377.220000 sec): 3 clusters Score: Raw -26610504.683276 + Penalty 5996.762236 = -26604507.921040 nChanged 20 SP:Iteration 58Q (5378.260000 sec): 3 clusters Score: Raw -26610506.034540 + Penalty 5996.762236 = -26604509.272304 nChanged 15 SP:Iteration 59Q (5379.260000 sec): 3 clusters Score: Raw -26610506.851350 + Penalty 5996.762236 = -26604510.089114 nChanged 10 SP:Iteration 60F (5380.410000 sec): 3 clusters Score: Raw -26610507.623804 + Penalty 5996.762236 = -26604510.861568 nChanged 13 SP:Iteration 61Q (5381.630000 sec): 3 clusters Score: Raw -26610508.517182 + Penalty 5996.762236 = -26604511.754946 nChanged 10 SP:Iteration 62Q (5382.620000 sec): 3 clusters Score: Raw -26610509.294514 + Penalty 5996.762236 = -26604512.532278 nChanged 14 SP:Iteration 63Q (5383.520000 sec): 3 clusters Score: Raw -26610510.186058 + Penalty 5996.762236 = -26604513.423822 nChanged 5 SP:Iteration 64Q (5384.620000 sec): 3 clusters Score: Raw -26610510.448905 + Penalty 5996.762236 = -26604513.686668 nChanged 5 SP:Iteration 65Q (5385.670000 sec): 3 clusters Score: Raw -26610510.780160 + Penalty 5996.762236 = -26604514.017924 nChanged 8 SP:Iteration 66Q (5386.730000 sec): 3 clusters Score: Raw -26610511.454525 + Penalty 5996.762236 = -26604514.692288 nChanged 7 SP:Iteration 67Q (5387.700000 sec): 3 clusters Score: Raw -26610511.946220 + Penalty 5996.762236 = -26604515.183984 nChanged 7 SP:Iteration 68Q (5388.690000 sec): 3 clusters Score: Raw -26610512.349132 + Penalty 5996.762236 = -26604515.586896 nChanged 5 SP:Iteration 69Q (5389.760000 sec): 3 clusters Score: Raw -26610512.841091 + Penalty 5996.762236 = -26604516.078854 nChanged 8 SP:Iteration 70Q (5390.960000 sec): 3 clusters Score: Raw -26610513.358153 + Penalty 5996.762236 = -26604516.595916 nChanged 4 SP:Iteration 71Q (5391.980000 sec): 3 clusters Score: Raw -26610513.650065 + Penalty 5996.762236 = -26604516.887829 nChanged 7 SP:Iteration 72Q (5393.010000 sec): 3 clusters Score: Raw -26610513.995648 + Penalty 5996.762236 = -26604517.233411 nChanged 7 SP:Iteration 73Q (5394.110000 sec): 3 clusters Score: Raw -26610514.377757 + Penalty 5996.762236 = -26604517.615521 nChanged 6 SP:Iteration 74Q (5395.290000 sec): 3 clusters Score: Raw -26610514.725207 + Penalty 5996.762236 = -26604517.962971 nChanged 13 SP:Iteration 75Q (5396.250000 sec): 3 clusters Score: Raw -26610515.533927 + Penalty 5996.762236 = -26604518.771691 nChanged 8 SP:Iteration 76Q (5397.200000 sec): 3 clusters Score: Raw -26610516.016047 + Penalty 5996.762236 = -26604519.253811 nChanged 10 SP:Iteration 77Q (5398.260000 sec): 3 clusters Score: Raw -26610516.813208 + Penalty 5996.762236 = -26604520.050972 nChanged 10 SP:Iteration 78Q (5399.340000 sec): 3 clusters Score: Raw -26610517.555627 + Penalty 5996.762236 = -26604520.793391 nChanged 7 SP:Iteration 79Q (5400.360000 sec): 3 clusters Score: Raw -26610518.061728 + Penalty 5996.762236 = -26604521.299492 nChanged 9 SP:Iteration 80F (5401.390000 sec): 3 clusters Score: Raw -26610518.958744 + Penalty 5996.762236 = -26604522.196508 nChanged 13 SP:Iteration 81Q (5402.360000 sec): 3 clusters Score: Raw -26610520.004776 + Penalty 5996.762236 = -26604523.242540 nChanged 10 SP:Iteration 82Q (5403.310000 sec): 3 clusters Score: Raw -26610520.727536 + Penalty 5996.762236 = -26604523.965300 nChanged 9 SP:Iteration 83Q (5404.320000 sec): 3 clusters Score: Raw -26610521.292089 + Penalty 5996.762236 = -26604524.529853 nChanged 9 SP:Iteration 84Q (5405.270000 sec): 3 clusters Score: Raw -26610521.954574 + Penalty 5996.762236 = -26604525.192338 nChanged 5 SP:Iteration 85Q (5406.270000 sec): 3 clusters Score: Raw -26610522.265077 + Penalty 5996.762236 = -26604525.502841 nChanged 3 SP:Iteration 86Q (5407.240000 sec): 3 clusters Score: Raw -26610522.398473 + Penalty 5996.762236 = -26604525.636237 nChanged 3 SP:Iteration 87Q (5408.280000 sec): 3 clusters Score: Raw -26610522.686997 + Penalty 5996.762236 = -26604525.924761 nChanged 4 SP:Iteration 88Q (5409.340000 sec): 3 clusters Score: Raw -26610522.910771 + Penalty 5996.762236 = -26604526.148535 nChanged 3 SP:Iteration 89Q (5410.380000 sec): 3 clusters Score: Raw -26610523.213820 + Penalty 5996.762236 = -26604526.451583 nChanged 2 SP:Iteration 90Q (5411.330000 sec): 3 clusters Score: Raw -26610523.398813 + Penalty 5996.762236 = -26604526.636577 nChanged 0 SP:Iteration 91F (5412.390000 sec): 3 clusters Score: Raw -26610523.398813 + Penalty 5996.762236 = -26604526.636577 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 3 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5412.600000 sec): 2 clusters Score: Raw -175091.682209 + Penalty 1763.655005 = -173328.027204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5412.790000 sec): 3 clusters Score: Raw -174741.805506 + Penalty 3527.310010 = -171214.495496 nChanged 331 SP:Iteration 1F (5412.980000 sec): 3 clusters Score: Raw -175081.298022 + Penalty 3527.310010 = -171553.988012 nChanged 80 SP:Iteration 2F (5413.180000 sec): 3 clusters Score: Raw -175198.064668 + Penalty 3527.310010 = -171670.754658 nChanged 63 SP:Iteration 3F (5413.380000 sec): 3 clusters Score: Raw -175312.657290 + Penalty 3527.310010 = -171785.347280 nChanged 59 SP:Iteration 4Q (5413.590000 sec): 3 clusters Score: Raw -175463.964871 + Penalty 3527.310010 = -171936.654861 nChanged 60 SP:Iteration 5Q (5413.790000 sec): 3 clusters Score: Raw -175598.139141 + Penalty 3527.310010 = -172070.829131 nChanged 54 SP:Iteration 6Q (5413.930000 sec): 3 clusters Score: Raw -175712.728717 + Penalty 3527.310010 = -172185.418708 nChanged 58 SP:Iteration 7Q (5414.110000 sec): 3 clusters Score: Raw -175870.109818 + Penalty 3527.310010 = -172342.799808 nChanged 58 SP:Iteration 8Q (5414.310000 sec): 3 clusters Score: Raw -176032.783185 + Penalty 3527.310010 = -172505.473175 nChanged 63 SP:Iteration 9F (5414.500000 sec): 3 clusters Score: Raw -176222.538397 + Penalty 3527.310010 = -172695.228387 nChanged 40 SP:Iteration 10Q (5414.670000 sec): 3 clusters Score: Raw -176351.185473 + Penalty 3527.310010 = -172823.875463 nChanged 35 SP:Iteration 11Q (5414.840000 sec): 3 clusters Score: Raw -176467.349779 + Penalty 3527.310010 = -172940.039769 nChanged 27 SP:Iteration 12Q (5415.030000 sec): 3 clusters Score: Raw -176554.451515 + Penalty 3527.310010 = -173027.141505 nChanged 18 SP:Iteration 13Q (5415.210000 sec): 3 clusters Score: Raw -176602.540489 + Penalty 3527.310010 = -173075.230479 nChanged 16 SP:Iteration 14Q (5415.360000 sec): 3 clusters Score: Raw -176643.692781 + Penalty 3527.310010 = -173116.382772 nChanged 11 SP:Iteration 15Q (5415.520000 sec): 3 clusters Score: Raw -176679.291667 + Penalty 3527.310010 = -173151.981657 nChanged 7 SP:Iteration 16Q (5415.720000 sec): 3 clusters Score: Raw -176690.237047 + Penalty 3527.310010 = -173162.927037 nChanged 5 SP:Iteration 17Q (5415.960000 sec): 3 clusters Score: Raw -176697.995216 + Penalty 3527.310010 = -173170.685207 nChanged 1 SP:Iteration 18Q (5416.110000 sec): 3 clusters Score: Raw -176699.348604 + Penalty 3527.310010 = -173172.038594 nChanged 0 SP:Iteration 19F (5416.310000 sec): 3 clusters Score: Raw -176699.348604 + Penalty 3527.310010 = -173172.038594 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 4 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.410000 sec): 2 clusters Score: Raw -95689.823159 + Penalty 1621.458676 = -94068.364483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.610000 sec): 3 clusters Score: Raw -95646.068032 + Penalty 3242.917353 = -92403.150680 nChanged 146 SP:Iteration 1F (5416.820000 sec): 3 clusters Score: Raw -95891.480782 + Penalty 3242.917353 = -92648.563430 nChanged 43 SP:Iteration 2F (5417.020000 sec): 3 clusters Score: Raw -95982.445979 + Penalty 3242.917353 = -92739.528626 nChanged 23 SP:Iteration 3Q (5417.220000 sec): 3 clusters Score: Raw -96044.438364 + Penalty 3242.917353 = -92801.521011 nChanged 26 SP:Iteration 4Q (5417.350000 sec): 3 clusters Score: Raw -96107.952683 + Penalty 3242.917353 = -92865.035331 nChanged 17 SP:Iteration 5Q (5417.570000 sec): 3 clusters Score: Raw -96145.958174 + Penalty 3242.917353 = -92903.040822 nChanged 10 SP:Iteration 6Q (5417.790000 sec): 3 clusters Score: Raw -96164.016582 + Penalty 3242.917353 = -92921.099229 nChanged 7 SP:Iteration 7Q (5417.990000 sec): 3 clusters Score: Raw -96175.259026 + Penalty 3242.917353 = -92932.341674 nChanged 3 SP:Iteration 8Q (5418.170000 sec): 3 clusters Score: Raw -96179.373104 + Penalty 3242.917353 = -92936.455751 nChanged 1 SP:Iteration 9Q (5418.390000 sec): 3 clusters Score: Raw -96180.415842 + Penalty 3242.917353 = -92937.498489 nChanged 1 SP:Iteration 10Q (5418.550000 sec): 3 clusters Score: Raw -96186.699531 + Penalty 3242.917353 = -92943.782178 nChanged 2 SP:Iteration 11Q (5418.770000 sec): 3 clusters Score: Raw -96190.826560 + Penalty 3242.917353 = -92947.909207 nChanged 0 SP:Iteration 12F (5418.910000 sec): 3 clusters Score: Raw -96190.826560 + Penalty 3242.917353 = -92947.909207 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 5 (371081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5420.630000 sec): 2 clusters Score: Raw -55129051.580533 + Penalty 3180.395560 = -55125871.184972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5422.680000 sec): 3 clusters Score: Raw -54882909.027511 + Penalty 6360.791121 = -54876548.236390 nChanged 179777 SP:Iteration 1F (5425.010000 sec): 3 clusters Score: Raw -54989675.778368 + Penalty 6360.791121 = -54983314.987247 nChanged 8756 SP:Iteration 2Q (5427.260000 sec): 3 clusters Score: Raw -54991268.057764 + Penalty 6360.791121 = -54984907.266643 nChanged 10306 SP:Iteration 3Q (5429.620000 sec): 3 clusters Score: Raw -54993611.832002 + Penalty 6360.791121 = -54987251.040882 nChanged 12555 SP:Iteration 4Q (5431.840000 sec): 3 clusters Score: Raw -54997328.062010 + Penalty 6360.791121 = -54990967.270890 nChanged 16276 SP:Iteration 5Q (5434.040000 sec): 3 clusters Score: Raw -55003801.821602 + Penalty 6360.791121 = -54997441.030481 nChanged 21436 SP:Iteration 6F (5435.940000 sec): 3 clusters Score: Raw -55015114.402457 + Penalty 6360.791121 = -55008753.611336 nChanged 27180 SP:Iteration 7F (5438.020000 sec): 3 clusters Score: Raw -55033841.604656 + Penalty 6360.791121 = -55027480.813535 nChanged 31111 SP:Iteration 8F (5440.200000 sec): 3 clusters Score: Raw -55060262.634450 + Penalty 6360.791121 = -55053901.843329 nChanged 30365 SP:Iteration 9F (5442.280000 sec): 3 clusters Score: Raw -55089370.028013 + Penalty 6360.791121 = -55083009.236893 nChanged 22443 SP:Iteration 10F (5444.420000 sec): 3 clusters Score: Raw -55111354.489277 + Penalty 6360.791121 = -55104993.698156 nChanged 12068 SP:Iteration 11Q (5446.520000 sec): 3 clusters Score: Raw -55122626.039546 + Penalty 6360.791121 = -55116265.248425 nChanged 5030 SP:Iteration 12Q (5448.510000 sec): 3 clusters Score: Raw -55126968.833497 + Penalty 6360.791121 = -55120608.042376 nChanged 1860 SP:Iteration 13Q (5450.460000 sec): 3 clusters Score: Raw -55128465.915287 + Penalty 6360.791121 = -55122105.124166 nChanged 613 SP:Iteration 14Q (5452.340000 sec): 3 clusters Score: Raw -55128947.642833 + Penalty 6360.791121 = -55122586.851713 nChanged 259 SP:Iteration 15Q (5454.130000 sec): 3 clusters Score: Raw -55129167.176354 + Penalty 6360.791121 = -55122806.385233 nChanged 150 SP:Iteration 16Q (5455.960000 sec): 3 clusters Score: Raw -55129303.015879 + Penalty 6360.791121 = -55122942.224758 nChanged 103 SP:Iteration 17Q (5457.710000 sec): 3 clusters Score: Raw -55129384.441769 + Penalty 6360.791121 = -55123023.650648 nChanged 56 SP:Iteration 18Q (5459.540000 sec): 3 clusters Score: Raw -55129427.613120 + Penalty 6360.791121 = -55123066.822000 nChanged 33 SP:Iteration 19Q (5461.270000 sec): 3 clusters Score: Raw -55129451.998336 + Penalty 6360.791121 = -55123091.207215 nChanged 23 SP:Iteration 20F (5463.520000 sec): 3 clusters Score: Raw -55129466.700792 + Penalty 6360.791121 = -55123105.909671 nChanged 16 SP:Iteration 21Q (5465.140000 sec): 3 clusters Score: Raw -55129480.486053 + Penalty 6360.791121 = -55123119.694932 nChanged 15 SP:Iteration 22Q (5466.960000 sec): 3 clusters Score: Raw -55129490.603000 + Penalty 6360.791121 = -55123129.811880 nChanged 10 SP:Iteration 23Q (5468.750000 sec): 3 clusters Score: Raw -55129498.070437 + Penalty 6360.791121 = -55123137.279317 nChanged 8 SP:Iteration 24Q (5470.390000 sec): 3 clusters Score: Raw -55129503.438404 + Penalty 6360.791121 = -55123142.647283 nChanged 5 SP:Iteration 25Q (5472.070000 sec): 3 clusters Score: Raw -55129506.831352 + Penalty 6360.791121 = -55123146.040231 nChanged 4 SP:Iteration 26Q (5473.700000 sec): 3 clusters Score: Raw -55129509.629633 + Penalty 6360.791121 = -55123148.838512 nChanged 4 SP:Iteration 27Q (5475.460000 sec): 3 clusters Score: Raw -55129513.349670 + Penalty 6360.791121 = -55123152.558549 nChanged 5 SP:Iteration 28Q (5477.280000 sec): 3 clusters Score: Raw -55129515.971723 + Penalty 6360.791121 = -55123155.180603 nChanged 3 SP:Iteration 29Q (5479.100000 sec): 3 clusters Score: Raw -55129517.775440 + Penalty 6360.791121 = -55123156.984320 nChanged 0 SP:Iteration 30F (5481.320000 sec): 3 clusters Score: Raw -55129517.775440 + Penalty 6360.791121 = -55123156.984320 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 6 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5481.680000 sec): 2 clusters Score: Raw -68318.826709 + Penalty 1522.691369 = -66796.135340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5481.850000 sec): 3 clusters Score: Raw -68346.628420 + Penalty 3045.382738 = -65301.245682 nChanged 73 SP:Iteration 1F (5481.990000 sec): 3 clusters Score: Raw -68493.400639 + Penalty 3045.382738 = -65448.017901 nChanged 27 SP:Iteration 2F (5482.150000 sec): 3 clusters Score: Raw -68567.850829 + Penalty 3045.382738 = -65522.468091 nChanged 8 SP:Iteration 3Q (5482.340000 sec): 3 clusters Score: Raw -68588.450984 + Penalty 3045.382738 = -65543.068247 nChanged 2 SP:Iteration 4Q (5482.510000 sec): 3 clusters Score: Raw -68592.778326 + Penalty 3045.382738 = -65547.395589 nChanged 1 SP:Iteration 5Q (5482.690000 sec): 3 clusters Score: Raw -68594.737589 + Penalty 3045.382738 = -65549.354851 nChanged 0 SP:Iteration 6F (5482.870000 sec): 3 clusters Score: Raw -68594.737589 + Penalty 3045.382738 = -65549.354851 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 7 (16944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5483.060000 sec): 2 clusters Score: Raw -2551485.255441 + Penalty 2414.941929 = -2549070.313512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5483.320000 sec): 3 clusters Score: Raw -2541738.261822 + Penalty 4829.883858 = -2536908.377964 nChanged 7334 SP:Iteration 1F (5483.550000 sec): 3 clusters Score: Raw -2545640.595362 + Penalty 4829.883858 = -2540810.711504 nChanged 991 SP:Iteration 2F (5483.840000 sec): 3 clusters Score: Raw -2546067.168053 + Penalty 4829.883858 = -2541237.284196 nChanged 878 SP:Iteration 3F (5484.080000 sec): 3 clusters Score: Raw -2546460.825529 + Penalty 4829.883858 = -2541630.941671 nChanged 874 SP:Iteration 4F (5484.380000 sec): 3 clusters Score: Raw -2546890.720378 + Penalty 4829.883858 = -2542060.836521 nChanged 885 SP:Iteration 5F (5484.670000 sec): 3 clusters Score: Raw -2547359.002064 + Penalty 4829.883858 = -2542529.118206 nChanged 915 SP:Iteration 6F (5485.030000 sec): 3 clusters Score: Raw -2547927.839120 + Penalty 4829.883858 = -2543097.955262 nChanged 988 SP:Iteration 7F (5485.330000 sec): 3 clusters Score: Raw -2548641.939931 + Penalty 4829.883858 = -2543812.056073 nChanged 971 SP:Iteration 8F (5485.630000 sec): 3 clusters Score: Raw -2549393.842004 + Penalty 4829.883858 = -2544563.958147 nChanged 890 SP:Iteration 9F (5485.990000 sec): 3 clusters Score: Raw -2550126.027128 + Penalty 4829.883858 = -2545296.143271 nChanged 700 SP:Iteration 10Q (5486.300000 sec): 3 clusters Score: Raw -2550704.928240 + Penalty 4829.883858 = -2545875.044383 nChanged 491 SP:Iteration 11Q (5486.540000 sec): 3 clusters Score: Raw -2551119.852603 + Penalty 4829.883858 = -2546289.968746 nChanged 287 SP:Iteration 12Q (5486.820000 sec): 3 clusters Score: Raw -2551354.168641 + Penalty 4829.883858 = -2546524.284783 nChanged 167 SP:Iteration 13Q (5487.060000 sec): 3 clusters Score: Raw -2551485.430289 + Penalty 4829.883858 = -2546655.546431 nChanged 89 SP:Iteration 14Q (5487.330000 sec): 3 clusters Score: Raw -2551560.440333 + Penalty 4829.883858 = -2546730.556475 nChanged 53 SP:Iteration 15Q (5487.590000 sec): 3 clusters Score: Raw -2551611.982109 + Penalty 4829.883858 = -2546782.098251 nChanged 41 SP:Iteration 16Q (5487.840000 sec): 3 clusters Score: Raw -2551648.753510 + Penalty 4829.883858 = -2546818.869652 nChanged 33 SP:Iteration 17Q (5488.100000 sec): 3 clusters Score: Raw -2551682.807895 + Penalty 4829.883858 = -2546852.924038 nChanged 36 SP:Iteration 18Q (5488.370000 sec): 3 clusters Score: Raw -2551714.598369 + Penalty 4829.883858 = -2546884.714511 nChanged 18 SP:Iteration 19Q (5488.630000 sec): 3 clusters Score: Raw -2551735.440498 + Penalty 4829.883858 = -2546905.556640 nChanged 22 SP:Iteration 20F (5488.940000 sec): 3 clusters Score: Raw -2551762.470673 + Penalty 4829.883858 = -2546932.586816 nChanged 18 SP:Iteration 21Q (5489.190000 sec): 3 clusters Score: Raw -2551780.524120 + Penalty 4829.883858 = -2546950.640263 nChanged 13 SP:Iteration 22Q (5489.450000 sec): 3 clusters Score: Raw -2551792.714259 + Penalty 4829.883858 = -2546962.830401 nChanged 8 SP:Iteration 23Q (5489.770000 sec): 3 clusters Score: Raw -2551799.301252 + Penalty 4829.883858 = -2546969.417394 nChanged 6 SP:Iteration 24Q (5490.010000 sec): 3 clusters Score: Raw -2551808.097664 + Penalty 4829.883858 = -2546978.213807 nChanged 8 SP:Iteration 25Q (5490.310000 sec): 3 clusters Score: Raw -2551814.281272 + Penalty 4829.883858 = -2546984.397415 nChanged 1 SP:Iteration 26Q (5490.620000 sec): 3 clusters Score: Raw -2551815.121912 + Penalty 4829.883858 = -2546985.238054 nChanged 0 SP:Iteration 27F (5490.930000 sec): 3 clusters Score: Raw -2551815.121912 + Penalty 4829.883858 = -2546985.238054 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 8 (5653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5491.040000 sec): 2 clusters Score: Raw -788656.295135 + Penalty 2142.705531 = -786513.589604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.280000 sec): 3 clusters Score: Raw -785841.696196 + Penalty 4285.411062 = -781556.285135 nChanged 2205 SP:Iteration 1F (5491.470000 sec): 3 clusters Score: Raw -787110.307367 + Penalty 4285.411062 = -782824.896305 nChanged 423 SP:Iteration 2F (5491.690000 sec): 3 clusters Score: Raw -787364.389907 + Penalty 4285.411062 = -783078.978845 nChanged 309 SP:Iteration 3F (5491.980000 sec): 3 clusters Score: Raw -787541.987937 + Penalty 4285.411062 = -783256.576875 nChanged 233 SP:Iteration 4Q (5492.170000 sec): 3 clusters Score: Raw -787659.506872 + Penalty 4285.411062 = -783374.095810 nChanged 183 SP:Iteration 5Q (5492.420000 sec): 3 clusters Score: Raw -787760.709716 + Penalty 4285.411062 = -783475.298654 nChanged 164 SP:Iteration 6Q (5492.620000 sec): 3 clusters Score: Raw -787863.424291 + Penalty 4285.411062 = -783578.013229 nChanged 175 SP:Iteration 7Q (5492.850000 sec): 3 clusters Score: Raw -787963.419550 + Penalty 4285.411062 = -783678.008488 nChanged 160 SP:Iteration 8Q (5493.090000 sec): 3 clusters Score: Raw -788048.628145 + Penalty 4285.411062 = -783763.217083 nChanged 167 SP:Iteration 9Q (5493.310000 sec): 3 clusters Score: Raw -788139.202473 + Penalty 4285.411062 = -783853.791411 nChanged 166 SP:Iteration 10Q (5493.520000 sec): 3 clusters Score: Raw -788235.436069 + Penalty 4285.411062 = -783950.025008 nChanged 144 SP:Iteration 11Q (5493.780000 sec): 3 clusters Score: Raw -788320.169149 + Penalty 4285.411062 = -784034.758087 nChanged 143 SP:Iteration 12Q (5493.970000 sec): 3 clusters Score: Raw -788394.238939 + Penalty 4285.411062 = -784108.827877 nChanged 115 SP:Iteration 13Q (5494.190000 sec): 3 clusters Score: Raw -788463.143139 + Penalty 4285.411062 = -784177.732077 nChanged 130 SP:Iteration 14Q (5494.450000 sec): 3 clusters Score: Raw -788543.769636 + Penalty 4285.411062 = -784258.358575 nChanged 133 SP:Iteration 15Q (5494.720000 sec): 3 clusters Score: Raw -788615.147826 + Penalty 4285.411062 = -784329.736764 nChanged 126 SP:Iteration 16Q (5494.960000 sec): 3 clusters Score: Raw -788686.515302 + Penalty 4285.411062 = -784401.104240 nChanged 113 SP:Iteration 17Q (5495.230000 sec): 3 clusters Score: Raw -788746.026746 + Penalty 4285.411062 = -784460.615685 nChanged 102 SP:Iteration 18Q (5495.410000 sec): 3 clusters Score: Raw -788799.892668 + Penalty 4285.411062 = -784514.481606 nChanged 93 SP:Iteration 19Q (5495.620000 sec): 3 clusters Score: Raw -788848.281114 + Penalty 4285.411062 = -784562.870053 nChanged 81 SP:Iteration 20F (5495.820000 sec): 3 clusters Score: Raw -788889.173434 + Penalty 4285.411062 = -784603.762372 nChanged 77 SP:Iteration 21Q (5496.030000 sec): 3 clusters Score: Raw -788934.851830 + Penalty 4285.411062 = -784649.440768 nChanged 69 SP:Iteration 22Q (5496.260000 sec): 3 clusters Score: Raw -788966.801229 + Penalty 4285.411062 = -784681.390167 nChanged 53 SP:Iteration 23Q (5496.490000 sec): 3 clusters Score: Raw -788991.859897 + Penalty 4285.411062 = -784706.448835 nChanged 43 SP:Iteration 24Q (5496.670000 sec): 3 clusters Score: Raw -789009.039923 + Penalty 4285.411062 = -784723.628861 nChanged 39 SP:Iteration 25Q (5496.880000 sec): 3 clusters Score: Raw -789021.487152 + Penalty 4285.411062 = -784736.076090 nChanged 24 SP:Iteration 26Q (5497.070000 sec): 3 clusters Score: Raw -789031.359520 + Penalty 4285.411062 = -784745.948459 nChanged 24 SP:Iteration 27Q (5497.280000 sec): 3 clusters Score: Raw -789040.864971 + Penalty 4285.411062 = -784755.453909 nChanged 24 SP:Iteration 28Q (5497.520000 sec): 3 clusters Score: Raw -789049.964255 + Penalty 4285.411062 = -784764.553193 nChanged 23 SP:Iteration 29Q (5497.710000 sec): 3 clusters Score: Raw -789057.418578 + Penalty 4285.411062 = -784772.007516 nChanged 20 SP:Iteration 30Q (5497.930000 sec): 3 clusters Score: Raw -789065.344016 + Penalty 4285.411062 = -784779.932954 nChanged 22 SP:Iteration 31Q (5498.110000 sec): 3 clusters Score: Raw -789072.689609 + Penalty 4285.411062 = -784787.278547 nChanged 17 SP:Iteration 32Q (5498.300000 sec): 3 clusters Score: Raw -789076.973239 + Penalty 4285.411062 = -784791.562177 nChanged 11 SP:Iteration 33Q (5498.550000 sec): 3 clusters Score: Raw -789080.559899 + Penalty 4285.411062 = -784795.148837 nChanged 13 SP:Iteration 34Q (5498.710000 sec): 3 clusters Score: Raw -789084.673147 + Penalty 4285.411062 = -784799.262086 nChanged 8 SP:Iteration 35Q (5498.930000 sec): 3 clusters Score: Raw -789086.754258 + Penalty 4285.411062 = -784801.343196 nChanged 9 SP:Iteration 36Q (5499.110000 sec): 3 clusters Score: Raw -789088.782920 + Penalty 4285.411062 = -784803.371858 nChanged 3 SP:Iteration 37Q (5499.350000 sec): 3 clusters Score: Raw -789089.371309 + Penalty 4285.411062 = -784803.960248 nChanged 4 SP:Iteration 38Q (5499.560000 sec): 3 clusters Score: Raw -789091.346966 + Penalty 4285.411062 = -784805.935905 nChanged 5 SP:Iteration 39Q (5499.780000 sec): 3 clusters Score: Raw -789092.828349 + Penalty 4285.411062 = -784807.417287 nChanged 4 SP:Iteration 40F (5500.050000 sec): 3 clusters Score: Raw -789093.956243 + Penalty 4285.411062 = -784808.545181 nChanged 1 SP:Iteration 41Q (5500.290000 sec): 3 clusters Score: Raw -789094.164770 + Penalty 4285.411062 = -784808.753709 nChanged 0 SP:Iteration 42F (5500.510000 sec): 3 clusters Score: Raw -789094.164770 + Penalty 4285.411062 = -784808.753709 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 9 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5500.590000 sec): 2 clusters Score: Raw -82747.768166 + Penalty 1590.537821 = -81157.230344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5500.750000 sec): 3 clusters Score: Raw -82746.019338 + Penalty 3181.075643 = -79564.943696 nChanged 125 SP:Iteration 1F (5500.970000 sec): 3 clusters Score: Raw -83019.371179 + Penalty 3181.075643 = -79838.295536 nChanged 41 SP:Iteration 2F (5501.150000 sec): 3 clusters Score: Raw -83150.748842 + Penalty 3181.075643 = -79969.673199 nChanged 22 SP:Iteration 3Q (5501.330000 sec): 3 clusters Score: Raw -83224.210530 + Penalty 3181.075643 = -80043.134887 nChanged 17 SP:Iteration 4Q (5501.490000 sec): 3 clusters Score: Raw -83298.016875 + Penalty 3181.075643 = -80116.941232 nChanged 17 SP:Iteration 5Q (5501.650000 sec): 3 clusters Score: Raw -83367.553923 + Penalty 3181.075643 = -80186.478280 nChanged 15 SP:Iteration 6Q (5501.810000 sec): 3 clusters Score: Raw -83400.507103 + Penalty 3181.075643 = -80219.431460 nChanged 8 SP:Iteration 7Q (5502.020000 sec): 3 clusters Score: Raw -83412.139048 + Penalty 3181.075643 = -80231.063406 nChanged 3 SP:Iteration 8Q (5502.170000 sec): 3 clusters Score: Raw -83418.182803 + Penalty 3181.075643 = -80237.107160 nChanged 2 SP:Iteration 9Q (5502.320000 sec): 3 clusters Score: Raw -83420.795485 + Penalty 3181.075643 = -80239.719843 nChanged 1 SP:Iteration 10Q (5502.530000 sec): 3 clusters Score: Raw -83423.502105 + Penalty 3181.075643 = -80242.426462 nChanged 2 SP:Iteration 11Q (5502.680000 sec): 3 clusters Score: Raw -83427.740256 + Penalty 3181.075643 = -80246.664613 nChanged 1 SP:Iteration 12Q (5502.920000 sec): 3 clusters Score: Raw -83431.330934 + Penalty 3181.075643 = -80250.255291 nChanged 2 SP:Iteration 13Q (5503.110000 sec): 3 clusters Score: Raw -83433.344374 + Penalty 3181.075643 = -80252.268731 nChanged 0 SP:Iteration 14F (5503.270000 sec): 3 clusters Score: Raw -83433.344374 + Penalty 3181.075643 = -80252.268731 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 10 (5636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5503.400000 sec): 2 clusters Score: Raw -837875.076964 + Penalty 2141.958609 = -835733.118355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5503.660000 sec): 3 clusters Score: Raw -835135.983933 + Penalty 4283.917217 = -830852.066716 nChanged 2197 SP:Iteration 1F (5503.870000 sec): 3 clusters Score: Raw -836476.333280 + Penalty 4283.917217 = -832192.416063 nChanged 448 SP:Iteration 2F (5504.070000 sec): 3 clusters Score: Raw -836756.188935 + Penalty 4283.917217 = -832472.271718 nChanged 299 SP:Iteration 3F (5504.270000 sec): 3 clusters Score: Raw -836903.622139 + Penalty 4283.917217 = -832619.704922 nChanged 196 SP:Iteration 4Q (5504.470000 sec): 3 clusters Score: Raw -836988.481468 + Penalty 4283.917217 = -832704.564251 nChanged 138 SP:Iteration 5Q (5504.700000 sec): 3 clusters Score: Raw -837056.058625 + Penalty 4283.917217 = -832772.141408 nChanged 123 SP:Iteration 6Q (5504.910000 sec): 3 clusters Score: Raw -837109.753691 + Penalty 4283.917217 = -832825.836474 nChanged 119 SP:Iteration 7Q (5505.120000 sec): 3 clusters Score: Raw -837159.290854 + Penalty 4283.917217 = -832875.373637 nChanged 119 SP:Iteration 8Q (5505.350000 sec): 3 clusters Score: Raw -837209.899998 + Penalty 4283.917217 = -832925.982781 nChanged 104 SP:Iteration 9Q (5505.540000 sec): 3 clusters Score: Raw -837251.523114 + Penalty 4283.917217 = -832967.605897 nChanged 100 SP:Iteration 10Q (5505.770000 sec): 3 clusters Score: Raw -837291.017211 + Penalty 4283.917217 = -833007.099994 nChanged 103 SP:Iteration 11Q (5505.950000 sec): 3 clusters Score: Raw -837337.689639 + Penalty 4283.917217 = -833053.772422 nChanged 103 SP:Iteration 12Q (5506.200000 sec): 3 clusters Score: Raw -837386.156930 + Penalty 4283.917217 = -833102.239713 nChanged 106 SP:Iteration 13Q (5506.410000 sec): 3 clusters Score: Raw -837429.597796 + Penalty 4283.917217 = -833145.680579 nChanged 86 SP:Iteration 14Q (5506.610000 sec): 3 clusters Score: Raw -837463.633411 + Penalty 4283.917217 = -833179.716194 nChanged 77 SP:Iteration 15Q (5506.850000 sec): 3 clusters Score: Raw -837499.221323 + Penalty 4283.917217 = -833215.304106 nChanged 88 SP:Iteration 16Q (5507.040000 sec): 3 clusters Score: Raw -837537.797239 + Penalty 4283.917217 = -833253.880022 nChanged 78 SP:Iteration 17Q (5507.260000 sec): 3 clusters Score: Raw -837577.277222 + Penalty 4283.917217 = -833293.360005 nChanged 88 SP:Iteration 18Q (5507.480000 sec): 3 clusters Score: Raw -837628.612969 + Penalty 4283.917217 = -833344.695752 nChanged 83 SP:Iteration 19Q (5507.710000 sec): 3 clusters Score: Raw -837688.185345 + Penalty 4283.917217 = -833404.268128 nChanged 86 SP:Iteration 20F (5507.920000 sec): 3 clusters Score: Raw -837743.418908 + Penalty 4283.917217 = -833459.501691 nChanged 93 SP:Iteration 21Q (5508.130000 sec): 3 clusters Score: Raw -837795.891668 + Penalty 4283.917217 = -833511.974451 nChanged 77 SP:Iteration 22Q (5508.350000 sec): 3 clusters Score: Raw -837839.762964 + Penalty 4283.917217 = -833555.845747 nChanged 82 SP:Iteration 23Q (5508.550000 sec): 3 clusters Score: Raw -837889.836893 + Penalty 4283.917217 = -833605.919676 nChanged 69 SP:Iteration 24Q (5508.800000 sec): 3 clusters Score: Raw -837931.925049 + Penalty 4283.917217 = -833648.007832 nChanged 58 SP:Iteration 25Q (5508.950000 sec): 3 clusters Score: Raw -837960.488667 + Penalty 4283.917217 = -833676.571450 nChanged 45 SP:Iteration 26Q (5509.090000 sec): 3 clusters Score: Raw -837983.809773 + Penalty 4283.917217 = -833699.892556 nChanged 46 SP:Iteration 27Q (5509.330000 sec): 3 clusters Score: Raw -838011.928792 + Penalty 4283.917217 = -833728.011575 nChanged 32 SP:Iteration 28Q (5509.530000 sec): 3 clusters Score: Raw -838033.719852 + Penalty 4283.917217 = -833749.802635 nChanged 35 SP:Iteration 29Q (5509.750000 sec): 3 clusters Score: Raw -838051.952564 + Penalty 4283.917217 = -833768.035347 nChanged 29 SP:Iteration 30Q (5509.990000 sec): 3 clusters Score: Raw -838070.917062 + Penalty 4283.917217 = -833786.999845 nChanged 28 SP:Iteration 31Q (5510.180000 sec): 3 clusters Score: Raw -838090.427266 + Penalty 4283.917217 = -833806.510049 nChanged 28 SP:Iteration 32Q (5510.360000 sec): 3 clusters Score: Raw -838107.976282 + Penalty 4283.917217 = -833824.059065 nChanged 22 SP:Iteration 33Q (5510.580000 sec): 3 clusters Score: Raw -838120.955103 + Penalty 4283.917217 = -833837.037886 nChanged 16 SP:Iteration 34Q (5510.810000 sec): 3 clusters Score: Raw -838128.022980 + Penalty 4283.917217 = -833844.105763 nChanged 10 SP:Iteration 35Q (5511.050000 sec): 3 clusters Score: Raw -838132.853624 + Penalty 4283.917217 = -833848.936407 nChanged 11 SP:Iteration 36Q (5511.280000 sec): 3 clusters Score: Raw -838138.262171 + Penalty 4283.917217 = -833854.344954 nChanged 6 SP:Iteration 37Q (5511.470000 sec): 3 clusters Score: Raw -838144.258061 + Penalty 4283.917217 = -833860.340844 nChanged 8 SP:Iteration 38Q (5511.700000 sec): 3 clusters Score: Raw -838149.873201 + Penalty 4283.917217 = -833865.955984 nChanged 10 SP:Iteration 39Q (5511.920000 sec): 3 clusters Score: Raw -838155.009928 + Penalty 4283.917217 = -833871.092711 nChanged 9 SP:Iteration 40F (5512.110000 sec): 3 clusters Score: Raw -838157.654855 + Penalty 4283.917217 = -833873.737638 nChanged 2 SP:Iteration 41Q (5512.310000 sec): 3 clusters Score: Raw -838158.253824 + Penalty 4283.917217 = -833874.336607 nChanged 1 SP:Iteration 42Q (5512.530000 sec): 3 clusters Score: Raw -838158.468536 + Penalty 4283.917217 = -833874.551319 nChanged 2 SP:Iteration 43Q (5512.730000 sec): 3 clusters Score: Raw -838159.437908 + Penalty 4283.917217 = -833875.520691 nChanged 3 SP:Iteration 44Q (5512.950000 sec): 3 clusters Score: Raw -838161.538730 + Penalty 4283.917217 = -833877.621513 nChanged 5 SP:Iteration 45Q (5513.180000 sec): 3 clusters Score: Raw -838164.226548 + Penalty 4283.917217 = -833880.309331 nChanged 5 SP:Iteration 46Q (5513.350000 sec): 3 clusters Score: Raw -838166.357975 + Penalty 4283.917217 = -833882.440758 nChanged 3 SP:Iteration 47Q (5513.590000 sec): 3 clusters Score: Raw -838167.170030 + Penalty 4283.917217 = -833883.252813 nChanged 1 SP:Iteration 48Q (5513.800000 sec): 3 clusters Score: Raw -838168.032275 + Penalty 4283.917217 = -833884.115058 nChanged 3 SP:Iteration 49Q (5514.030000 sec): 3 clusters Score: Raw -838170.428968 + Penalty 4283.917217 = -833886.511751 nChanged 5 SP:Iteration 50Q (5514.270000 sec): 3 clusters Score: Raw -838172.851688 + Penalty 4283.917217 = -833888.934471 nChanged 7 SP:Iteration 51Q (5514.470000 sec): 3 clusters Score: Raw -838176.555055 + Penalty 4283.917217 = -833892.637838 nChanged 4 SP:Iteration 52Q (5514.690000 sec): 3 clusters Score: Raw -838178.569622 + Penalty 4283.917217 = -833894.652405 nChanged 1 SP:Iteration 53Q (5514.900000 sec): 3 clusters Score: Raw -838178.811689 + Penalty 4283.917217 = -833894.894472 nChanged 0 SP:Iteration 54F (5515.130000 sec): 3 clusters Score: Raw -838178.811689 + Penalty 4283.917217 = -833894.894472 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 11 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5515.320000 sec): 2 clusters Score: Raw -124914.838921 + Penalty 1673.692368 = -123241.146553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5515.470000 sec): 3 clusters Score: Raw -124742.575988 + Penalty 3347.384736 = -121395.191252 nChanged 204 SP:Iteration 1F (5515.630000 sec): 3 clusters Score: Raw -124978.522463 + Penalty 3347.384736 = -121631.137728 nChanged 40 SP:Iteration 2Q (5515.790000 sec): 3 clusters Score: Raw -125038.966582 + Penalty 3347.384736 = -121691.581846 nChanged 15 SP:Iteration 3Q (5515.950000 sec): 3 clusters Score: Raw -125068.785801 + Penalty 3347.384736 = -121721.401066 nChanged 11 SP:Iteration 4Q (5516.070000 sec): 3 clusters Score: Raw -125094.755198 + Penalty 3347.384736 = -121747.370463 nChanged 7 SP:Iteration 5Q (5516.230000 sec): 3 clusters Score: Raw -125111.574717 + Penalty 3347.384736 = -121764.189982 nChanged 11 SP:Iteration 6Q (5516.440000 sec): 3 clusters Score: Raw -125132.112269 + Penalty 3347.384736 = -121784.727533 nChanged 8 SP:Iteration 7Q (5516.560000 sec): 3 clusters Score: Raw -125144.666942 + Penalty 3347.384736 = -121797.282206 nChanged 12 SP:Iteration 8Q (5516.690000 sec): 3 clusters Score: Raw -125165.435095 + Penalty 3347.384736 = -121818.050359 nChanged 10 SP:Iteration 9Q (5516.880000 sec): 3 clusters Score: Raw -125183.627650 + Penalty 3347.384736 = -121836.242914 nChanged 9 SP:Iteration 10Q (5517.100000 sec): 3 clusters Score: Raw -125194.708177 + Penalty 3347.384736 = -121847.323442 nChanged 3 SP:Iteration 11Q (5517.280000 sec): 3 clusters Score: Raw -125197.646925 + Penalty 3347.384736 = -121850.262190 nChanged 0 SP:Iteration 12F (5517.490000 sec): 3 clusters Score: Raw -125197.646925 + Penalty 3347.384736 = -121850.262190 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 12 (73893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5517.990000 sec): 2 clusters Score: Raw -11115180.290962 + Penalty 2780.172598 = -11112400.118364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5518.600000 sec): 3 clusters Score: Raw -11068490.183664 + Penalty 5560.345196 = -11062929.838468 nChanged 34576 SP:Iteration 1F (5519.160000 sec): 3 clusters Score: Raw -11087723.072664 + Penalty 5560.345196 = -11082162.727468 nChanged 2480 SP:Iteration 2Q (5519.780000 sec): 3 clusters Score: Raw -11088305.254460 + Penalty 5560.345196 = -11082744.909263 nChanged 2599 SP:Iteration 3Q (5520.400000 sec): 3 clusters Score: Raw -11089069.640601 + Penalty 5560.345196 = -11083509.295405 nChanged 3150 SP:Iteration 4Q (5520.990000 sec): 3 clusters Score: Raw -11090335.944114 + Penalty 5560.345196 = -11084775.598918 nChanged 4246 SP:Iteration 5F (5521.560000 sec): 3 clusters Score: Raw -11092691.585349 + Penalty 5560.345196 = -11087131.240152 nChanged 5595 SP:Iteration 6F (5522.160000 sec): 3 clusters Score: Raw -11096776.196665 + Penalty 5560.345196 = -11091215.851469 nChanged 6525 SP:Iteration 7F (5522.760000 sec): 3 clusters Score: Raw -11102363.132444 + Penalty 5560.345196 = -11096802.787247 nChanged 5822 SP:Iteration 8F (5523.320000 sec): 3 clusters Score: Raw -11107549.735530 + Penalty 5560.345196 = -11101989.390334 nChanged 4170 SP:Iteration 9F (5523.900000 sec): 3 clusters Score: Raw -11111257.919182 + Penalty 5560.345196 = -11105697.573986 nChanged 2412 SP:Iteration 10Q (5524.500000 sec): 3 clusters Score: Raw -11113384.793074 + Penalty 5560.345196 = -11107824.447878 nChanged 1330 SP:Iteration 11Q (5525.080000 sec): 3 clusters Score: Raw -11114646.710208 + Penalty 5560.345196 = -11109086.365012 nChanged 719 SP:Iteration 12Q (5525.630000 sec): 3 clusters Score: Raw -11115412.304047 + Penalty 5560.345196 = -11109851.958851 nChanged 432 SP:Iteration 13Q (5526.150000 sec): 3 clusters Score: Raw -11115904.641492 + Penalty 5560.345196 = -11110344.296295 nChanged 304 SP:Iteration 14Q (5526.750000 sec): 3 clusters Score: Raw -11116182.583416 + Penalty 5560.345196 = -11110622.238220 nChanged 200 SP:Iteration 15Q (5527.300000 sec): 3 clusters Score: Raw -11116285.006802 + Penalty 5560.345196 = -11110724.661605 nChanged 110 SP:Iteration 16Q (5527.830000 sec): 3 clusters Score: Raw -11116323.111609 + Penalty 5560.345196 = -11110762.766413 nChanged 64 SP:Iteration 17Q (5528.330000 sec): 3 clusters Score: Raw -11116340.643341 + Penalty 5560.345196 = -11110780.298144 nChanged 33 SP:Iteration 18Q (5528.870000 sec): 3 clusters Score: Raw -11116348.593182 + Penalty 5560.345196 = -11110788.247985 nChanged 22 SP:Iteration 19Q (5529.300000 sec): 3 clusters Score: Raw -11116352.903909 + Penalty 5560.345196 = -11110792.558713 nChanged 10 SP:Iteration 20F (5529.850000 sec): 3 clusters Score: Raw -11116354.045577 + Penalty 5560.345196 = -11110793.700381 nChanged 4 SP:Iteration 21Q (5530.430000 sec): 3 clusters Score: Raw -11116354.631950 + Penalty 5560.345196 = -11110794.286753 nChanged 3 SP:Iteration 22Q (5531.030000 sec): 3 clusters Score: Raw -11116355.202950 + Penalty 5560.345196 = -11110794.857753 nChanged 4 SP:Iteration 23Q (5531.570000 sec): 3 clusters Score: Raw -11116355.817930 + Penalty 5560.345196 = -11110795.472734 nChanged 3 SP:Iteration 24Q (5532.050000 sec): 3 clusters Score: Raw -11116356.166195 + Penalty 5560.345196 = -11110795.820999 nChanged 0 SP:Iteration 25F (5532.650000 sec): 3 clusters Score: Raw -11116356.166195 + Penalty 5560.345196 = -11110795.820999 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 13 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5532.780000 sec): 2 clusters Score: Raw -16683.281046 + Penalty 1247.548605 = -15435.732441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5532.980000 sec): 3 clusters Score: Raw -17071.095873 + Penalty 2495.097209 = -14575.998664 nChanged 22 SP:Iteration 1F (5533.140000 sec): 3 clusters Score: Raw -17224.255124 + Penalty 2495.097209 = -14729.157915 nChanged 9 SP:Iteration 2F (5533.360000 sec): 3 clusters Score: Raw -17274.764434 + Penalty 2495.097209 = -14779.667225 nChanged 2 SP:Iteration 3Q (5533.530000 sec): 3 clusters Score: Raw -17285.714788 + Penalty 2495.097209 = -14790.617579 nChanged 0 SP:Iteration 4F (5533.690000 sec): 3 clusters Score: Raw -17285.714788 + Penalty 2495.097209 = -14790.617579 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 14 (16282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5533.920000 sec): 2 clusters Score: Raw -2458676.795497 + Penalty 2405.058240 = -2456271.737257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5534.200000 sec): 3 clusters Score: Raw -2449439.139437 + Penalty 4810.116479 = -2444629.022958 nChanged 7038 SP:Iteration 1F (5534.420000 sec): 3 clusters Score: Raw -2453257.540445 + Penalty 4810.116479 = -2448447.423966 nChanged 1046 SP:Iteration 2F (5534.700000 sec): 3 clusters Score: Raw -2453777.196857 + Penalty 4810.116479 = -2448967.080378 nChanged 971 SP:Iteration 3F (5534.990000 sec): 3 clusters Score: Raw -2454307.674498 + Penalty 4810.116479 = -2449497.558019 nChanged 997 SP:Iteration 4F (5535.330000 sec): 3 clusters Score: Raw -2454935.680352 + Penalty 4810.116479 = -2450125.563873 nChanged 999 SP:Iteration 5F (5535.610000 sec): 3 clusters Score: Raw -2455594.968326 + Penalty 4810.116479 = -2450784.851847 nChanged 957 SP:Iteration 6F (5535.860000 sec): 3 clusters Score: Raw -2456295.791754 + Penalty 4810.116479 = -2451485.675275 nChanged 885 SP:Iteration 7F (5536.120000 sec): 3 clusters Score: Raw -2456934.744339 + Penalty 4810.116479 = -2452124.627860 nChanged 712 SP:Iteration 8Q (5536.460000 sec): 3 clusters Score: Raw -2457454.065710 + Penalty 4810.116479 = -2452643.949231 nChanged 594 SP:Iteration 9Q (5536.710000 sec): 3 clusters Score: Raw -2457821.780590 + Penalty 4810.116479 = -2453011.664111 nChanged 383 SP:Iteration 10Q (5536.980000 sec): 3 clusters Score: Raw -2457996.215693 + Penalty 4810.116479 = -2453186.099214 nChanged 253 SP:Iteration 11Q (5537.270000 sec): 3 clusters Score: Raw -2458097.685097 + Penalty 4810.116479 = -2453287.568618 nChanged 211 SP:Iteration 12Q (5537.500000 sec): 3 clusters Score: Raw -2458174.413969 + Penalty 4810.116479 = -2453364.297490 nChanged 160 SP:Iteration 13Q (5537.770000 sec): 3 clusters Score: Raw -2458232.433774 + Penalty 4810.116479 = -2453422.317295 nChanged 152 SP:Iteration 14Q (5538.040000 sec): 3 clusters Score: Raw -2458285.101320 + Penalty 4810.116479 = -2453474.984841 nChanged 122 SP:Iteration 15Q (5538.320000 sec): 3 clusters Score: Raw -2458327.165767 + Penalty 4810.116479 = -2453517.049288 nChanged 120 SP:Iteration 16Q (5538.570000 sec): 3 clusters Score: Raw -2458366.086369 + Penalty 4810.116479 = -2453555.969890 nChanged 114 SP:Iteration 17Q (5538.830000 sec): 3 clusters Score: Raw -2458402.745207 + Penalty 4810.116479 = -2453592.628728 nChanged 92 SP:Iteration 18Q (5539.070000 sec): 3 clusters Score: Raw -2458433.556470 + Penalty 4810.116479 = -2453623.439991 nChanged 86 SP:Iteration 19Q (5539.380000 sec): 3 clusters Score: Raw -2458459.515458 + Penalty 4810.116479 = -2453649.398978 nChanged 75 SP:Iteration 20F (5539.610000 sec): 3 clusters Score: Raw -2458481.671860 + Penalty 4810.116479 = -2453671.555381 nChanged 60 SP:Iteration 21Q (5539.900000 sec): 3 clusters Score: Raw -2458495.171056 + Penalty 4810.116479 = -2453685.054577 nChanged 57 SP:Iteration 22Q (5540.190000 sec): 3 clusters Score: Raw -2458510.059080 + Penalty 4810.116479 = -2453699.942601 nChanged 53 SP:Iteration 23Q (5540.500000 sec): 3 clusters Score: Raw -2458524.288328 + Penalty 4810.116479 = -2453714.171849 nChanged 54 SP:Iteration 24Q (5540.810000 sec): 3 clusters Score: Raw -2458540.476623 + Penalty 4810.116479 = -2453730.360144 nChanged 55 SP:Iteration 25Q (5541.100000 sec): 3 clusters Score: Raw -2458557.107055 + Penalty 4810.116479 = -2453746.990576 nChanged 57 SP:Iteration 26Q (5541.430000 sec): 3 clusters Score: Raw -2458578.345100 + Penalty 4810.116479 = -2453768.228621 nChanged 61 SP:Iteration 27Q (5541.760000 sec): 3 clusters Score: Raw -2458596.540525 + Penalty 4810.116479 = -2453786.424046 nChanged 50 SP:Iteration 28Q (5541.990000 sec): 3 clusters Score: Raw -2458612.200972 + Penalty 4810.116479 = -2453802.084493 nChanged 47 SP:Iteration 29Q (5542.270000 sec): 3 clusters Score: Raw -2458625.988792 + Penalty 4810.116479 = -2453815.872313 nChanged 43 SP:Iteration 30Q (5542.590000 sec): 3 clusters Score: Raw -2458636.950599 + Penalty 4810.116479 = -2453826.834120 nChanged 43 SP:Iteration 31Q (5542.820000 sec): 3 clusters Score: Raw -2458651.925614 + Penalty 4810.116479 = -2453841.809135 nChanged 59 SP:Iteration 32Q (5543.100000 sec): 3 clusters Score: Raw -2458671.267660 + Penalty 4810.116479 = -2453861.151180 nChanged 45 SP:Iteration 33Q (5543.380000 sec): 3 clusters Score: Raw -2458685.410187 + Penalty 4810.116479 = -2453875.293708 nChanged 54 SP:Iteration 34Q (5543.660000 sec): 3 clusters Score: Raw -2458699.595843 + Penalty 4810.116479 = -2453889.479364 nChanged 48 SP:Iteration 35Q (5543.900000 sec): 3 clusters Score: Raw -2458715.256565 + Penalty 4810.116479 = -2453905.140086 nChanged 46 SP:Iteration 36Q (5544.190000 sec): 3 clusters Score: Raw -2458732.659635 + Penalty 4810.116479 = -2453922.543156 nChanged 52 SP:Iteration 37Q (5544.470000 sec): 3 clusters Score: Raw -2458754.130201 + Penalty 4810.116479 = -2453944.013721 nChanged 58 SP:Iteration 38Q (5544.710000 sec): 3 clusters Score: Raw -2458773.438285 + Penalty 4810.116479 = -2453963.321806 nChanged 43 SP:Iteration 39Q (5545.030000 sec): 3 clusters Score: Raw -2458787.123743 + Penalty 4810.116479 = -2453977.007264 nChanged 34 SP:Iteration 40F (5545.330000 sec): 3 clusters Score: Raw -2458796.830265 + Penalty 4810.116479 = -2453986.713786 nChanged 27 SP:Iteration 41Q (5545.590000 sec): 3 clusters Score: Raw -2458805.491978 + Penalty 4810.116479 = -2453995.375499 nChanged 35 SP:Iteration 42Q (5545.860000 sec): 3 clusters Score: Raw -2458818.913610 + Penalty 4810.116479 = -2454008.797131 nChanged 31 SP:Iteration 43Q (5546.130000 sec): 3 clusters Score: Raw -2458829.160522 + Penalty 4810.116479 = -2454019.044043 nChanged 36 SP:Iteration 44Q (5546.410000 sec): 3 clusters Score: Raw -2458840.378611 + Penalty 4810.116479 = -2454030.262132 nChanged 28 SP:Iteration 45Q (5546.740000 sec): 3 clusters Score: Raw -2458849.818015 + Penalty 4810.116479 = -2454039.701536 nChanged 28 SP:Iteration 46Q (5547.000000 sec): 3 clusters Score: Raw -2458857.325897 + Penalty 4810.116479 = -2454047.209418 nChanged 27 SP:Iteration 47Q (5547.220000 sec): 3 clusters Score: Raw -2458863.513214 + Penalty 4810.116479 = -2454053.396735 nChanged 16 SP:Iteration 48Q (5547.490000 sec): 3 clusters Score: Raw -2458868.819376 + Penalty 4810.116479 = -2454058.702897 nChanged 17 SP:Iteration 49Q (5547.740000 sec): 3 clusters Score: Raw -2458874.264620 + Penalty 4810.116479 = -2454064.148141 nChanged 17 SP:Iteration 50Q (5548.010000 sec): 3 clusters Score: Raw -2458879.669985 + Penalty 4810.116479 = -2454069.553506 nChanged 17 SP:Iteration 51Q (5548.250000 sec): 3 clusters Score: Raw -2458884.532859 + Penalty 4810.116479 = -2454074.416380 nChanged 20 SP:Iteration 52Q (5548.510000 sec): 3 clusters Score: Raw -2458891.325539 + Penalty 4810.116479 = -2454081.209060 nChanged 20 SP:Iteration 53Q (5548.790000 sec): 3 clusters Score: Raw -2458897.860227 + Penalty 4810.116479 = -2454087.743748 nChanged 18 SP:Iteration 54Q (5549.050000 sec): 3 clusters Score: Raw -2458903.064733 + Penalty 4810.116479 = -2454092.948254 nChanged 19 SP:Iteration 55Q (5549.320000 sec): 3 clusters Score: Raw -2458909.160092 + Penalty 4810.116479 = -2454099.043613 nChanged 17 SP:Iteration 56Q (5549.550000 sec): 3 clusters Score: Raw -2458914.064357 + Penalty 4810.116479 = -2454103.947878 nChanged 13 SP:Iteration 57Q (5549.800000 sec): 3 clusters Score: Raw -2458917.965126 + Penalty 4810.116479 = -2454107.848647 nChanged 19 SP:Iteration 58Q (5550.050000 sec): 3 clusters Score: Raw -2458924.950075 + Penalty 4810.116479 = -2454114.833596 nChanged 15 SP:Iteration 59Q (5550.320000 sec): 3 clusters Score: Raw -2458930.406107 + Penalty 4810.116479 = -2454120.289628 nChanged 17 SP:Iteration 60F (5550.640000 sec): 3 clusters Score: Raw -2458937.082433 + Penalty 4810.116479 = -2454126.965954 nChanged 26 SP:Iteration 61Q (5550.910000 sec): 3 clusters Score: Raw -2458946.483143 + Penalty 4810.116479 = -2454136.366663 nChanged 20 SP:Iteration 62Q (5551.160000 sec): 3 clusters Score: Raw -2458952.618996 + Penalty 4810.116479 = -2454142.502517 nChanged 14 SP:Iteration 63Q (5551.430000 sec): 3 clusters Score: Raw -2458957.359858 + Penalty 4810.116479 = -2454147.243379 nChanged 17 SP:Iteration 64Q (5551.750000 sec): 3 clusters Score: Raw -2458963.020291 + Penalty 4810.116479 = -2454152.903812 nChanged 17 SP:Iteration 65Q (5552.070000 sec): 3 clusters Score: Raw -2458968.275395 + Penalty 4810.116479 = -2454158.158916 nChanged 14 SP:Iteration 66Q (5552.330000 sec): 3 clusters Score: Raw -2458973.115646 + Penalty 4810.116479 = -2454162.999167 nChanged 9 SP:Iteration 67Q (5552.610000 sec): 3 clusters Score: Raw -2458975.698715 + Penalty 4810.116479 = -2454165.582236 nChanged 9 SP:Iteration 68Q (5552.860000 sec): 3 clusters Score: Raw -2458979.476225 + Penalty 4810.116479 = -2454169.359745 nChanged 12 SP:Iteration 69Q (5553.120000 sec): 3 clusters Score: Raw -2458982.802061 + Penalty 4810.116479 = -2454172.685582 nChanged 10 SP:Iteration 70Q (5553.410000 sec): 3 clusters Score: Raw -2458984.899478 + Penalty 4810.116479 = -2454174.782999 nChanged 6 SP:Iteration 71Q (5553.690000 sec): 3 clusters Score: Raw -2458985.873148 + Penalty 4810.116479 = -2454175.756669 nChanged 4 SP:Iteration 72Q (5553.940000 sec): 3 clusters Score: Raw -2458986.651512 + Penalty 4810.116479 = -2454176.535032 nChanged 4 SP:Iteration 73Q (5554.210000 sec): 3 clusters Score: Raw -2458987.699592 + Penalty 4810.116479 = -2454177.583113 nChanged 4 SP:Iteration 74Q (5554.490000 sec): 3 clusters Score: Raw -2458989.022710 + Penalty 4810.116479 = -2454178.906231 nChanged 6 SP:Iteration 75Q (5554.800000 sec): 3 clusters Score: Raw -2458990.337491 + Penalty 4810.116479 = -2454180.221011 nChanged 4 SP:Iteration 76Q (5555.030000 sec): 3 clusters Score: Raw -2458991.650013 + Penalty 4810.116479 = -2454181.533534 nChanged 3 SP:Iteration 77Q (5555.320000 sec): 3 clusters Score: Raw -2458992.261150 + Penalty 4810.116479 = -2454182.144670 nChanged 0 SP:Iteration 78F (5555.610000 sec): 3 clusters Score: Raw -2458992.261150 + Penalty 4810.116479 = -2454182.144670 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 15 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5555.750000 sec): 2 clusters Score: Raw -231624.708064 + Penalty 1822.928011 = -229801.780054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5555.990000 sec): 3 clusters Score: Raw -231099.726153 + Penalty 3645.856021 = -227453.870132 nChanged 453 SP:Iteration 1F (5556.200000 sec): 3 clusters Score: Raw -231472.069093 + Penalty 3645.856021 = -227826.213072 nChanged 105 SP:Iteration 2F (5556.350000 sec): 3 clusters Score: Raw -231575.721844 + Penalty 3645.856021 = -227929.865823 nChanged 60 SP:Iteration 3Q (5556.520000 sec): 3 clusters Score: Raw -231644.654712 + Penalty 3645.856021 = -227998.798691 nChanged 47 SP:Iteration 4Q (5556.720000 sec): 3 clusters Score: Raw -231688.780452 + Penalty 3645.856021 = -228042.924431 nChanged 26 SP:Iteration 5Q (5556.880000 sec): 3 clusters Score: Raw -231714.055773 + Penalty 3645.856021 = -228068.199752 nChanged 15 SP:Iteration 6Q (5557.080000 sec): 3 clusters Score: Raw -231726.689072 + Penalty 3645.856021 = -228080.833051 nChanged 11 SP:Iteration 7Q (5557.250000 sec): 3 clusters Score: Raw -231737.664689 + Penalty 3645.856021 = -228091.808668 nChanged 9 SP:Iteration 8Q (5557.460000 sec): 3 clusters Score: Raw -231746.549639 + Penalty 3645.856021 = -228100.693618 nChanged 10 SP:Iteration 9Q (5557.640000 sec): 3 clusters Score: Raw -231752.820438 + Penalty 3645.856021 = -228106.964417 nChanged 7 SP:Iteration 10Q (5557.810000 sec): 3 clusters Score: Raw -231758.181542 + Penalty 3645.856021 = -228112.325521 nChanged 5 SP:Iteration 11Q (5558.000000 sec): 3 clusters Score: Raw -231762.530787 + Penalty 3645.856021 = -228116.674766 nChanged 6 SP:Iteration 12Q (5558.150000 sec): 3 clusters Score: Raw -231769.036671 + Penalty 3645.856021 = -228123.180650 nChanged 4 SP:Iteration 13Q (5558.320000 sec): 3 clusters Score: Raw -231772.085399 + Penalty 3645.856021 = -228126.229378 nChanged 3 SP:Iteration 14Q (5558.500000 sec): 3 clusters Score: Raw -231776.290449 + Penalty 3645.856021 = -228130.434427 nChanged 3 SP:Iteration 15Q (5558.750000 sec): 3 clusters Score: Raw -231778.280984 + Penalty 3645.856021 = -228132.424962 nChanged 6 SP:Iteration 16Q (5558.960000 sec): 3 clusters Score: Raw -231783.959665 + Penalty 3645.856021 = -228138.103644 nChanged 1 SP:Iteration 17Q (5559.120000 sec): 3 clusters Score: Raw -231784.777522 + Penalty 3645.856021 = -228138.921501 nChanged 1 SP:Iteration 18Q (5559.350000 sec): 3 clusters Score: Raw -231784.962468 + Penalty 3645.856021 = -228139.106447 nChanged 0 SP:Iteration 19F (5559.550000 sec): 3 clusters Score: Raw -231784.962468 + Penalty 3645.856021 = -228139.106447 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 16 (6332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5559.700000 sec): 2 clusters Score: Raw -917123.181495 + Penalty 2170.836112 = -914952.345383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5559.950000 sec): 3 clusters Score: Raw -913968.098671 + Penalty 4341.672225 = -909626.426446 nChanged 2472 SP:Iteration 1F (5560.110000 sec): 3 clusters Score: Raw -915259.265826 + Penalty 4341.672225 = -910917.593601 nChanged 433 SP:Iteration 2F (5560.310000 sec): 3 clusters Score: Raw -915499.105836 + Penalty 4341.672225 = -911157.433611 nChanged 298 SP:Iteration 3Q (5560.530000 sec): 3 clusters Score: Raw -915645.272757 + Penalty 4341.672225 = -911303.600532 nChanged 242 SP:Iteration 4Q (5560.760000 sec): 3 clusters Score: Raw -915775.578370 + Penalty 4341.672225 = -911433.906146 nChanged 215 SP:Iteration 5Q (5560.970000 sec): 3 clusters Score: Raw -915890.449823 + Penalty 4341.672225 = -911548.777598 nChanged 185 SP:Iteration 6Q (5561.230000 sec): 3 clusters Score: Raw -915989.342577 + Penalty 4341.672225 = -911647.670352 nChanged 179 SP:Iteration 7Q (5561.420000 sec): 3 clusters Score: Raw -916113.453704 + Penalty 4341.672225 = -911771.781479 nChanged 217 SP:Iteration 8Q (5561.610000 sec): 3 clusters Score: Raw -916268.008414 + Penalty 4341.672225 = -911926.336189 nChanged 254 SP:Iteration 9Q (5561.840000 sec): 3 clusters Score: Raw -916453.742318 + Penalty 4341.672225 = -912112.070093 nChanged 281 SP:Iteration 10Q (5562.050000 sec): 3 clusters Score: Raw -916669.599343 + Penalty 4341.672225 = -912327.927118 nChanged 325 SP:Iteration 11F (5562.350000 sec): 3 clusters Score: Raw -916910.884100 + Penalty 4341.672225 = -912569.211875 nChanged 266 SP:Iteration 12Q (5562.620000 sec): 3 clusters Score: Raw -917109.807664 + Penalty 4341.672225 = -912768.135440 nChanged 250 SP:Iteration 13Q (5562.880000 sec): 3 clusters Score: Raw -917290.017048 + Penalty 4341.672225 = -912948.344823 nChanged 196 SP:Iteration 14Q (5563.160000 sec): 3 clusters Score: Raw -917422.326404 + Penalty 4341.672225 = -913080.654179 nChanged 161 SP:Iteration 15Q (5563.370000 sec): 3 clusters Score: Raw -917537.621146 + Penalty 4341.672225 = -913195.948921 nChanged 129 SP:Iteration 16Q (5563.550000 sec): 3 clusters Score: Raw -917633.868445 + Penalty 4341.672225 = -913292.196220 nChanged 107 SP:Iteration 17Q (5563.780000 sec): 3 clusters Score: Raw -917700.869541 + Penalty 4341.672225 = -913359.197317 nChanged 86 SP:Iteration 18Q (5563.970000 sec): 3 clusters Score: Raw -917751.232624 + Penalty 4341.672225 = -913409.560399 nChanged 74 SP:Iteration 19Q (5564.210000 sec): 3 clusters Score: Raw -917805.144145 + Penalty 4341.672225 = -913463.471920 nChanged 63 SP:Iteration 20F (5564.440000 sec): 3 clusters Score: Raw -917847.451681 + Penalty 4341.672225 = -913505.779457 nChanged 55 SP:Iteration 21Q (5564.690000 sec): 3 clusters Score: Raw -917875.874757 + Penalty 4341.672225 = -913534.202532 nChanged 46 SP:Iteration 22Q (5564.910000 sec): 3 clusters Score: Raw -917902.894762 + Penalty 4341.672225 = -913561.222538 nChanged 33 SP:Iteration 23Q (5565.110000 sec): 3 clusters Score: Raw -917918.749861 + Penalty 4341.672225 = -913577.077637 nChanged 28 SP:Iteration 24Q (5565.330000 sec): 3 clusters Score: Raw -917928.153882 + Penalty 4341.672225 = -913586.481658 nChanged 19 SP:Iteration 25Q (5565.530000 sec): 3 clusters Score: Raw -917934.421405 + Penalty 4341.672225 = -913592.749180 nChanged 14 SP:Iteration 26Q (5565.760000 sec): 3 clusters Score: Raw -917940.784764 + Penalty 4341.672225 = -913599.112539 nChanged 20 SP:Iteration 27Q (5565.980000 sec): 3 clusters Score: Raw -917948.191720 + Penalty 4341.672225 = -913606.519495 nChanged 12 SP:Iteration 28Q (5566.170000 sec): 3 clusters Score: Raw -917951.009450 + Penalty 4341.672225 = -913609.337225 nChanged 3 SP:Iteration 29Q (5566.390000 sec): 3 clusters Score: Raw -917951.714351 + Penalty 4341.672225 = -913610.042126 nChanged 0 SP:Iteration 30F (5566.580000 sec): 3 clusters Score: Raw -917951.714351 + Penalty 4341.672225 = -913610.042126 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 17 (1121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5566.730000 sec): 2 clusters Score: Raw -166771.877909 + Penalty 1741.450153 = -165030.427756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5566.860000 sec): 3 clusters Score: Raw -166480.198330 + Penalty 3482.900306 = -162997.298025 nChanged 294 SP:Iteration 1F (5567.040000 sec): 3 clusters Score: Raw -166770.708198 + Penalty 3482.900306 = -163287.807892 nChanged 83 SP:Iteration 2F (5567.190000 sec): 3 clusters Score: Raw -166867.267558 + Penalty 3482.900306 = -163384.367252 nChanged 42 SP:Iteration 3Q (5567.370000 sec): 3 clusters Score: Raw -166911.887454 + Penalty 3482.900306 = -163428.987148 nChanged 24 SP:Iteration 4Q (5567.550000 sec): 3 clusters Score: Raw -166935.418973 + Penalty 3482.900306 = -163452.518667 nChanged 16 SP:Iteration 5Q (5567.740000 sec): 3 clusters Score: Raw -166955.531230 + Penalty 3482.900306 = -163472.630924 nChanged 6 SP:Iteration 6Q (5567.920000 sec): 3 clusters Score: Raw -166962.485355 + Penalty 3482.900306 = -163479.585049 nChanged 4 SP:Iteration 7Q (5568.060000 sec): 3 clusters Score: Raw -166964.895180 + Penalty 3482.900306 = -163481.994875 nChanged 4 SP:Iteration 8Q (5568.260000 sec): 3 clusters Score: Raw -166968.866045 + Penalty 3482.900306 = -163485.965740 nChanged 3 SP:Iteration 9Q (5568.430000 sec): 3 clusters Score: Raw -166972.951413 + Penalty 3482.900306 = -163490.051107 nChanged 6 SP:Iteration 10Q (5568.640000 sec): 3 clusters Score: Raw -166979.433182 + Penalty 3482.900306 = -163496.532876 nChanged 11 SP:Iteration 11Q (5568.820000 sec): 3 clusters Score: Raw -166989.567887 + Penalty 3482.900306 = -163506.667581 nChanged 7 SP:Iteration 12Q (5569.000000 sec): 3 clusters Score: Raw -166995.675600 + Penalty 3482.900306 = -163512.775294 nChanged 4 SP:Iteration 13Q (5569.180000 sec): 3 clusters Score: Raw -167001.067558 + Penalty 3482.900306 = -163518.167253 nChanged 6 SP:Iteration 14Q (5569.360000 sec): 3 clusters Score: Raw -167006.891925 + Penalty 3482.900306 = -163523.991619 nChanged 5 SP:Iteration 15Q (5569.600000 sec): 3 clusters Score: Raw -167014.098792 + Penalty 3482.900306 = -163531.198486 nChanged 2 SP:Iteration 16Q (5569.820000 sec): 3 clusters Score: Raw -167015.511321 + Penalty 3482.900306 = -163532.611015 nChanged 1 SP:Iteration 17Q (5570.000000 sec): 3 clusters Score: Raw -167016.243807 + Penalty 3482.900306 = -163533.343501 nChanged 1 SP:Iteration 18Q (5570.220000 sec): 3 clusters Score: Raw -167016.644424 + Penalty 3482.900306 = -163533.744118 nChanged 0 SP:Iteration 19F (5570.380000 sec): 3 clusters Score: Raw -167016.644424 + Penalty 3482.900306 = -163533.744118 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 18 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5570.490000 sec): 2 clusters Score: Raw -56771.196691 + Penalty 1501.500958 = -55269.695734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5570.710000 sec): 3 clusters Score: Raw -56833.258443 + Penalty 3003.001916 = -53830.256527 nChanged 62 SP:Iteration 1F (5570.880000 sec): 3 clusters Score: Raw -56987.660829 + Penalty 3003.001916 = -53984.658913 nChanged 22 SP:Iteration 2F (5571.050000 sec): 3 clusters Score: Raw -57060.685930 + Penalty 3003.001916 = -54057.684014 nChanged 11 SP:Iteration 3Q (5571.270000 sec): 3 clusters Score: Raw -57097.644840 + Penalty 3003.001916 = -54094.642924 nChanged 12 SP:Iteration 4Q (5571.420000 sec): 3 clusters Score: Raw -57164.600459 + Penalty 3003.001916 = -54161.598543 nChanged 7 SP:Iteration 5Q (5571.520000 sec): 3 clusters Score: Raw -57189.165570 + Penalty 3003.001916 = -54186.163654 nChanged 3 SP:Iteration 6Q (5571.700000 sec): 3 clusters Score: Raw -57201.839658 + Penalty 3003.001916 = -54198.837742 nChanged 3 SP:Iteration 7Q (5571.920000 sec): 3 clusters Score: Raw -57217.315160 + Penalty 3003.001916 = -54214.313244 nChanged 3 SP:Iteration 8Q (5572.130000 sec): 3 clusters Score: Raw -57238.310281 + Penalty 3003.001916 = -54235.308365 nChanged 0 SP:Iteration 9F (5572.260000 sec): 3 clusters Score: Raw -57238.310281 + Penalty 3003.001916 = -54235.308365 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 19 (61617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5572.660000 sec): 2 clusters Score: Raw -9052844.703894 + Penalty 2735.115885 = -9050109.588009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5573.130000 sec): 3 clusters Score: Raw -9014207.404924 + Penalty 5470.231770 = -9008737.173154 nChanged 28731 SP:Iteration 1F (5573.600000 sec): 3 clusters Score: Raw -9030267.054071 + Penalty 5470.231770 = -9024796.822301 nChanged 2271 SP:Iteration 2Q (5574.090000 sec): 3 clusters Score: Raw -9030872.872419 + Penalty 5470.231770 = -9025402.640649 nChanged 2178 SP:Iteration 3Q (5574.650000 sec): 3 clusters Score: Raw -9031486.633948 + Penalty 5470.231770 = -9026016.402178 nChanged 2219 SP:Iteration 4Q (5575.200000 sec): 3 clusters Score: Raw -9032214.271076 + Penalty 5470.231770 = -9026744.039306 nChanged 2325 SP:Iteration 5Q (5575.700000 sec): 3 clusters Score: Raw -9033101.475509 + Penalty 5470.231770 = -9027631.243739 nChanged 2540 SP:Iteration 6Q (5576.290000 sec): 3 clusters Score: Raw -9034200.641486 + Penalty 5470.231770 = -9028730.409716 nChanged 2849 SP:Iteration 7Q (5576.820000 sec): 3 clusters Score: Raw -9035702.983130 + Penalty 5470.231770 = -9030232.751360 nChanged 3210 SP:Iteration 8F (5577.370000 sec): 3 clusters Score: Raw -9037613.107431 + Penalty 5470.231770 = -9032142.875661 nChanged 3423 SP:Iteration 9F (5577.930000 sec): 3 clusters Score: Raw -9039876.307653 + Penalty 5470.231770 = -9034406.075883 nChanged 3560 SP:Iteration 10F (5578.390000 sec): 3 clusters Score: Raw -9042399.223809 + Penalty 5470.231770 = -9036928.992039 nChanged 3467 SP:Iteration 11F (5578.880000 sec): 3 clusters Score: Raw -9045023.186670 + Penalty 5470.231770 = -9039552.954900 nChanged 3101 SP:Iteration 12F (5579.410000 sec): 3 clusters Score: Raw -9047495.341274 + Penalty 5470.231770 = -9042025.109504 nChanged 2424 SP:Iteration 13Q (5579.910000 sec): 3 clusters Score: Raw -9049461.374841 + Penalty 5470.231770 = -9043991.143070 nChanged 1717 SP:Iteration 14Q (5580.540000 sec): 3 clusters Score: Raw -9050891.172806 + Penalty 5470.231770 = -9045420.941036 nChanged 1170 SP:Iteration 15Q (5581.050000 sec): 3 clusters Score: Raw -9051843.459194 + Penalty 5470.231770 = -9046373.227424 nChanged 761 SP:Iteration 16Q (5581.530000 sec): 3 clusters Score: Raw -9052428.109965 + Penalty 5470.231770 = -9046957.878195 nChanged 503 SP:Iteration 17Q (5582.030000 sec): 3 clusters Score: Raw -9052783.636796 + Penalty 5470.231770 = -9047313.405025 nChanged 371 SP:Iteration 18Q (5582.520000 sec): 3 clusters Score: Raw -9053033.700135 + Penalty 5470.231770 = -9047563.468364 nChanged 273 SP:Iteration 19Q (5582.970000 sec): 3 clusters Score: Raw -9053214.171514 + Penalty 5470.231770 = -9047743.939743 nChanged 198 SP:Iteration 20F (5583.430000 sec): 3 clusters Score: Raw -9053334.031337 + Penalty 5470.231770 = -9047863.799566 nChanged 159 SP:Iteration 21Q (5583.830000 sec): 3 clusters Score: Raw -9053412.115963 + Penalty 5470.231770 = -9047941.884193 nChanged 111 SP:Iteration 22Q (5584.330000 sec): 3 clusters Score: Raw -9053459.633204 + Penalty 5470.231770 = -9047989.401433 nChanged 84 SP:Iteration 23Q (5584.880000 sec): 3 clusters Score: Raw -9053494.109136 + Penalty 5470.231770 = -9048023.877366 nChanged 63 SP:Iteration 24Q (5585.320000 sec): 3 clusters Score: Raw -9053515.835301 + Penalty 5470.231770 = -9048045.603531 nChanged 46 SP:Iteration 25Q (5585.810000 sec): 3 clusters Score: Raw -9053529.984323 + Penalty 5470.231770 = -9048059.752552 nChanged 28 SP:Iteration 26Q (5586.270000 sec): 3 clusters Score: Raw -9053537.832491 + Penalty 5470.231770 = -9048067.600721 nChanged 25 SP:Iteration 27Q (5586.740000 sec): 3 clusters Score: Raw -9053543.660904 + Penalty 5470.231770 = -9048073.429134 nChanged 19 SP:Iteration 28Q (5587.200000 sec): 3 clusters Score: Raw -9053548.815634 + Penalty 5470.231770 = -9048078.583863 nChanged 9 SP:Iteration 29Q (5587.630000 sec): 3 clusters Score: Raw -9053550.872109 + Penalty 5470.231770 = -9048080.640339 nChanged 8 SP:Iteration 30Q (5588.100000 sec): 3 clusters Score: Raw -9053553.171824 + Penalty 5470.231770 = -9048082.940054 nChanged 11 SP:Iteration 31Q (5588.560000 sec): 3 clusters Score: Raw -9053556.477535 + Penalty 5470.231770 = -9048086.245764 nChanged 6 SP:Iteration 32Q (5589.070000 sec): 3 clusters Score: Raw -9053558.127249 + Penalty 5470.231770 = -9048087.895478 nChanged 3 SP:Iteration 33Q (5589.550000 sec): 3 clusters Score: Raw -9053559.403924 + Penalty 5470.231770 = -9048089.172154 nChanged 2 SP:Iteration 34Q (5590.060000 sec): 3 clusters Score: Raw -9053559.971772 + Penalty 5470.231770 = -9048089.740002 nChanged 1 SP:Iteration 35Q (5590.510000 sec): 3 clusters Score: Raw -9053560.300159 + Penalty 5470.231770 = -9048090.068388 nChanged 2 SP:Iteration 36Q (5591.050000 sec): 3 clusters Score: Raw -9053560.739854 + Penalty 5470.231770 = -9048090.508084 nChanged 5 SP:Iteration 37Q (5591.490000 sec): 3 clusters Score: Raw -9053562.702689 + Penalty 5470.231770 = -9048092.470918 nChanged 5 SP:Iteration 38Q (5591.990000 sec): 3 clusters Score: Raw -9053563.768992 + Penalty 5470.231770 = -9048093.537221 nChanged 4 SP:Iteration 39Q (5592.470000 sec): 3 clusters Score: Raw -9053564.636518 + Penalty 5470.231770 = -9048094.404747 nChanged 6 SP:Iteration 40F (5592.970000 sec): 3 clusters Score: Raw -9053566.304319 + Penalty 5470.231770 = -9048096.072548 nChanged 8 SP:Iteration 41Q (5593.500000 sec): 3 clusters Score: Raw -9053568.720127 + Penalty 5470.231770 = -9048098.488356 nChanged 10 SP:Iteration 42Q (5593.980000 sec): 3 clusters Score: Raw -9053571.594353 + Penalty 5470.231770 = -9048101.362583 nChanged 9 SP:Iteration 43Q (5594.390000 sec): 3 clusters Score: Raw -9053574.066783 + Penalty 5470.231770 = -9048103.835013 nChanged 10 SP:Iteration 44Q (5594.850000 sec): 3 clusters Score: Raw -9053576.824111 + Penalty 5470.231770 = -9048106.592341 nChanged 9 SP:Iteration 45Q (5595.320000 sec): 3 clusters Score: Raw -9053579.363386 + Penalty 5470.231770 = -9048109.131616 nChanged 7 SP:Iteration 46Q (5595.780000 sec): 3 clusters Score: Raw -9053581.732227 + Penalty 5470.231770 = -9048111.500456 nChanged 8 SP:Iteration 47Q (5596.200000 sec): 3 clusters Score: Raw -9053583.638302 + Penalty 5470.231770 = -9048113.406531 nChanged 8 SP:Iteration 48Q (5596.690000 sec): 3 clusters Score: Raw -9053585.617635 + Penalty 5470.231770 = -9048115.385864 nChanged 5 SP:Iteration 49Q (5597.190000 sec): 3 clusters Score: Raw -9053586.260250 + Penalty 5470.231770 = -9048116.028479 nChanged 1 SP:Iteration 50Q (5597.620000 sec): 3 clusters Score: Raw -9053586.368731 + Penalty 5470.231770 = -9048116.136961 nChanged 0 SP:Iteration 51F (5598.100000 sec): 3 clusters Score: Raw -9053586.368731 + Penalty 5470.231770 = -9048116.136961 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5598.240000 sec): 2 clusters Score: Raw -77678.014434 + Penalty 1572.409107 = -76105.605327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5598.460000 sec): 3 clusters Score: Raw -77699.926062 + Penalty 3144.818215 = -74555.107847 nChanged 111 SP:Iteration 1F (5598.640000 sec): 3 clusters Score: Raw -77890.454991 + Penalty 3144.818215 = -74745.636777 nChanged 28 SP:Iteration 2Q (5598.810000 sec): 3 clusters Score: Raw -77947.136940 + Penalty 3144.818215 = -74802.318725 nChanged 16 SP:Iteration 3Q (5598.990000 sec): 3 clusters Score: Raw -77979.188788 + Penalty 3144.818215 = -74834.370573 nChanged 8 SP:Iteration 4Q (5599.120000 sec): 3 clusters Score: Raw -77994.892814 + Penalty 3144.818215 = -74850.074599 nChanged 6 SP:Iteration 5Q (5599.280000 sec): 3 clusters Score: Raw -78006.543056 + Penalty 3144.818215 = -74861.724841 nChanged 6 SP:Iteration 6Q (5599.500000 sec): 3 clusters Score: Raw -78018.697394 + Penalty 3144.818215 = -74873.879179 nChanged 4 SP:Iteration 7Q (5599.630000 sec): 3 clusters Score: Raw -78026.061938 + Penalty 3144.818215 = -74881.243723 nChanged 2 SP:Iteration 8Q (5599.810000 sec): 3 clusters Score: Raw -78030.862919 + Penalty 3144.818215 = -74886.044704 nChanged 0 SP:Iteration 9F (5599.980000 sec): 3 clusters Score: Raw -78030.862919 + Penalty 3144.818215 = -74886.044704 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 21 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5600.090000 sec): 2 clusters Score: Raw -147235.561915 + Penalty 1722.611470 = -145512.950445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5600.250000 sec): 3 clusters Score: Raw -147014.003941 + Penalty 3445.222940 = -143568.781001 nChanged 279 SP:Iteration 1F (5600.470000 sec): 3 clusters Score: Raw -147395.829640 + Penalty 3445.222940 = -143950.606700 nChanged 73 SP:Iteration 2F (5600.670000 sec): 3 clusters Score: Raw -147543.511028 + Penalty 3445.222940 = -144098.288088 nChanged 48 SP:Iteration 3Q (5600.910000 sec): 3 clusters Score: Raw -147619.725625 + Penalty 3445.222940 = -144174.502685 nChanged 28 SP:Iteration 4Q (5601.080000 sec): 3 clusters Score: Raw -147665.595918 + Penalty 3445.222940 = -144220.372979 nChanged 23 SP:Iteration 5Q (5601.260000 sec): 3 clusters Score: Raw -147708.016212 + Penalty 3445.222940 = -144262.793273 nChanged 25 SP:Iteration 6Q (5601.470000 sec): 3 clusters Score: Raw -147764.216279 + Penalty 3445.222940 = -144318.993339 nChanged 30 SP:Iteration 7Q (5601.610000 sec): 3 clusters Score: Raw -147837.213890 + Penalty 3445.222940 = -144391.990951 nChanged 25 SP:Iteration 8Q (5601.800000 sec): 3 clusters Score: Raw -147878.104087 + Penalty 3445.222940 = -144432.881147 nChanged 23 SP:Iteration 9Q (5601.980000 sec): 3 clusters Score: Raw -147923.406139 + Penalty 3445.222940 = -144478.183200 nChanged 25 SP:Iteration 10Q (5602.180000 sec): 3 clusters Score: Raw -147989.951821 + Penalty 3445.222940 = -144544.728881 nChanged 26 SP:Iteration 11Q (5602.340000 sec): 3 clusters Score: Raw -148049.474558 + Penalty 3445.222940 = -144604.251618 nChanged 24 SP:Iteration 12Q (5602.500000 sec): 3 clusters Score: Raw -148110.457727 + Penalty 3445.222940 = -144665.234787 nChanged 14 SP:Iteration 13Q (5602.640000 sec): 3 clusters Score: Raw -148145.824107 + Penalty 3445.222940 = -144700.601167 nChanged 13 SP:Iteration 14Q (5602.800000 sec): 3 clusters Score: Raw -148169.948915 + Penalty 3445.222940 = -144724.725975 nChanged 6 SP:Iteration 15Q (5602.980000 sec): 3 clusters Score: Raw -148178.399316 + Penalty 3445.222940 = -144733.176376 nChanged 5 SP:Iteration 16Q (5603.180000 sec): 3 clusters Score: Raw -148185.316883 + Penalty 3445.222940 = -144740.093944 nChanged 1 SP:Iteration 17Q (5603.360000 sec): 3 clusters Score: Raw -148187.601714 + Penalty 3445.222940 = -144742.378775 nChanged 1 SP:Iteration 18Q (5603.530000 sec): 3 clusters Score: Raw -148188.585121 + Penalty 3445.222940 = -144743.362182 nChanged 1 SP:Iteration 19Q (5603.740000 sec): 3 clusters Score: Raw -148190.303264 + Penalty 3445.222940 = -144745.080324 nChanged 1 SP:Iteration 20F (5603.940000 sec): 3 clusters Score: Raw -148191.605232 + Penalty 3445.222940 = -144746.382293 nChanged 1 SP:Iteration 21Q (5604.090000 sec): 3 clusters Score: Raw -148193.466904 + Penalty 3445.222940 = -144748.243965 nChanged 1 SP:Iteration 22Q (5604.300000 sec): 3 clusters Score: Raw -148194.702220 + Penalty 3445.222940 = -144749.479280 nChanged 0 SP:Iteration 23F (5604.520000 sec): 3 clusters Score: Raw -148194.702220 + Penalty 3445.222940 = -144749.479280 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 22 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5604.640000 sec): 2 clusters Score: Raw -24183.589616 + Penalty 1299.953260 = -22883.636356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5604.880000 sec): 3 clusters Score: Raw -24402.492524 + Penalty 2599.906519 = -21802.586004 nChanged 15 SP:Iteration 1F (5605.220000 sec): 3 clusters Score: Raw -24484.520461 + Penalty 2599.906519 = -21884.613941 nChanged 14 SP:Iteration 2F (5605.460000 sec): 3 clusters Score: Raw -24536.126236 + Penalty 2599.906519 = -21936.219717 nChanged 2 SP:Iteration 3Q (5605.620000 sec): 3 clusters Score: Raw -24546.830537 + Penalty 2599.906519 = -21946.924017 nChanged 1 SP:Iteration 4Q (5605.780000 sec): 3 clusters Score: Raw -24549.150448 + Penalty 2599.906519 = -21949.243928 nChanged 0 SP:Iteration 5F (5606.010000 sec): 3 clusters Score: Raw -24549.150448 + Penalty 2599.906519 = -21949.243928 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 23 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5606.080000 sec): 2 clusters Score: Raw -25243.855791 + Penalty 1305.147167 = -23938.708624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5606.330000 sec): 3 clusters Score: Raw -25414.623903 + Penalty 2610.294334 = -22804.329569 nChanged 12 SP:Iteration 1F (5606.490000 sec): 3 clusters Score: Raw -25472.335378 + Penalty 2610.294334 = -22862.041045 nChanged 6 SP:Iteration 2Q (5606.690000 sec): 3 clusters Score: Raw -25518.388648 + Penalty 2610.294334 = -22908.094314 nChanged 1 SP:Iteration 3Q (5606.840000 sec): 3 clusters Score: Raw -25522.060214 + Penalty 2610.294334 = -22911.765881 nChanged 1 SP:Iteration 4Q (5607.020000 sec): 3 clusters Score: Raw -25526.265441 + Penalty 2610.294334 = -22915.971107 nChanged 0 SP:Iteration 5F (5607.210000 sec): 3 clusters Score: Raw -25526.265441 + Penalty 2610.294334 = -22915.971107 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 24 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5607.290000 sec): 2 clusters Score: Raw -133913.654357 + Penalty 1706.080240 = -132207.574118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5607.460000 sec): 3 clusters Score: Raw -133729.423541 + Penalty 3412.160479 = -130317.263062 nChanged 243 SP:Iteration 1F (5607.600000 sec): 3 clusters Score: Raw -133997.920129 + Penalty 3412.160479 = -130585.759650 nChanged 66 SP:Iteration 2F (5607.800000 sec): 3 clusters Score: Raw -134118.161574 + Penalty 3412.160479 = -130706.001095 nChanged 43 SP:Iteration 3Q (5607.950000 sec): 3 clusters Score: Raw -134200.335110 + Penalty 3412.160479 = -130788.174631 nChanged 24 SP:Iteration 4Q (5608.190000 sec): 3 clusters Score: Raw -134248.598486 + Penalty 3412.160479 = -130836.438007 nChanged 23 SP:Iteration 5Q (5608.390000 sec): 3 clusters Score: Raw -134299.179152 + Penalty 3412.160479 = -130887.018673 nChanged 19 SP:Iteration 6Q (5608.560000 sec): 3 clusters Score: Raw -134359.140089 + Penalty 3412.160479 = -130946.979610 nChanged 24 SP:Iteration 7Q (5608.730000 sec): 3 clusters Score: Raw -134416.530453 + Penalty 3412.160479 = -131004.369974 nChanged 31 SP:Iteration 8Q (5608.930000 sec): 3 clusters Score: Raw -134481.265077 + Penalty 3412.160479 = -131069.104598 nChanged 31 SP:Iteration 9Q (5609.150000 sec): 3 clusters Score: Raw -134555.056537 + Penalty 3412.160479 = -131142.896058 nChanged 32 SP:Iteration 10Q (5609.370000 sec): 3 clusters Score: Raw -134613.911627 + Penalty 3412.160479 = -131201.751148 nChanged 22 SP:Iteration 11Q (5609.590000 sec): 3 clusters Score: Raw -134655.488394 + Penalty 3412.160479 = -131243.327915 nChanged 17 SP:Iteration 12Q (5609.790000 sec): 3 clusters Score: Raw -134694.672981 + Penalty 3412.160479 = -131282.512502 nChanged 10 SP:Iteration 13Q (5610.010000 sec): 3 clusters Score: Raw -134707.535438 + Penalty 3412.160479 = -131295.374959 nChanged 3 SP:Iteration 14Q (5610.260000 sec): 3 clusters Score: Raw -134709.274635 + Penalty 3412.160479 = -131297.114156 nChanged 1 SP:Iteration 15Q (5610.490000 sec): 3 clusters Score: Raw -134710.601716 + Penalty 3412.160479 = -131298.441237 nChanged 1 SP:Iteration 16Q (5610.770000 sec): 3 clusters Score: Raw -134710.991278 + Penalty 3412.160479 = -131298.830799 nChanged 0 SP:Iteration 17F (5610.910000 sec): 3 clusters Score: Raw -134710.991278 + Penalty 3412.160479 = -131298.830799 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 25 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5611.020000 sec): 2 clusters Score: Raw -22299.090535 + Penalty 1293.304068 = -21005.786467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5611.180000 sec): 3 clusters Score: Raw -22498.847604 + Penalty 2586.608136 = -19912.239468 nChanged 8 SP:Iteration 1Q (5611.370000 sec): 3 clusters Score: Raw -22549.045715 + Penalty 2586.608136 = -19962.437579 nChanged 1 SP:Iteration 2Q (5611.530000 sec): 3 clusters Score: Raw -22554.135747 + Penalty 2586.608136 = -19967.527611 nChanged 1 SP:Iteration 3Q (5611.730000 sec): 3 clusters Score: Raw -22559.483279 + Penalty 2586.608136 = -19972.875143 nChanged 0 SP:Iteration 4F (5611.950000 sec): 3 clusters Score: Raw -22559.483279 + Penalty 2586.608136 = -19972.875143 nChanged 0 Memory request: 0.00 GB would take us to total of 5.77 GB. Trying to split cluster 26 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5612.050000 sec): 2 clusters Score: Raw -128103.138493 + Penalty 1686.165854 = -126416.972639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5612.210000 sec): 3 clusters Score: Raw -127894.801348 + Penalty 3372.331708 = -124522.469640 nChanged 202 SP:Iteration 1F (5612.390000 sec): 3 clusters Score: Raw -128144.366744 + Penalty 3372.331708 = -124772.035036 nChanged 52 SP:Iteration 2F (5612.540000 sec): 3 clusters Score: Raw -128214.682094 + Penalty 3372.331708 = -124842.350387 nChanged 21 SP:Iteration 3Q (5612.690000 sec): 3 clusters Score: Raw -128243.847720 + Penalty 3372.331708 = -124871.516013 nChanged 11 SP:Iteration 4Q (5612.870000 sec): 3 clusters Score: Raw -128261.991545 + Penalty 3372.331708 = -124889.659837 nChanged 13 SP:Iteration 5Q (5613.030000 sec): 3 clusters Score: Raw -128280.900739 + Penalty 3372.331708 = -124908.569031 nChanged 9 SP:Iteration 6Q (5613.160000 sec): 3 clusters Score: Raw -128292.305107 + Penalty 3372.331708 = -124919.973399 nChanged 5 SP:Iteration 7Q (5613.320000 sec): 3 clusters Score: Raw -128299.088370 + Penalty 3372.331708 = -124926.756663 nChanged 5 SP:Iteration 8Q (5613.470000 sec): 3 clusters Score: Raw -128304.829492 + Penalty 3372.331708 = -124932.497784 nChanged 1 SP:Iteration 9Q (5613.660000 sec): 3 clusters Score: Raw -128306.043253 + Penalty 3372.331708 = -124933.711546 nChanged 0 SP:Iteration 10F (5613.850000 sec): 3 clusters Score: Raw -128306.043253 + Penalty 3372.331708 = -124933.711546 nChanged 0 ------ Evaluating fit on full set of 2242694 points ------ Score: Raw -329967747.527532 + Penalty 94290.318673 = -329873457.208860 Time taken for this iteration:5690.290000 seconds. 20->27 Clusters: Score -329873457.208860, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.39 GB would take us to total of 5.57 GB. ------ Running on subset of 747564 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (3266 points): Lose 269.266244 but Gain 3354.094649 Iteration 0F (5764.440000 sec): 20 clusters Score: Raw -104492333.224016 + Penalty 63727.798339 = -104428605.425677 nChanged 708636 Iteration 1F (5792.740000 sec): 20 clusters Score: Raw -108191913.365533 + Penalty 63727.798339 = -108128185.567194 nChanged 284307 Iteration 2F (5821.740000 sec): 20 clusters Score: Raw -108778505.413744 + Penalty 63727.798339 = -108714777.615405 nChanged 176829 Deleting Class 9 (2452 points): Lose 2359.743995 but Gain 3354.094649 Iteration 3F (5850.900000 sec): 19 clusters Score: Raw -109058139.377177 + Penalty 60373.703690 = -108997765.673488 nChanged 136022 Deleting Class 18 (2306 points): Lose 2690.558288 but Gain 3354.094649 Iteration 4F (5877.280000 sec): 18 clusters Score: Raw -109523978.786488 + Penalty 57019.609040 = -109466959.177448 nChanged 100944 Deleting Class 14 (2599 points): Lose 3231.560070 but Gain 3354.094649 Iteration 5F (5902.770000 sec): 17 clusters Score: Raw -109683302.938278 + Penalty 53665.514391 = -109629637.423887 nChanged 70020 Deleting Class 10 (2071 points): Lose 2930.406421 but Gain 3354.094649 Iteration 6F (5927.030000 sec): 16 clusters Score: Raw -109742061.778814 + Penalty 50311.419741 = -109691750.359072 nChanged 46849 Iteration 7F (5949.900000 sec): 16 clusters Score: Raw -109780736.048035 + Penalty 50311.419741 = -109730424.628293 nChanged 31154 Deleting Class 19 (2195 points): Lose 2464.034969 but Gain 3354.094649 Iteration 8Q (5964.440000 sec): 15 clusters Score: Raw -109799148.436709 + Penalty 46957.325092 = -109752191.111617 nChanged 25716 Iteration 9Q (5982.780000 sec): 15 clusters Score: Raw -109814761.433099 + Penalty 46957.325092 = -109767804.108007 nChanged 18697 Iteration 10Q (6001.060000 sec): 15 clusters Score: Raw -109823332.760879 + Penalty 46957.325092 = -109776375.435787 nChanged 16357 Iteration 11Q (6014.980000 sec): 15 clusters Score: Raw -109828890.108920 + Penalty 46957.325092 = -109781932.783828 nChanged 14628 Iteration 12Q (6029.620000 sec): 15 clusters Score: Raw -109833361.507186 + Penalty 46957.325092 = -109786404.182094 nChanged 13192 Iteration 13Q (6044.050000 sec): 15 clusters Score: Raw -109837132.066941 + Penalty 46957.325092 = -109790174.741849 nChanged 12252 Iteration 14Q (6056.580000 sec): 15 clusters Score: Raw -109840368.996610 + Penalty 46957.325092 = -109793411.671518 nChanged 11184 Iteration 15Q (6070.010000 sec): 15 clusters Score: Raw -109843074.174917 + Penalty 46957.325092 = -109796116.849825 nChanged 10147 Iteration 16Q (6082.810000 sec): 15 clusters Score: Raw -109845307.278542 + Penalty 46957.325092 = -109798349.953450 nChanged 9174 Iteration 17Q (6096.480000 sec): 15 clusters Score: Raw -109847216.901722 + Penalty 46957.325092 = -109800259.576630 nChanged 8627 Iteration 18Q (6109.200000 sec): 15 clusters Score: Raw -109848880.008827 + Penalty 46957.325092 = -109801922.683735 nChanged 7820 Iteration 19Q (6121.790000 sec): 15 clusters Score: Raw -109850343.389433 + Penalty 46957.325092 = -109803386.064341 nChanged 7142 Writing temp clu file Because OldScore, -109801922.683735, is greater than current (better) Score,-109803386.064341 Compute initial score before splitting: Score: Raw -109850343.389433 + Penalty 46957.325092 = -109803386.064341 Memory request: 0.61 GB would take us to total of 6.18 GB. Trying to split cluster 1 (324996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6123.660000 sec): 2 clusters Score: Raw -48325016.878382 + Penalty 3147.508902 = -48321869.369480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6125.600000 sec): 3 clusters Score: Raw -48108829.300793 + Penalty 6295.017804 = -48102534.282989 nChanged 157657 SP:Iteration 1F (6127.600000 sec): 3 clusters Score: Raw -48204530.466859 + Penalty 6295.017804 = -48198235.449055 nChanged 11662 SP:Iteration 2Q (6129.580000 sec): 3 clusters Score: Raw -48208492.306380 + Penalty 6295.017804 = -48202197.288575 nChanged 15659 SP:Iteration 3Q (6131.530000 sec): 3 clusters Score: Raw -48215798.673415 + Penalty 6295.017804 = -48209503.655611 nChanged 21502 SP:Iteration 4F (6133.380000 sec): 3 clusters Score: Raw -48229487.484132 + Penalty 6295.017804 = -48223192.466328 nChanged 27331 SP:Iteration 5F (6135.270000 sec): 3 clusters Score: Raw -48252141.366003 + Penalty 6295.017804 = -48245846.348198 nChanged 28711 SP:Iteration 6F (6137.180000 sec): 3 clusters Score: Raw -48280471.123002 + Penalty 6295.017804 = -48274176.105198 nChanged 22077 SP:Iteration 7F (6139.150000 sec): 3 clusters Score: Raw -48303945.860506 + Penalty 6295.017804 = -48297650.842702 nChanged 11906 SP:Iteration 8Q (6141.090000 sec): 3 clusters Score: Raw -48316875.521901 + Penalty 6295.017804 = -48310580.504097 nChanged 5987 SP:Iteration 9Q (6142.800000 sec): 3 clusters Score: Raw -48323161.354765 + Penalty 6295.017804 = -48316866.336961 nChanged 3487 SP:Iteration 10Q (6144.510000 sec): 3 clusters Score: Raw -48326407.206206 + Penalty 6295.017804 = -48320112.188402 nChanged 2181 SP:Iteration 11Q (6146.220000 sec): 3 clusters Score: Raw -48328060.203132 + Penalty 6295.017804 = -48321765.185327 nChanged 1505 SP:Iteration 12Q (6148.070000 sec): 3 clusters Score: Raw -48328850.089459 + Penalty 6295.017804 = -48322555.071655 nChanged 1054 SP:Iteration 13Q (6149.680000 sec): 3 clusters Score: Raw -48329223.861454 + Penalty 6295.017804 = -48322928.843650 nChanged 698 SP:Iteration 14Q (6151.260000 sec): 3 clusters Score: Raw -48329389.177537 + Penalty 6295.017804 = -48323094.159733 nChanged 480 SP:Iteration 15Q (6152.870000 sec): 3 clusters Score: Raw -48329474.684549 + Penalty 6295.017804 = -48323179.666745 nChanged 374 SP:Iteration 16Q (6154.400000 sec): 3 clusters Score: Raw -48329530.262543 + Penalty 6295.017804 = -48323235.244739 nChanged 280 SP:Iteration 17Q (6156.050000 sec): 3 clusters Score: Raw -48329562.851188 + Penalty 6295.017804 = -48323267.833384 nChanged 203 SP:Iteration 18Q (6157.650000 sec): 3 clusters Score: Raw -48329581.962497 + Penalty 6295.017804 = -48323286.944693 nChanged 137 SP:Iteration 19Q (6159.130000 sec): 3 clusters Score: Raw -48329591.637484 + Penalty 6295.017804 = -48323296.619680 nChanged 101 SP:Iteration 20F (6161.030000 sec): 3 clusters Score: Raw -48329600.078552 + Penalty 6295.017804 = -48323305.060747 nChanged 87 SP:Iteration 21Q (6162.630000 sec): 3 clusters Score: Raw -48329604.857473 + Penalty 6295.017804 = -48323309.839669 nChanged 63 SP:Iteration 22Q (6164.280000 sec): 3 clusters Score: Raw -48329608.316196 + Penalty 6295.017804 = -48323313.298392 nChanged 46 SP:Iteration 23Q (6165.860000 sec): 3 clusters Score: Raw -48329610.651672 + Penalty 6295.017804 = -48323315.633868 nChanged 36 SP:Iteration 24Q (6167.390000 sec): 3 clusters Score: Raw -48329612.392650 + Penalty 6295.017804 = -48323317.374845 nChanged 35 SP:Iteration 25Q (6168.950000 sec): 3 clusters Score: Raw -48329613.990923 + Penalty 6295.017804 = -48323318.973119 nChanged 31 SP:Iteration 26Q (6170.590000 sec): 3 clusters Score: Raw -48329615.313726 + Penalty 6295.017804 = -48323320.295922 nChanged 26 SP:Iteration 27Q (6172.370000 sec): 3 clusters Score: Raw -48329616.339725 + Penalty 6295.017804 = -48323321.321920 nChanged 21 SP:Iteration 28Q (6174.160000 sec): 3 clusters Score: Raw -48329617.134490 + Penalty 6295.017804 = -48323322.116685 nChanged 18 SP:Iteration 29Q (6175.800000 sec): 3 clusters Score: Raw -48329617.833358 + Penalty 6295.017804 = -48323322.815554 nChanged 15 SP:Iteration 30Q (6177.450000 sec): 3 clusters Score: Raw -48329618.414210 + Penalty 6295.017804 = -48323323.396406 nChanged 13 SP:Iteration 31Q (6178.920000 sec): 3 clusters Score: Raw -48329618.978755 + Penalty 6295.017804 = -48323323.960950 nChanged 10 SP:Iteration 32Q (6180.470000 sec): 3 clusters Score: Raw -48329619.316634 + Penalty 6295.017804 = -48323324.298830 nChanged 12 SP:Iteration 33Q (6182.090000 sec): 3 clusters Score: Raw -48329619.719484 + Penalty 6295.017804 = -48323324.701680 nChanged 7 SP:Iteration 34Q (6183.740000 sec): 3 clusters Score: Raw -48329619.961578 + Penalty 6295.017804 = -48323324.943774 nChanged 6 SP:Iteration 35Q (6185.250000 sec): 3 clusters Score: Raw -48329620.234201 + Penalty 6295.017804 = -48323325.216397 nChanged 6 SP:Iteration 36Q (6186.830000 sec): 3 clusters Score: Raw -48329620.373337 + Penalty 6295.017804 = -48323325.355532 nChanged 5 SP:Iteration 37Q (6188.400000 sec): 3 clusters Score: Raw -48329620.510602 + Penalty 6295.017804 = -48323325.492797 nChanged 4 SP:Iteration 38Q (6189.890000 sec): 3 clusters Score: Raw -48329620.639248 + Penalty 6295.017804 = -48323325.621444 nChanged 3 SP:Iteration 39Q (6191.420000 sec): 3 clusters Score: Raw -48329620.737452 + Penalty 6295.017804 = -48323325.719648 nChanged 0 SP:Iteration 40F (6193.450000 sec): 3 clusters Score: Raw -48329620.737452 + Penalty 6295.017804 = -48323325.719648 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (328395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.360000 sec): 2 clusters Score: Raw -48738820.220753 + Penalty 3150.089163 = -48735670.131590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6198.270000 sec): 3 clusters Score: Raw -48520823.828671 + Penalty 6300.178326 = -48514523.650345 nChanged 159163 SP:Iteration 1F (6200.110000 sec): 3 clusters Score: Raw -48615784.310148 + Penalty 6300.178326 = -48609484.131822 nChanged 8949 SP:Iteration 2Q (6202.180000 sec): 3 clusters Score: Raw -48617793.166532 + Penalty 6300.178326 = -48611492.988206 nChanged 11639 SP:Iteration 3Q (6204.130000 sec): 3 clusters Score: Raw -48621496.279517 + Penalty 6300.178326 = -48615196.101191 nChanged 16337 SP:Iteration 4Q (6206.040000 sec): 3 clusters Score: Raw -48628901.752301 + Penalty 6300.178326 = -48622601.573975 nChanged 22700 SP:Iteration 5F (6207.930000 sec): 3 clusters Score: Raw -48643372.266705 + Penalty 6300.178326 = -48637072.088380 nChanged 28911 SP:Iteration 6F (6209.850000 sec): 3 clusters Score: Raw -48667561.752571 + Penalty 6300.178326 = -48661261.574245 nChanged 30491 SP:Iteration 7F (6211.810000 sec): 3 clusters Score: Raw -48697817.491639 + Penalty 6300.178326 = -48691517.313313 nChanged 23326 SP:Iteration 8F (6213.860000 sec): 3 clusters Score: Raw -48722395.787577 + Penalty 6300.178326 = -48716095.609251 nChanged 11737 SP:Iteration 9Q (6215.700000 sec): 3 clusters Score: Raw -48734253.350233 + Penalty 6300.178326 = -48727953.171907 nChanged 3993 SP:Iteration 10Q (6217.450000 sec): 3 clusters Score: Raw -48737905.558258 + Penalty 6300.178326 = -48731605.379933 nChanged 1103 SP:Iteration 11Q (6219.110000 sec): 3 clusters Score: Raw -48738770.818017 + Penalty 6300.178326 = -48732470.639691 nChanged 339 SP:Iteration 12Q (6220.760000 sec): 3 clusters Score: Raw -48739015.522416 + Penalty 6300.178326 = -48732715.344090 nChanged 150 SP:Iteration 13Q (6222.510000 sec): 3 clusters Score: Raw -48739129.946672 + Penalty 6300.178326 = -48732829.768346 nChanged 91 SP:Iteration 14Q (6224.160000 sec): 3 clusters Score: Raw -48739199.030525 + Penalty 6300.178326 = -48732898.852199 nChanged 51 SP:Iteration 15Q (6225.740000 sec): 3 clusters Score: Raw -48739237.220764 + Penalty 6300.178326 = -48732937.042438 nChanged 39 SP:Iteration 16Q (6227.380000 sec): 3 clusters Score: Raw -48739269.085471 + Penalty 6300.178326 = -48732968.907145 nChanged 21 SP:Iteration 17Q (6228.940000 sec): 3 clusters Score: Raw -48739284.508825 + Penalty 6300.178326 = -48732984.330499 nChanged 17 SP:Iteration 18Q (6230.520000 sec): 3 clusters Score: Raw -48739295.393428 + Penalty 6300.178326 = -48732995.215102 nChanged 6 SP:Iteration 19Q (6232.130000 sec): 3 clusters Score: Raw -48739299.115317 + Penalty 6300.178326 = -48732998.936991 nChanged 3 SP:Iteration 20F (6233.900000 sec): 3 clusters Score: Raw -48739300.913943 + Penalty 6300.178326 = -48733000.735617 nChanged 4 SP:Iteration 21Q (6235.380000 sec): 3 clusters Score: Raw -48739302.776180 + Penalty 6300.178326 = -48733002.597854 nChanged 2 SP:Iteration 22Q (6236.970000 sec): 3 clusters Score: Raw -48739305.006951 + Penalty 6300.178326 = -48733004.828625 nChanged 3 SP:Iteration 23Q (6238.480000 sec): 3 clusters Score: Raw -48739306.973979 + Penalty 6300.178326 = -48733006.795654 nChanged 1 SP:Iteration 24Q (6240.010000 sec): 3 clusters Score: Raw -48739307.853034 + Penalty 6300.178326 = -48733007.674708 nChanged 0 SP:Iteration 25F (6241.880000 sec): 3 clusters Score: Raw -48739307.853034 + Penalty 6300.178326 = -48733007.674708 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (3728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6242.140000 sec): 2 clusters Score: Raw -524921.039323 + Penalty 2039.459540 = -522881.579783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6242.380000 sec): 3 clusters Score: Raw -523369.587563 + Penalty 4078.919079 = -519290.668484 nChanged 1357 SP:Iteration 1F (6242.580000 sec): 3 clusters Score: Raw -524255.149809 + Penalty 4078.919079 = -520176.230730 nChanged 289 SP:Iteration 2F (6242.750000 sec): 3 clusters Score: Raw -524509.790680 + Penalty 4078.919079 = -520430.871600 nChanged 233 SP:Iteration 3F (6242.960000 sec): 3 clusters Score: Raw -524727.050780 + Penalty 4078.919079 = -520648.131700 nChanged 211 SP:Iteration 4F (6243.160000 sec): 3 clusters Score: Raw -524945.291418 + Penalty 4078.919079 = -520866.372339 nChanged 215 SP:Iteration 5F (6243.410000 sec): 3 clusters Score: Raw -525216.122036 + Penalty 4078.919079 = -521137.202957 nChanged 209 SP:Iteration 6F (6243.610000 sec): 3 clusters Score: Raw -525478.436813 + Penalty 4078.919079 = -521399.517734 nChanged 196 SP:Iteration 7F (6243.860000 sec): 3 clusters Score: Raw -525720.452892 + Penalty 4078.919079 = -521641.533813 nChanged 166 SP:Iteration 8Q (6244.110000 sec): 3 clusters Score: Raw -525888.589340 + Penalty 4078.919079 = -521809.670261 nChanged 111 SP:Iteration 9Q (6244.280000 sec): 3 clusters Score: Raw -525989.762331 + Penalty 4078.919079 = -521910.843252 nChanged 71 SP:Iteration 10Q (6244.460000 sec): 3 clusters Score: Raw -526040.236122 + Penalty 4078.919079 = -521961.317043 nChanged 42 SP:Iteration 11Q (6244.640000 sec): 3 clusters Score: Raw -526069.190323 + Penalty 4078.919079 = -521990.271243 nChanged 33 SP:Iteration 12Q (6244.880000 sec): 3 clusters Score: Raw -526089.750819 + Penalty 4078.919079 = -522010.831740 nChanged 24 SP:Iteration 13Q (6245.070000 sec): 3 clusters Score: Raw -526105.046590 + Penalty 4078.919079 = -522026.127511 nChanged 16 SP:Iteration 14Q (6245.220000 sec): 3 clusters Score: Raw -526114.491996 + Penalty 4078.919079 = -522035.572917 nChanged 14 SP:Iteration 15Q (6245.390000 sec): 3 clusters Score: Raw -526122.828029 + Penalty 4078.919079 = -522043.908950 nChanged 9 SP:Iteration 16Q (6245.600000 sec): 3 clusters Score: Raw -526127.134210 + Penalty 4078.919079 = -522048.215131 nChanged 9 SP:Iteration 17Q (6245.810000 sec): 3 clusters Score: Raw -526131.662760 + Penalty 4078.919079 = -522052.743681 nChanged 9 SP:Iteration 18Q (6245.970000 sec): 3 clusters Score: Raw -526136.359887 + Penalty 4078.919079 = -522057.440808 nChanged 8 SP:Iteration 19Q (6246.190000 sec): 3 clusters Score: Raw -526145.256814 + Penalty 4078.919079 = -522066.337735 nChanged 9 SP:Iteration 20F (6246.410000 sec): 3 clusters Score: Raw -526149.883185 + Penalty 4078.919079 = -522070.964106 nChanged 6 SP:Iteration 21Q (6246.610000 sec): 3 clusters Score: Raw -526153.235609 + Penalty 4078.919079 = -522074.316529 nChanged 3 SP:Iteration 22Q (6246.860000 sec): 3 clusters Score: Raw -526154.475906 + Penalty 4078.919079 = -522075.556827 nChanged 1 SP:Iteration 23Q (6247.010000 sec): 3 clusters Score: Raw -526154.909816 + Penalty 4078.919079 = -522075.990737 nChanged 3 SP:Iteration 24Q (6247.240000 sec): 3 clusters Score: Raw -526156.648925 + Penalty 4078.919079 = -522077.729846 nChanged 2 SP:Iteration 25Q (6247.420000 sec): 3 clusters Score: Raw -526157.371973 + Penalty 4078.919079 = -522078.452894 nChanged 2 SP:Iteration 26Q (6247.630000 sec): 3 clusters Score: Raw -526157.992299 + Penalty 4078.919079 = -522079.073220 nChanged 2 SP:Iteration 27Q (6247.890000 sec): 3 clusters Score: Raw -526158.435935 + Penalty 4078.919079 = -522079.516856 nChanged 1 SP:Iteration 28Q (6248.130000 sec): 3 clusters Score: Raw -526159.377277 + Penalty 4078.919079 = -522080.458198 nChanged 2 SP:Iteration 29Q (6248.290000 sec): 3 clusters Score: Raw -526160.296527 + Penalty 4078.919079 = -522081.377448 nChanged 0 SP:Iteration 30F (6248.510000 sec): 3 clusters Score: Raw -526160.296527 + Penalty 4078.919079 = -522081.377448 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 4 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6248.600000 sec): 2 clusters Score: Raw -260390.367607 + Penalty 1853.884131 = -258536.483476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6248.850000 sec): 3 clusters Score: Raw -259879.758057 + Penalty 3707.768261 = -256171.989795 nChanged 555 SP:Iteration 1F (6249.050000 sec): 3 clusters Score: Raw -261032.044215 + Penalty 3707.768261 = -257324.275953 nChanged 246 SP:Iteration 2F (6249.240000 sec): 3 clusters Score: Raw -261617.634458 + Penalty 3707.768261 = -257909.866196 nChanged 197 SP:Iteration 3F (6249.410000 sec): 3 clusters Score: Raw -262002.177283 + Penalty 3707.768261 = -258294.409022 nChanged 114 SP:Iteration 4F (6249.650000 sec): 3 clusters Score: Raw -262201.355906 + Penalty 3707.768261 = -258493.587645 nChanged 50 SP:Iteration 5Q (6249.790000 sec): 3 clusters Score: Raw -262286.514867 + Penalty 3707.768261 = -258578.746606 nChanged 22 SP:Iteration 6Q (6250.010000 sec): 3 clusters Score: Raw -262332.738091 + Penalty 3707.768261 = -258624.969830 nChanged 9 SP:Iteration 7Q (6250.210000 sec): 3 clusters Score: Raw -262351.398287 + Penalty 3707.768261 = -258643.630026 nChanged 6 SP:Iteration 8Q (6250.440000 sec): 3 clusters Score: Raw -262366.221149 + Penalty 3707.768261 = -258658.452888 nChanged 2 SP:Iteration 9Q (6250.650000 sec): 3 clusters Score: Raw -262369.912763 + Penalty 3707.768261 = -258662.144501 nChanged 1 SP:Iteration 10Q (6250.880000 sec): 3 clusters Score: Raw -262371.060683 + Penalty 3707.768261 = -258663.292421 nChanged 0 SP:Iteration 11F (6251.040000 sec): 3 clusters Score: Raw -262371.060683 + Penalty 3707.768261 = -258663.292421 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 6.18 GB. Trying to split cluster 6 (2059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6251.220000 sec): 2 clusters Score: Raw -303945.050732 + Penalty 1892.233975 = -302052.816756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6251.360000 sec): 3 clusters Score: Raw -303167.125368 + Penalty 3784.467951 = -299382.657417 nChanged 635 SP:Iteration 1F (6251.540000 sec): 3 clusters Score: Raw -303698.849809 + Penalty 3784.467951 = -299914.381858 nChanged 194 SP:Iteration 2F (6251.710000 sec): 3 clusters Score: Raw -303945.038099 + Penalty 3784.467951 = -300160.570148 nChanged 142 SP:Iteration 3F (6251.900000 sec): 3 clusters Score: Raw -304169.257079 + Penalty 3784.467951 = -300384.789128 nChanged 143 SP:Iteration 4F (6252.090000 sec): 3 clusters Score: Raw -304450.751158 + Penalty 3784.467951 = -300666.283208 nChanged 162 SP:Iteration 5F (6252.300000 sec): 3 clusters Score: Raw -304823.897996 + Penalty 3784.467951 = -301039.430045 nChanged 163 SP:Iteration 6F (6252.470000 sec): 3 clusters Score: Raw -305178.431722 + Penalty 3784.467951 = -301393.963771 nChanged 116 SP:Iteration 7F (6252.660000 sec): 3 clusters Score: Raw -305416.500728 + Penalty 3784.467951 = -301632.032778 nChanged 58 SP:Iteration 8Q (6252.820000 sec): 3 clusters Score: Raw -305516.984106 + Penalty 3784.467951 = -301732.516155 nChanged 38 SP:Iteration 9Q (6253.070000 sec): 3 clusters Score: Raw -305583.260962 + Penalty 3784.467951 = -301798.793011 nChanged 19 SP:Iteration 10Q (6253.240000 sec): 3 clusters Score: Raw -305613.579980 + Penalty 3784.467951 = -301829.112030 nChanged 10 SP:Iteration 11Q (6253.390000 sec): 3 clusters Score: Raw -305626.293558 + Penalty 3784.467951 = -301841.825608 nChanged 8 SP:Iteration 12Q (6253.540000 sec): 3 clusters Score: Raw -305634.874592 + Penalty 3784.467951 = -301850.406642 nChanged 3 SP:Iteration 13Q (6253.720000 sec): 3 clusters Score: Raw -305639.384267 + Penalty 3784.467951 = -301854.916317 nChanged 4 SP:Iteration 14Q (6253.870000 sec): 3 clusters Score: Raw -305643.782035 + Penalty 3784.467951 = -301859.314085 nChanged 3 SP:Iteration 15Q (6254.010000 sec): 3 clusters Score: Raw -305648.139079 + Penalty 3784.467951 = -301863.671128 nChanged 5 SP:Iteration 16Q (6254.150000 sec): 3 clusters Score: Raw -305653.166199 + Penalty 3784.467951 = -301868.698249 nChanged 2 SP:Iteration 17Q (6254.340000 sec): 3 clusters Score: Raw -305654.999051 + Penalty 3784.467951 = -301870.531100 nChanged 0 SP:Iteration 18F (6254.600000 sec): 3 clusters Score: Raw -305654.999051 + Penalty 3784.467951 = -301870.531100 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (41041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6254.880000 sec): 2 clusters Score: Raw -6012707.884521 + Penalty 2634.337058 = -6010073.547464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6255.290000 sec): 3 clusters Score: Raw -5987637.745425 + Penalty 5268.674116 = -5982369.071309 nChanged 18728 SP:Iteration 1F (6255.770000 sec): 3 clusters Score: Raw -5997648.776582 + Penalty 5268.674116 = -5992380.102467 nChanged 1745 SP:Iteration 2Q (6256.160000 sec): 3 clusters Score: Raw -5998270.488911 + Penalty 5268.674116 = -5993001.814795 nChanged 1788 SP:Iteration 3Q (6256.610000 sec): 3 clusters Score: Raw -5999022.832592 + Penalty 5268.674116 = -5993754.158477 nChanged 1891 SP:Iteration 4Q (6257.070000 sec): 3 clusters Score: Raw -6000025.640666 + Penalty 5268.674116 = -5994756.966550 nChanged 2104 SP:Iteration 5F (6257.470000 sec): 3 clusters Score: Raw -6001331.491860 + Penalty 5268.674116 = -5996062.817744 nChanged 2337 SP:Iteration 6F (6257.940000 sec): 3 clusters Score: Raw -6002763.255604 + Penalty 5268.674116 = -5997494.581488 nChanged 2465 SP:Iteration 7F (6258.370000 sec): 3 clusters Score: Raw -6004236.500177 + Penalty 5268.674116 = -5998967.826062 nChanged 2488 SP:Iteration 8F (6258.890000 sec): 3 clusters Score: Raw -6005625.435037 + Penalty 5268.674116 = -6000356.760921 nChanged 2276 SP:Iteration 9F (6259.290000 sec): 3 clusters Score: Raw -6006767.174480 + Penalty 5268.674116 = -6001498.500365 nChanged 1949 SP:Iteration 10Q (6259.720000 sec): 3 clusters Score: Raw -6007716.844240 + Penalty 5268.674116 = -6002448.170125 nChanged 1622 SP:Iteration 11Q (6260.170000 sec): 3 clusters Score: Raw -6008448.362703 + Penalty 5268.674116 = -6003179.688587 nChanged 1180 SP:Iteration 12Q (6260.520000 sec): 3 clusters Score: Raw -6008909.072501 + Penalty 5268.674116 = -6003640.398385 nChanged 842 SP:Iteration 13Q (6260.940000 sec): 3 clusters Score: Raw -6009203.998206 + Penalty 5268.674116 = -6003935.324090 nChanged 615 SP:Iteration 14Q (6261.330000 sec): 3 clusters Score: Raw -6009411.722218 + Penalty 5268.674116 = -6004143.048102 nChanged 524 SP:Iteration 15Q (6261.750000 sec): 3 clusters Score: Raw -6009575.668051 + Penalty 5268.674116 = -6004306.993935 nChanged 454 SP:Iteration 16Q (6262.190000 sec): 3 clusters Score: Raw -6009707.134066 + Penalty 5268.674116 = -6004438.459950 nChanged 425 SP:Iteration 17Q (6262.610000 sec): 3 clusters Score: Raw -6009804.477157 + Penalty 5268.674116 = -6004535.803041 nChanged 357 SP:Iteration 18Q (6262.990000 sec): 3 clusters Score: Raw -6009875.413667 + Penalty 5268.674116 = -6004606.739551 nChanged 316 SP:Iteration 19Q (6263.390000 sec): 3 clusters Score: Raw -6009930.490996 + Penalty 5268.674116 = -6004661.816880 nChanged 265 SP:Iteration 20F (6263.830000 sec): 3 clusters Score: Raw -6009972.109490 + Penalty 5268.674116 = -6004703.435374 nChanged 225 SP:Iteration 21Q (6264.260000 sec): 3 clusters Score: Raw -6010003.290527 + Penalty 5268.674116 = -6004734.616412 nChanged 198 SP:Iteration 22Q (6264.700000 sec): 3 clusters Score: Raw -6010031.844991 + Penalty 5268.674116 = -6004763.170876 nChanged 213 SP:Iteration 23Q (6265.120000 sec): 3 clusters Score: Raw -6010063.632626 + Penalty 5268.674116 = -6004794.958510 nChanged 192 SP:Iteration 24Q (6265.510000 sec): 3 clusters Score: Raw -6010088.377135 + Penalty 5268.674116 = -6004819.703019 nChanged 183 SP:Iteration 25Q (6265.970000 sec): 3 clusters Score: Raw -6010110.052781 + Penalty 5268.674116 = -6004841.378666 nChanged 152 SP:Iteration 26Q (6266.410000 sec): 3 clusters Score: Raw -6010125.617103 + Penalty 5268.674116 = -6004856.942987 nChanged 147 SP:Iteration 27Q (6266.860000 sec): 3 clusters Score: Raw -6010143.360950 + Penalty 5268.674116 = -6004874.686835 nChanged 165 SP:Iteration 28Q (6267.330000 sec): 3 clusters Score: Raw -6010161.848452 + Penalty 5268.674116 = -6004893.174337 nChanged 177 SP:Iteration 29Q (6267.810000 sec): 3 clusters Score: Raw -6010181.599975 + Penalty 5268.674116 = -6004912.925860 nChanged 186 SP:Iteration 30Q (6268.270000 sec): 3 clusters Score: Raw -6010200.582060 + Penalty 5268.674116 = -6004931.907944 nChanged 173 SP:Iteration 31Q (6268.620000 sec): 3 clusters Score: Raw -6010217.003017 + Penalty 5268.674116 = -6004948.328901 nChanged 159 SP:Iteration 32Q (6269.070000 sec): 3 clusters Score: Raw -6010231.356749 + Penalty 5268.674116 = -6004962.682633 nChanged 141 SP:Iteration 33Q (6269.530000 sec): 3 clusters Score: Raw -6010243.672106 + Penalty 5268.674116 = -6004974.997990 nChanged 136 SP:Iteration 34Q (6269.960000 sec): 3 clusters Score: Raw -6010255.228573 + Penalty 5268.674116 = -6004986.554457 nChanged 146 SP:Iteration 35Q (6270.400000 sec): 3 clusters Score: Raw -6010268.376646 + Penalty 5268.674116 = -6004999.702530 nChanged 140 SP:Iteration 36Q (6270.880000 sec): 3 clusters Score: Raw -6010282.259117 + Penalty 5268.674116 = -6005013.585001 nChanged 139 SP:Iteration 37Q (6271.290000 sec): 3 clusters Score: Raw -6010294.348424 + Penalty 5268.674116 = -6005025.674308 nChanged 139 SP:Iteration 38Q (6271.660000 sec): 3 clusters Score: Raw -6010306.064643 + Penalty 5268.674116 = -6005037.390527 nChanged 137 SP:Iteration 39Q (6272.080000 sec): 3 clusters Score: Raw -6010318.792590 + Penalty 5268.674116 = -6005050.118474 nChanged 134 SP:Iteration 40F (6272.410000 sec): 3 clusters Score: Raw -6010330.277747 + Penalty 5268.674116 = -6005061.603631 nChanged 135 SP:Iteration 41Q (6272.830000 sec): 3 clusters Score: Raw -6010342.147698 + Penalty 5268.674116 = -6005073.473583 nChanged 137 SP:Iteration 42Q (6273.250000 sec): 3 clusters Score: Raw -6010355.030002 + Penalty 5268.674116 = -6005086.355887 nChanged 146 SP:Iteration 43Q (6273.680000 sec): 3 clusters Score: Raw -6010368.419080 + Penalty 5268.674116 = -6005099.744964 nChanged 146 SP:Iteration 44Q (6274.090000 sec): 3 clusters Score: Raw -6010383.205072 + Penalty 5268.674116 = -6005114.530956 nChanged 141 SP:Iteration 45Q (6274.520000 sec): 3 clusters Score: Raw -6010397.319314 + Penalty 5268.674116 = -6005128.645198 nChanged 147 SP:Iteration 46Q (6274.990000 sec): 3 clusters Score: Raw -6010411.950041 + Penalty 5268.674116 = -6005143.275925 nChanged 156 SP:Iteration 47Q (6275.410000 sec): 3 clusters Score: Raw -6010428.725746 + Penalty 5268.674116 = -6005160.051631 nChanged 158 SP:Iteration 48Q (6275.840000 sec): 3 clusters Score: Raw -6010446.215570 + Penalty 5268.674116 = -6005177.541454 nChanged 157 SP:Iteration 49Q (6276.250000 sec): 3 clusters Score: Raw -6010463.514103 + Penalty 5268.674116 = -6005194.839987 nChanged 169 SP:Iteration 50Q (6276.670000 sec): 3 clusters Score: Raw -6010484.757621 + Penalty 5268.674116 = -6005216.083505 nChanged 205 SP:Iteration 51Q (6277.100000 sec): 3 clusters Score: Raw -6010516.246459 + Penalty 5268.674116 = -6005247.572343 nChanged 219 SP:Iteration 52Q (6277.550000 sec): 3 clusters Score: Raw -6010549.954804 + Penalty 5268.674116 = -6005281.280689 nChanged 251 SP:Iteration 53Q (6277.980000 sec): 3 clusters Score: Raw -6010589.705664 + Penalty 5268.674116 = -6005321.031548 nChanged 250 SP:Iteration 54Q (6278.400000 sec): 3 clusters Score: Raw -6010632.143848 + Penalty 5268.674116 = -6005363.469733 nChanged 295 SP:Iteration 55Q (6278.750000 sec): 3 clusters Score: Raw -6010685.800979 + Penalty 5268.674116 = -6005417.126864 nChanged 317 SP:Iteration 56Q (6279.180000 sec): 3 clusters Score: Raw -6010745.307728 + Penalty 5268.674116 = -6005476.633613 nChanged 329 SP:Iteration 57Q (6279.650000 sec): 3 clusters Score: Raw -6010806.915438 + Penalty 5268.674116 = -6005538.241323 nChanged 300 SP:Iteration 58Q (6280.080000 sec): 3 clusters Score: Raw -6010867.076910 + Penalty 5268.674116 = -6005598.402794 nChanged 326 SP:Iteration 59Q (6280.500000 sec): 3 clusters Score: Raw -6010934.612892 + Penalty 5268.674116 = -6005665.938777 nChanged 339 SP:Iteration 60F (6280.950000 sec): 3 clusters Score: Raw -6011010.841687 + Penalty 5268.674116 = -6005742.167571 nChanged 395 SP:Iteration 61Q (6281.400000 sec): 3 clusters Score: Raw -6011109.073491 + Penalty 5268.674116 = -6005840.399376 nChanged 372 SP:Iteration 62Q (6281.780000 sec): 3 clusters Score: Raw -6011207.364521 + Penalty 5268.674116 = -6005938.690406 nChanged 408 SP:Iteration 63Q (6282.330000 sec): 3 clusters Score: Raw -6011327.161202 + Penalty 5268.674116 = -6006058.487086 nChanged 431 SP:Iteration 64Q (6282.770000 sec): 3 clusters Score: Raw -6011502.751427 + Penalty 5268.674116 = -6006234.077312 nChanged 486 SP:Iteration 65Q (6283.290000 sec): 3 clusters Score: Raw -6011801.873544 + Penalty 5268.674116 = -6006533.199428 nChanged 511 SP:Iteration 66Q (6283.710000 sec): 3 clusters Score: Raw -6012324.668355 + Penalty 5268.674116 = -6007055.994239 nChanged 493 SP:Iteration 67Q (6284.150000 sec): 3 clusters Score: Raw -6012900.360320 + Penalty 5268.674116 = -6007631.686204 nChanged 434 SP:Iteration 68Q (6284.550000 sec): 3 clusters Score: Raw -6013279.584014 + Penalty 5268.674116 = -6008010.909899 nChanged 371 SP:Iteration 69Q (6284.960000 sec): 3 clusters Score: Raw -6013512.198299 + Penalty 5268.674116 = -6008243.524184 nChanged 312 SP:Iteration 70Q (6285.360000 sec): 3 clusters Score: Raw -6013654.701431 + Penalty 5268.674116 = -6008386.027316 nChanged 234 SP:Iteration 71Q (6285.770000 sec): 3 clusters Score: Raw -6013746.759393 + Penalty 5268.674116 = -6008478.085277 nChanged 184 SP:Iteration 72Q (6286.170000 sec): 3 clusters Score: Raw -6013806.078009 + Penalty 5268.674116 = -6008537.403893 nChanged 144 SP:Iteration 73Q (6286.550000 sec): 3 clusters Score: Raw -6013851.105295 + Penalty 5268.674116 = -6008582.431179 nChanged 134 SP:Iteration 74Q (6286.990000 sec): 3 clusters Score: Raw -6013890.526747 + Penalty 5268.674116 = -6008621.852631 nChanged 127 SP:Iteration 75Q (6287.470000 sec): 3 clusters Score: Raw -6013921.726898 + Penalty 5268.674116 = -6008653.052783 nChanged 115 SP:Iteration 76Q (6287.870000 sec): 3 clusters Score: Raw -6013949.836723 + Penalty 5268.674116 = -6008681.162607 nChanged 88 SP:Iteration 77Q (6288.240000 sec): 3 clusters Score: Raw -6013971.141802 + Penalty 5268.674116 = -6008702.467686 nChanged 85 SP:Iteration 78Q (6288.620000 sec): 3 clusters Score: Raw -6013994.389846 + Penalty 5268.674116 = -6008725.715730 nChanged 91 SP:Iteration 79Q (6288.970000 sec): 3 clusters Score: Raw -6014014.507340 + Penalty 5268.674116 = -6008745.833224 nChanged 57 SP:Iteration 80F (6289.350000 sec): 3 clusters Score: Raw -6014024.860207 + Penalty 5268.674116 = -6008756.186091 nChanged 52 SP:Iteration 81Q (6289.730000 sec): 3 clusters Score: Raw -6014032.808030 + Penalty 5268.674116 = -6008764.133915 nChanged 37 SP:Iteration 82Q (6290.100000 sec): 3 clusters Score: Raw -6014038.819408 + Penalty 5268.674116 = -6008770.145292 nChanged 41 SP:Iteration 83Q (6290.440000 sec): 3 clusters Score: Raw -6014044.445503 + Penalty 5268.674116 = -6008775.771387 nChanged 18 SP:Iteration 84Q (6290.820000 sec): 3 clusters Score: Raw -6014047.314996 + Penalty 5268.674116 = -6008778.640881 nChanged 23 SP:Iteration 85Q (6291.260000 sec): 3 clusters Score: Raw -6014051.250756 + Penalty 5268.674116 = -6008782.576640 nChanged 29 SP:Iteration 86Q (6291.650000 sec): 3 clusters Score: Raw -6014055.394207 + Penalty 5268.674116 = -6008786.720091 nChanged 18 SP:Iteration 87Q (6292.010000 sec): 3 clusters Score: Raw -6014058.130418 + Penalty 5268.674116 = -6008789.456302 nChanged 14 SP:Iteration 88Q (6292.430000 sec): 3 clusters Score: Raw -6014059.749341 + Penalty 5268.674116 = -6008791.075226 nChanged 12 SP:Iteration 89Q (6292.830000 sec): 3 clusters Score: Raw -6014060.837941 + Penalty 5268.674116 = -6008792.163825 nChanged 3 SP:Iteration 90Q (6293.230000 sec): 3 clusters Score: Raw -6014061.117489 + Penalty 5268.674116 = -6008792.443373 nChanged 3 SP:Iteration 91Q (6293.650000 sec): 3 clusters Score: Raw -6014061.619946 + Penalty 5268.674116 = -6008792.945830 nChanged 3 SP:Iteration 92Q (6294.130000 sec): 3 clusters Score: Raw -6014062.231372 + Penalty 5268.674116 = -6008793.557257 nChanged 6 SP:Iteration 93Q (6294.540000 sec): 3 clusters Score: Raw -6014062.847660 + Penalty 5268.674116 = -6008794.173545 nChanged 4 SP:Iteration 94Q (6294.920000 sec): 3 clusters Score: Raw -6014063.476928 + Penalty 5268.674116 = -6008794.802812 nChanged 8 SP:Iteration 95Q (6295.290000 sec): 3 clusters Score: Raw -6014064.651585 + Penalty 5268.674116 = -6008795.977469 nChanged 3 SP:Iteration 96Q (6295.670000 sec): 3 clusters Score: Raw -6014064.834538 + Penalty 5268.674116 = -6008796.160423 nChanged 2 SP:Iteration 97Q (6296.040000 sec): 3 clusters Score: Raw -6014064.953961 + Penalty 5268.674116 = -6008796.279846 nChanged 0 SP:Iteration 98F (6296.450000 sec): 3 clusters Score: Raw -6014064.953961 + Penalty 5268.674116 = -6008796.279846 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6296.640000 sec): 2 clusters Score: Raw -1144837.344453 + Penalty 2231.231100 = -1142606.113354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6296.910000 sec): 3 clusters Score: Raw -1140696.572227 + Penalty 4462.462200 = -1136234.110028 nChanged 3244 SP:Iteration 1F (6297.130000 sec): 3 clusters Score: Raw -1142532.990157 + Penalty 4462.462200 = -1138070.527957 nChanged 602 SP:Iteration 2F (6297.350000 sec): 3 clusters Score: Raw -1142932.995945 + Penalty 4462.462200 = -1138470.533745 nChanged 504 SP:Iteration 3F (6297.610000 sec): 3 clusters Score: Raw -1143346.269285 + Penalty 4462.462200 = -1138883.807086 nChanged 550 SP:Iteration 4F (6297.850000 sec): 3 clusters Score: Raw -1143941.560636 + Penalty 4462.462200 = -1139479.098436 nChanged 663 SP:Iteration 5F (6298.130000 sec): 3 clusters Score: Raw -1144947.418390 + Penalty 4462.462200 = -1140484.956191 nChanged 744 SP:Iteration 6F (6298.400000 sec): 3 clusters Score: Raw -1146131.297435 + Penalty 4462.462200 = -1141668.835235 nChanged 618 SP:Iteration 7F (6298.640000 sec): 3 clusters Score: Raw -1146882.969570 + Penalty 4462.462200 = -1142420.507370 nChanged 380 SP:Iteration 8Q (6298.840000 sec): 3 clusters Score: Raw -1147198.040199 + Penalty 4462.462200 = -1142735.577999 nChanged 210 SP:Iteration 9Q (6299.070000 sec): 3 clusters Score: Raw -1147360.362428 + Penalty 4462.462200 = -1142897.900229 nChanged 144 SP:Iteration 10Q (6299.320000 sec): 3 clusters Score: Raw -1147445.348315 + Penalty 4462.462200 = -1142982.886116 nChanged 103 SP:Iteration 11Q (6299.590000 sec): 3 clusters Score: Raw -1147499.369057 + Penalty 4462.462200 = -1143036.906857 nChanged 93 SP:Iteration 12Q (6299.790000 sec): 3 clusters Score: Raw -1147542.646232 + Penalty 4462.462200 = -1143080.184032 nChanged 79 SP:Iteration 13Q (6300.010000 sec): 3 clusters Score: Raw -1147575.128479 + Penalty 4462.462200 = -1143112.666279 nChanged 63 SP:Iteration 14Q (6300.250000 sec): 3 clusters Score: Raw -1147598.085163 + Penalty 4462.462200 = -1143135.622963 nChanged 57 SP:Iteration 15Q (6300.500000 sec): 3 clusters Score: Raw -1147621.764881 + Penalty 4462.462200 = -1143159.302681 nChanged 46 SP:Iteration 16Q (6300.710000 sec): 3 clusters Score: Raw -1147637.586310 + Penalty 4462.462200 = -1143175.124110 nChanged 44 SP:Iteration 17Q (6300.880000 sec): 3 clusters Score: Raw -1147652.705813 + Penalty 4462.462200 = -1143190.243614 nChanged 45 SP:Iteration 18Q (6301.090000 sec): 3 clusters Score: Raw -1147667.367909 + Penalty 4462.462200 = -1143204.905709 nChanged 41 SP:Iteration 19Q (6301.310000 sec): 3 clusters Score: Raw -1147679.350501 + Penalty 4462.462200 = -1143216.888302 nChanged 28 SP:Iteration 20F (6301.520000 sec): 3 clusters Score: Raw -1147687.982233 + Penalty 4462.462200 = -1143225.520033 nChanged 24 SP:Iteration 21Q (6301.790000 sec): 3 clusters Score: Raw -1147694.676913 + Penalty 4462.462200 = -1143232.214713 nChanged 28 SP:Iteration 22Q (6302.060000 sec): 3 clusters Score: Raw -1147701.408679 + Penalty 4462.462200 = -1143238.946479 nChanged 28 SP:Iteration 23Q (6302.250000 sec): 3 clusters Score: Raw -1147708.260488 + Penalty 4462.462200 = -1143245.798288 nChanged 25 SP:Iteration 24Q (6302.500000 sec): 3 clusters Score: Raw -1147714.565814 + Penalty 4462.462200 = -1143252.103615 nChanged 24 SP:Iteration 25Q (6302.690000 sec): 3 clusters Score: Raw -1147720.795572 + Penalty 4462.462200 = -1143258.333372 nChanged 18 SP:Iteration 26Q (6302.920000 sec): 3 clusters Score: Raw -1147725.161587 + Penalty 4462.462200 = -1143262.699387 nChanged 19 SP:Iteration 27Q (6303.180000 sec): 3 clusters Score: Raw -1147729.207653 + Penalty 4462.462200 = -1143266.745453 nChanged 10 SP:Iteration 28Q (6303.370000 sec): 3 clusters Score: Raw -1147732.124831 + Penalty 4462.462200 = -1143269.662632 nChanged 12 SP:Iteration 29Q (6303.640000 sec): 3 clusters Score: Raw -1147734.742488 + Penalty 4462.462200 = -1143272.280289 nChanged 13 SP:Iteration 30Q (6303.880000 sec): 3 clusters Score: Raw -1147738.539010 + Penalty 4462.462200 = -1143276.076811 nChanged 17 SP:Iteration 31Q (6304.140000 sec): 3 clusters Score: Raw -1147742.605102 + Penalty 4462.462200 = -1143280.142903 nChanged 19 SP:Iteration 32Q (6304.420000 sec): 3 clusters Score: Raw -1147747.098724 + Penalty 4462.462200 = -1143284.636524 nChanged 15 SP:Iteration 33Q (6304.650000 sec): 3 clusters Score: Raw -1147750.251587 + Penalty 4462.462200 = -1143287.789387 nChanged 7 SP:Iteration 34Q (6304.880000 sec): 3 clusters Score: Raw -1147752.060765 + Penalty 4462.462200 = -1143289.598565 nChanged 11 SP:Iteration 35Q (6305.130000 sec): 3 clusters Score: Raw -1147754.750917 + Penalty 4462.462200 = -1143292.288718 nChanged 7 SP:Iteration 36Q (6305.400000 sec): 3 clusters Score: Raw -1147756.439307 + Penalty 4462.462200 = -1143293.977107 nChanged 9 SP:Iteration 37Q (6305.590000 sec): 3 clusters Score: Raw -1147758.678025 + Penalty 4462.462200 = -1143296.215826 nChanged 6 SP:Iteration 38Q (6305.820000 sec): 3 clusters Score: Raw -1147759.817454 + Penalty 4462.462200 = -1143297.355254 nChanged 6 SP:Iteration 39Q (6306.040000 sec): 3 clusters Score: Raw -1147760.719277 + Penalty 4462.462200 = -1143298.257078 nChanged 6 SP:Iteration 40F (6306.250000 sec): 3 clusters Score: Raw -1147762.252393 + Penalty 4462.462200 = -1143299.790193 nChanged 10 SP:Iteration 41Q (6306.540000 sec): 3 clusters Score: Raw -1147764.160562 + Penalty 4462.462200 = -1143301.698362 nChanged 9 SP:Iteration 42Q (6306.840000 sec): 3 clusters Score: Raw -1147765.780058 + Penalty 4462.462200 = -1143303.317858 nChanged 6 SP:Iteration 43Q (6307.160000 sec): 3 clusters Score: Raw -1147766.870664 + Penalty 4462.462200 = -1143304.408464 nChanged 5 SP:Iteration 44Q (6307.390000 sec): 3 clusters Score: Raw -1147767.982176 + Penalty 4462.462200 = -1143305.519976 nChanged 8 SP:Iteration 45Q (6307.660000 sec): 3 clusters Score: Raw -1147770.639913 + Penalty 4462.462200 = -1143308.177713 nChanged 13 SP:Iteration 46Q (6307.890000 sec): 3 clusters Score: Raw -1147773.474280 + Penalty 4462.462200 = -1143311.012080 nChanged 15 SP:Iteration 47Q (6308.140000 sec): 3 clusters Score: Raw -1147777.276473 + Penalty 4462.462200 = -1143314.814274 nChanged 14 SP:Iteration 48Q (6308.360000 sec): 3 clusters Score: Raw -1147780.949132 + Penalty 4462.462200 = -1143318.486932 nChanged 15 SP:Iteration 49Q (6308.620000 sec): 3 clusters Score: Raw -1147784.366911 + Penalty 4462.462200 = -1143321.904711 nChanged 13 SP:Iteration 50Q (6308.810000 sec): 3 clusters Score: Raw -1147787.305162 + Penalty 4462.462200 = -1143324.842962 nChanged 10 SP:Iteration 51Q (6309.060000 sec): 3 clusters Score: Raw -1147789.369997 + Penalty 4462.462200 = -1143326.907798 nChanged 3 SP:Iteration 52Q (6309.290000 sec): 3 clusters Score: Raw -1147789.687058 + Penalty 4462.462200 = -1143327.224858 nChanged 1 SP:Iteration 53Q (6309.510000 sec): 3 clusters Score: Raw -1147789.895070 + Penalty 4462.462200 = -1143327.432870 nChanged 2 SP:Iteration 54Q (6309.740000 sec): 3 clusters Score: Raw -1147790.289960 + Penalty 4462.462200 = -1143327.827760 nChanged 1 SP:Iteration 55Q (6310.000000 sec): 3 clusters Score: Raw -1147790.540506 + Penalty 4462.462200 = -1143328.078307 nChanged 0 SP:Iteration 56F (6310.220000 sec): 3 clusters Score: Raw -1147790.540506 + Penalty 4462.462200 = -1143328.078307 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6310.320000 sec): 2 clusters Score: Raw -147554.489453 + Penalty 1741.007296 = -145813.482158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6310.540000 sec): 3 clusters Score: Raw -147437.091406 + Penalty 3482.014591 = -143955.076815 nChanged 332 SP:Iteration 1F (6310.680000 sec): 3 clusters Score: Raw -147802.418676 + Penalty 3482.014591 = -144320.404085 nChanged 90 SP:Iteration 2F (6310.860000 sec): 3 clusters Score: Raw -147957.202918 + Penalty 3482.014591 = -144475.188326 nChanged 73 SP:Iteration 3F (6311.060000 sec): 3 clusters Score: Raw -148123.158311 + Penalty 3482.014591 = -144641.143719 nChanged 58 SP:Iteration 4F (6311.250000 sec): 3 clusters Score: Raw -148256.168031 + Penalty 3482.014591 = -144774.153439 nChanged 41 SP:Iteration 5Q (6311.400000 sec): 3 clusters Score: Raw -148337.990536 + Penalty 3482.014591 = -144855.975945 nChanged 29 SP:Iteration 6Q (6311.560000 sec): 3 clusters Score: Raw -148375.316658 + Penalty 3482.014591 = -144893.302067 nChanged 22 SP:Iteration 7Q (6311.750000 sec): 3 clusters Score: Raw -148412.552562 + Penalty 3482.014591 = -144930.537971 nChanged 33 SP:Iteration 8Q (6311.940000 sec): 3 clusters Score: Raw -148517.474246 + Penalty 3482.014591 = -145035.459655 nChanged 63 SP:Iteration 9F (6312.200000 sec): 3 clusters Score: Raw -148725.051001 + Penalty 3482.014591 = -145243.036410 nChanged 81 SP:Iteration 10F (6312.410000 sec): 3 clusters Score: Raw -149103.965971 + Penalty 3482.014591 = -145621.951379 nChanged 65 SP:Iteration 11F (6312.580000 sec): 3 clusters Score: Raw -149487.316007 + Penalty 3482.014591 = -146005.301415 nChanged 48 SP:Iteration 12Q (6312.770000 sec): 3 clusters Score: Raw -149871.237832 + Penalty 3482.014591 = -146389.223241 nChanged 43 SP:Iteration 13Q (6312.930000 sec): 3 clusters Score: Raw -150388.435605 + Penalty 3482.014591 = -146906.421013 nChanged 33 SP:Iteration 14Q (6313.180000 sec): 3 clusters Score: Raw -151122.071396 + Penalty 3482.014591 = -147640.056805 nChanged 13 SP:Iteration 15Q (6313.370000 sec): 3 clusters Score: Raw -151152.956460 + Penalty 3482.014591 = -147670.941869 nChanged 5 SP:Iteration 16Q (6313.530000 sec): 3 clusters Score: Raw -151167.728386 + Penalty 3482.014591 = -147685.713795 nChanged 4 SP:Iteration 17Q (6313.720000 sec): 3 clusters Score: Raw -151192.631642 + Penalty 3482.014591 = -147710.617051 nChanged 4 SP:Iteration 18Q (6313.950000 sec): 3 clusters Score: Raw -151201.435964 + Penalty 3482.014591 = -147719.421372 nChanged 1 SP:Iteration 19Q (6314.140000 sec): 3 clusters Score: Raw -151202.925881 + Penalty 3482.014591 = -147720.911290 nChanged 0 SP:Iteration 20F (6314.260000 sec): 3 clusters Score: Raw -151202.925881 + Penalty 3482.014591 = -147720.911290 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (2427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6314.400000 sec): 2 clusters Score: Raw -342087.028427 + Penalty 1933.013979 = -340154.014448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6314.620000 sec): 3 clusters Score: Raw -341148.859435 + Penalty 3866.027958 = -337282.831477 nChanged 828 SP:Iteration 1F (6314.790000 sec): 3 clusters Score: Raw -342085.766283 + Penalty 3866.027958 = -338219.738325 nChanged 269 SP:Iteration 2F (6314.980000 sec): 3 clusters Score: Raw -342844.601630 + Penalty 3866.027958 = -338978.573672 nChanged 280 SP:Iteration 3F (6315.190000 sec): 3 clusters Score: Raw -344083.864403 + Penalty 3866.027958 = -340217.836445 nChanged 254 SP:Iteration 4F (6315.420000 sec): 3 clusters Score: Raw -345031.301380 + Penalty 3866.027958 = -341165.273421 nChanged 145 SP:Iteration 5F (6315.620000 sec): 3 clusters Score: Raw -345360.249356 + Penalty 3866.027958 = -341494.221398 nChanged 61 SP:Iteration 6Q (6315.820000 sec): 3 clusters Score: Raw -345430.134822 + Penalty 3866.027958 = -341564.106864 nChanged 33 SP:Iteration 7Q (6315.980000 sec): 3 clusters Score: Raw -345458.804237 + Penalty 3866.027958 = -341592.776279 nChanged 18 SP:Iteration 8Q (6316.240000 sec): 3 clusters Score: Raw -345474.243701 + Penalty 3866.027958 = -341608.215743 nChanged 10 SP:Iteration 9Q (6316.410000 sec): 3 clusters Score: Raw -345482.485097 + Penalty 3866.027958 = -341616.457139 nChanged 8 SP:Iteration 10Q (6316.580000 sec): 3 clusters Score: Raw -345489.363068 + Penalty 3866.027958 = -341623.335110 nChanged 9 SP:Iteration 11Q (6316.780000 sec): 3 clusters Score: Raw -345495.801689 + Penalty 3866.027958 = -341629.773731 nChanged 5 SP:Iteration 12Q (6316.960000 sec): 3 clusters Score: Raw -345501.678573 + Penalty 3866.027958 = -341635.650615 nChanged 7 SP:Iteration 13Q (6317.140000 sec): 3 clusters Score: Raw -345507.495178 + Penalty 3866.027958 = -341641.467220 nChanged 6 SP:Iteration 14Q (6317.340000 sec): 3 clusters Score: Raw -345510.991401 + Penalty 3866.027958 = -341644.963443 nChanged 2 SP:Iteration 15Q (6317.560000 sec): 3 clusters Score: Raw -345511.389735 + Penalty 3866.027958 = -341645.361777 nChanged 0 SP:Iteration 16F (6317.700000 sec): 3 clusters Score: Raw -345511.389735 + Penalty 3866.027958 = -341645.361777 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6317.860000 sec): 2 clusters Score: Raw -250365.513495 + Penalty 1874.382750 = -248491.130745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6318.050000 sec): 3 clusters Score: Raw -249829.572503 + Penalty 3748.765499 = -246080.807004 nChanged 667 SP:Iteration 1F (6318.230000 sec): 3 clusters Score: Raw -251306.538724 + Penalty 3748.765499 = -247557.773225 nChanged 350 SP:Iteration 2F (6318.460000 sec): 3 clusters Score: Raw -253543.460279 + Penalty 3748.765499 = -249794.694780 nChanged 248 SP:Iteration 3F (6318.640000 sec): 3 clusters Score: Raw -255607.437580 + Penalty 3748.765499 = -251858.672080 nChanged 87 SP:Iteration 4Q (6318.900000 sec): 3 clusters Score: Raw -259172.174064 + Penalty 3748.765499 = -255423.408564 nChanged 42 SP:Iteration 5Q (6319.090000 sec): 3 clusters Score: Raw -260140.620598 + Penalty 3748.765499 = -256391.855098 nChanged 20 SP:Iteration 6Q (6319.240000 sec): 3 clusters Score: Raw -260219.412976 + Penalty 3748.765499 = -256470.647477 nChanged 4 SP:Iteration 7Q (6319.470000 sec): 3 clusters Score: Raw -260254.831690 + Penalty 3748.765499 = -256506.066190 nChanged 7 SP:Iteration 8Q (6319.700000 sec): 3 clusters Score: Raw -260307.034803 + Penalty 3748.765499 = -256558.269304 nChanged 9 SP:Iteration 9Q (6319.900000 sec): 3 clusters Score: Raw -260383.635947 + Penalty 3748.765499 = -256634.870448 nChanged 13 SP:Iteration 10Q (6320.100000 sec): 3 clusters Score: Raw -260629.162624 + Penalty 3748.765499 = -256880.397125 nChanged 17 SP:Iteration 11Q (6320.340000 sec): 3 clusters Score: Raw -260893.459517 + Penalty 3748.765499 = -257144.694018 nChanged 0 SP:Iteration 12F (6320.470000 sec): 3 clusters Score: Raw -260893.459517 + Penalty 3748.765499 = -257144.694018 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6320.600000 sec): 2 clusters Score: Raw -25542.617670 + Penalty 1303.858852 = -24238.758818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6320.780000 sec): 3 clusters Score: Raw -25804.196269 + Penalty 2607.717705 = -23196.478564 nChanged 14 SP:Iteration 1F (6320.940000 sec): 3 clusters Score: Raw -25851.544590 + Penalty 2607.717705 = -23243.826885 nChanged 5 SP:Iteration 2Q (6321.110000 sec): 3 clusters Score: Raw -25866.144685 + Penalty 2607.717705 = -23258.426980 nChanged 1 SP:Iteration 3Q (6321.290000 sec): 3 clusters Score: Raw -25868.154418 + Penalty 2607.717705 = -23260.436714 nChanged 0 SP:Iteration 4F (6321.470000 sec): 3 clusters Score: Raw -25868.154418 + Penalty 2607.717705 = -23260.436714 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (2249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6321.580000 sec): 2 clusters Score: Raw -290194.112171 + Penalty 1914.123756 = -288279.988415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6321.820000 sec): 3 clusters Score: Raw -289515.760225 + Penalty 3828.247512 = -285687.512713 nChanged 788 SP:Iteration 1F (6322.040000 sec): 3 clusters Score: Raw -291406.689331 + Penalty 3828.247512 = -287578.441819 nChanged 285 SP:Iteration 2F (6322.270000 sec): 3 clusters Score: Raw -293016.089373 + Penalty 3828.247512 = -289187.841861 nChanged 264 SP:Iteration 3F (6322.440000 sec): 3 clusters Score: Raw -293987.395885 + Penalty 3828.247512 = -290159.148373 nChanged 225 SP:Iteration 4F (6322.650000 sec): 3 clusters Score: Raw -294881.579379 + Penalty 3828.247512 = -291053.331867 nChanged 170 SP:Iteration 5F (6322.820000 sec): 3 clusters Score: Raw -295486.155685 + Penalty 3828.247512 = -291657.908173 nChanged 80 SP:Iteration 6Q (6322.980000 sec): 3 clusters Score: Raw -295757.818011 + Penalty 3828.247512 = -291929.570498 nChanged 41 SP:Iteration 7Q (6323.210000 sec): 3 clusters Score: Raw -295960.520420 + Penalty 3828.247512 = -292132.272907 nChanged 21 SP:Iteration 8Q (6323.390000 sec): 3 clusters Score: Raw -296033.024848 + Penalty 3828.247512 = -292204.777336 nChanged 6 SP:Iteration 9Q (6323.540000 sec): 3 clusters Score: Raw -296060.008368 + Penalty 3828.247512 = -292231.760856 nChanged 5 SP:Iteration 10Q (6323.710000 sec): 3 clusters Score: Raw -296072.012451 + Penalty 3828.247512 = -292243.764939 nChanged 1 SP:Iteration 11Q (6323.860000 sec): 3 clusters Score: Raw -296072.618136 + Penalty 3828.247512 = -292244.370624 nChanged 0 SP:Iteration 12F (6324.100000 sec): 3 clusters Score: Raw -296078.181509 + Penalty 3828.247512 = -292249.933997 nChanged 1 SP:Iteration 13Q (6324.250000 sec): 3 clusters Score: Raw -296081.970667 + Penalty 3828.247512 = -292253.723155 nChanged 1 SP:Iteration 14Q (6324.450000 sec): 3 clusters Score: Raw -296084.369931 + Penalty 3828.247512 = -292256.122419 nChanged 1 SP:Iteration 15Q (6324.640000 sec): 3 clusters Score: Raw -296085.312119 + Penalty 3828.247512 = -292257.064607 nChanged 0 SP:Iteration 16F (6324.840000 sec): 3 clusters Score: Raw -296085.312119 + Penalty 3828.247512 = -292257.064607 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (21256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6325.100000 sec): 2 clusters Score: Raw -3190582.546412 + Penalty 2471.169833 = -3188111.376579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6325.440000 sec): 3 clusters Score: Raw -3178195.205679 + Penalty 4942.339666 = -3173252.866014 nChanged 9398 SP:Iteration 1F (6325.710000 sec): 3 clusters Score: Raw -3183296.568060 + Penalty 4942.339666 = -3178354.228395 nChanged 1072 SP:Iteration 2F (6326.080000 sec): 3 clusters Score: Raw -3183697.744736 + Penalty 4942.339666 = -3178755.405070 nChanged 972 SP:Iteration 3Q (6326.380000 sec): 3 clusters Score: Raw -3184067.433003 + Penalty 4942.339666 = -3179125.093337 nChanged 903 SP:Iteration 4Q (6326.720000 sec): 3 clusters Score: Raw -3184406.246906 + Penalty 4942.339666 = -3179463.907240 nChanged 857 SP:Iteration 5Q (6327.040000 sec): 3 clusters Score: Raw -3184770.233322 + Penalty 4942.339666 = -3179827.893657 nChanged 897 SP:Iteration 6Q (6327.360000 sec): 3 clusters Score: Raw -3185220.472320 + Penalty 4942.339666 = -3180278.132654 nChanged 987 SP:Iteration 7Q (6327.690000 sec): 3 clusters Score: Raw -3185802.101979 + Penalty 4942.339666 = -3180859.762313 nChanged 1086 SP:Iteration 8F (6327.990000 sec): 3 clusters Score: Raw -3186596.174295 + Penalty 4942.339666 = -3181653.834629 nChanged 1197 SP:Iteration 9F (6328.320000 sec): 3 clusters Score: Raw -3187800.582304 + Penalty 4942.339666 = -3182858.242639 nChanged 1404 SP:Iteration 10F (6328.660000 sec): 3 clusters Score: Raw -3189943.881342 + Penalty 4942.339666 = -3185001.541677 nChanged 1475 SP:Iteration 11F (6328.990000 sec): 3 clusters Score: Raw -3193205.117233 + Penalty 4942.339666 = -3188262.777567 nChanged 1230 SP:Iteration 12F (6329.300000 sec): 3 clusters Score: Raw -3195859.620346 + Penalty 4942.339666 = -3190917.280681 nChanged 768 SP:Iteration 13Q (6329.630000 sec): 3 clusters Score: Raw -3197131.573297 + Penalty 4942.339666 = -3192189.233632 nChanged 346 SP:Iteration 14Q (6329.920000 sec): 3 clusters Score: Raw -3197535.018393 + Penalty 4942.339666 = -3192592.678728 nChanged 159 SP:Iteration 15Q (6330.180000 sec): 3 clusters Score: Raw -3197614.276024 + Penalty 4942.339666 = -3192671.936358 nChanged 82 SP:Iteration 16Q (6330.470000 sec): 3 clusters Score: Raw -3197638.886514 + Penalty 4942.339666 = -3192696.546848 nChanged 42 SP:Iteration 17Q (6330.790000 sec): 3 clusters Score: Raw -3197647.453010 + Penalty 4942.339666 = -3192705.113344 nChanged 16 SP:Iteration 18Q (6331.100000 sec): 3 clusters Score: Raw -3197649.178668 + Penalty 4942.339666 = -3192706.839002 nChanged 9 SP:Iteration 19Q (6331.440000 sec): 3 clusters Score: Raw -3197649.987483 + Penalty 4942.339666 = -3192707.647817 nChanged 5 SP:Iteration 20F (6331.740000 sec): 3 clusters Score: Raw -3197650.387465 + Penalty 4942.339666 = -3192708.047800 nChanged 2 SP:Iteration 21Q (6331.980000 sec): 3 clusters Score: Raw -3197650.502369 + Penalty 4942.339666 = -3192708.162704 nChanged 5 SP:Iteration 22Q (6332.260000 sec): 3 clusters Score: Raw -3197650.869062 + Penalty 4942.339666 = -3192708.529396 nChanged 3 SP:Iteration 23Q (6332.590000 sec): 3 clusters Score: Raw -3197651.052416 + Penalty 4942.339666 = -3192708.712750 nChanged 0 SP:Iteration 24F (6332.920000 sec): 3 clusters Score: Raw -3197651.052416 + Penalty 4942.339666 = -3192708.712750 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (8016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6333.040000 sec): 2 clusters Score: Raw -1194993.239373 + Penalty 2229.320316 = -1192763.919056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6333.250000 sec): 3 clusters Score: Raw -1190854.164677 + Penalty 4458.640632 = -1186395.524044 nChanged 3226 SP:Iteration 1F (6333.530000 sec): 3 clusters Score: Raw -1192693.757574 + Penalty 4458.640632 = -1188235.116942 nChanged 582 SP:Iteration 2F (6333.830000 sec): 3 clusters Score: Raw -1193026.688776 + Penalty 4458.640632 = -1188568.048144 nChanged 434 SP:Iteration 3F (6334.070000 sec): 3 clusters Score: Raw -1193254.356480 + Penalty 4458.640632 = -1188795.715847 nChanged 358 SP:Iteration 4Q (6334.330000 sec): 3 clusters Score: Raw -1193458.057354 + Penalty 4458.640632 = -1188999.416722 nChanged 322 SP:Iteration 5Q (6334.620000 sec): 3 clusters Score: Raw -1193633.355546 + Penalty 4458.640632 = -1189174.714913 nChanged 299 SP:Iteration 6Q (6334.750000 sec): 3 clusters Score: Raw -1193806.268000 + Penalty 4458.640632 = -1189347.627367 nChanged 270 SP:Iteration 7Q (6334.950000 sec): 3 clusters Score: Raw -1193965.465394 + Penalty 4458.640632 = -1189506.824761 nChanged 279 SP:Iteration 8Q (6335.230000 sec): 3 clusters Score: Raw -1194131.534749 + Penalty 4458.640632 = -1189672.894117 nChanged 286 SP:Iteration 9Q (6335.440000 sec): 3 clusters Score: Raw -1194291.846264 + Penalty 4458.640632 = -1189833.205632 nChanged 265 SP:Iteration 10Q (6335.670000 sec): 3 clusters Score: Raw -1194443.490562 + Penalty 4458.640632 = -1189984.849929 nChanged 252 SP:Iteration 11Q (6335.870000 sec): 3 clusters Score: Raw -1194588.894971 + Penalty 4458.640632 = -1190130.254339 nChanged 256 SP:Iteration 12Q (6336.090000 sec): 3 clusters Score: Raw -1194744.576666 + Penalty 4458.640632 = -1190285.936033 nChanged 221 SP:Iteration 13Q (6336.300000 sec): 3 clusters Score: Raw -1194868.546717 + Penalty 4458.640632 = -1190409.906085 nChanged 179 SP:Iteration 14Q (6336.530000 sec): 3 clusters Score: Raw -1194962.865052 + Penalty 4458.640632 = -1190504.224419 nChanged 176 SP:Iteration 15Q (6336.760000 sec): 3 clusters Score: Raw -1195055.057735 + Penalty 4458.640632 = -1190596.417103 nChanged 146 SP:Iteration 16Q (6336.990000 sec): 3 clusters Score: Raw -1195134.620833 + Penalty 4458.640632 = -1190675.980200 nChanged 133 SP:Iteration 17Q (6337.210000 sec): 3 clusters Score: Raw -1195199.575392 + Penalty 4458.640632 = -1190740.934759 nChanged 117 SP:Iteration 18Q (6337.420000 sec): 3 clusters Score: Raw -1195252.007022 + Penalty 4458.640632 = -1190793.366389 nChanged 98 SP:Iteration 19Q (6337.690000 sec): 3 clusters Score: Raw -1195295.121174 + Penalty 4458.640632 = -1190836.480541 nChanged 92 SP:Iteration 20F (6337.900000 sec): 3 clusters Score: Raw -1195335.307449 + Penalty 4458.640632 = -1190876.666817 nChanged 79 SP:Iteration 21Q (6338.190000 sec): 3 clusters Score: Raw -1195371.021618 + Penalty 4458.640632 = -1190912.380985 nChanged 73 SP:Iteration 22Q (6338.470000 sec): 3 clusters Score: Raw -1195400.204922 + Penalty 4458.640632 = -1190941.564289 nChanged 62 SP:Iteration 23Q (6338.690000 sec): 3 clusters Score: Raw -1195424.283341 + Penalty 4458.640632 = -1190965.642708 nChanged 55 SP:Iteration 24Q (6338.960000 sec): 3 clusters Score: Raw -1195443.194691 + Penalty 4458.640632 = -1190984.554058 nChanged 49 SP:Iteration 25Q (6339.250000 sec): 3 clusters Score: Raw -1195462.409455 + Penalty 4458.640632 = -1191003.768823 nChanged 50 SP:Iteration 26Q (6339.500000 sec): 3 clusters Score: Raw -1195481.526979 + Penalty 4458.640632 = -1191022.886347 nChanged 50 SP:Iteration 27Q (6339.770000 sec): 3 clusters Score: Raw -1195501.826646 + Penalty 4458.640632 = -1191043.186014 nChanged 55 SP:Iteration 28Q (6340.020000 sec): 3 clusters Score: Raw -1195522.775870 + Penalty 4458.640632 = -1191064.135238 nChanged 51 SP:Iteration 29Q (6340.310000 sec): 3 clusters Score: Raw -1195541.333381 + Penalty 4458.640632 = -1191082.692748 nChanged 45 SP:Iteration 30Q (6340.550000 sec): 3 clusters Score: Raw -1195558.720480 + Penalty 4458.640632 = -1191100.079848 nChanged 45 SP:Iteration 31Q (6340.820000 sec): 3 clusters Score: Raw -1195573.967923 + Penalty 4458.640632 = -1191115.327290 nChanged 33 SP:Iteration 32Q (6341.080000 sec): 3 clusters Score: Raw -1195582.623673 + Penalty 4458.640632 = -1191123.983041 nChanged 28 SP:Iteration 33Q (6341.310000 sec): 3 clusters Score: Raw -1195591.807179 + Penalty 4458.640632 = -1191133.166547 nChanged 20 SP:Iteration 34Q (6341.540000 sec): 3 clusters Score: Raw -1195597.211911 + Penalty 4458.640632 = -1191138.571279 nChanged 11 SP:Iteration 35Q (6341.740000 sec): 3 clusters Score: Raw -1195599.539386 + Penalty 4458.640632 = -1191140.898754 nChanged 10 SP:Iteration 36Q (6341.940000 sec): 3 clusters Score: Raw -1195601.711684 + Penalty 4458.640632 = -1191143.071052 nChanged 12 SP:Iteration 37Q (6342.160000 sec): 3 clusters Score: Raw -1195604.975822 + Penalty 4458.640632 = -1191146.335190 nChanged 10 SP:Iteration 38Q (6342.380000 sec): 3 clusters Score: Raw -1195607.603871 + Penalty 4458.640632 = -1191148.963239 nChanged 10 SP:Iteration 39Q (6342.660000 sec): 3 clusters Score: Raw -1195611.005099 + Penalty 4458.640632 = -1191152.364466 nChanged 12 SP:Iteration 40F (6342.900000 sec): 3 clusters Score: Raw -1195614.738820 + Penalty 4458.640632 = -1191156.098188 nChanged 16 SP:Iteration 41Q (6343.120000 sec): 3 clusters Score: Raw -1195617.990318 + Penalty 4458.640632 = -1191159.349686 nChanged 6 SP:Iteration 42Q (6343.390000 sec): 3 clusters Score: Raw -1195619.420807 + Penalty 4458.640632 = -1191160.780175 nChanged 6 SP:Iteration 43Q (6343.660000 sec): 3 clusters Score: Raw -1195620.637510 + Penalty 4458.640632 = -1191161.996877 nChanged 3 SP:Iteration 44Q (6343.900000 sec): 3 clusters Score: Raw -1195621.640927 + Penalty 4458.640632 = -1191163.000295 nChanged 8 SP:Iteration 45Q (6344.120000 sec): 3 clusters Score: Raw -1195623.275995 + Penalty 4458.640632 = -1191164.635362 nChanged 4 SP:Iteration 46Q (6344.350000 sec): 3 clusters Score: Raw -1195624.058321 + Penalty 4458.640632 = -1191165.417689 nChanged 2 SP:Iteration 47Q (6344.620000 sec): 3 clusters Score: Raw -1195624.597107 + Penalty 4458.640632 = -1191165.956474 nChanged 2 SP:Iteration 48Q (6344.860000 sec): 3 clusters Score: Raw -1195625.073581 + Penalty 4458.640632 = -1191166.432949 nChanged 2 SP:Iteration 49Q (6345.060000 sec): 3 clusters Score: Raw -1195625.623167 + Penalty 4458.640632 = -1191166.982535 nChanged 4 SP:Iteration 50Q (6345.300000 sec): 3 clusters Score: Raw -1195626.509086 + Penalty 4458.640632 = -1191167.868454 nChanged 6 SP:Iteration 51Q (6345.540000 sec): 3 clusters Score: Raw -1195627.387776 + Penalty 4458.640632 = -1191168.747143 nChanged 4 SP:Iteration 52Q (6345.860000 sec): 3 clusters Score: Raw -1195628.250258 + Penalty 4458.640632 = -1191169.609626 nChanged 7 SP:Iteration 53Q (6346.050000 sec): 3 clusters Score: Raw -1195629.825870 + Penalty 4458.640632 = -1191171.185238 nChanged 4 SP:Iteration 54Q (6346.290000 sec): 3 clusters Score: Raw -1195630.486572 + Penalty 4458.640632 = -1191171.845940 nChanged 4 SP:Iteration 55Q (6346.520000 sec): 3 clusters Score: Raw -1195631.212737 + Penalty 4458.640632 = -1191172.572104 nChanged 2 SP:Iteration 56Q (6346.780000 sec): 3 clusters Score: Raw -1195631.362867 + Penalty 4458.640632 = -1191172.722234 nChanged 1 SP:Iteration 57Q (6347.000000 sec): 3 clusters Score: Raw -1195631.729491 + Penalty 4458.640632 = -1191173.088859 nChanged 3 SP:Iteration 58Q (6347.190000 sec): 3 clusters Score: Raw -1195632.202814 + Penalty 4458.640632 = -1191173.562181 nChanged 1 SP:Iteration 59Q (6347.410000 sec): 3 clusters Score: Raw -1195632.378526 + Penalty 4458.640632 = -1191173.737893 nChanged 2 SP:Iteration 60F (6347.630000 sec): 3 clusters Score: Raw -1195632.710282 + Penalty 4458.640632 = -1191174.069650 nChanged 1 SP:Iteration 61Q (6347.830000 sec): 3 clusters Score: Raw -1195632.997561 + Penalty 4458.640632 = -1191174.356929 nChanged 1 SP:Iteration 62Q (6348.110000 sec): 3 clusters Score: Raw -1195633.560996 + Penalty 4458.640632 = -1191174.920364 nChanged 3 SP:Iteration 63Q (6348.310000 sec): 3 clusters Score: Raw -1195634.068230 + Penalty 4458.640632 = -1191175.427598 nChanged 4 SP:Iteration 64Q (6348.540000 sec): 3 clusters Score: Raw -1195635.115307 + Penalty 4458.640632 = -1191176.474675 nChanged 6 SP:Iteration 65Q (6348.780000 sec): 3 clusters Score: Raw -1195636.427621 + Penalty 4458.640632 = -1191177.786989 nChanged 5 SP:Iteration 66Q (6349.050000 sec): 3 clusters Score: Raw -1195637.753499 + Penalty 4458.640632 = -1191179.112866 nChanged 3 SP:Iteration 67Q (6349.330000 sec): 3 clusters Score: Raw -1195638.580572 + Penalty 4458.640632 = -1191179.939940 nChanged 2 SP:Iteration 68Q (6349.570000 sec): 3 clusters Score: Raw -1195638.959742 + Penalty 4458.640632 = -1191180.319110 nChanged 3 SP:Iteration 69Q (6349.820000 sec): 3 clusters Score: Raw -1195639.385625 + Penalty 4458.640632 = -1191180.744993 nChanged 3 SP:Iteration 70Q (6350.030000 sec): 3 clusters Score: Raw -1195640.228879 + Penalty 4458.640632 = -1191181.588247 nChanged 3 SP:Iteration 71Q (6350.270000 sec): 3 clusters Score: Raw -1195640.800293 + Penalty 4458.640632 = -1191182.159661 nChanged 4 SP:Iteration 72Q (6350.490000 sec): 3 clusters Score: Raw -1195641.605296 + Penalty 4458.640632 = -1191182.964663 nChanged 3 SP:Iteration 73Q (6350.670000 sec): 3 clusters Score: Raw -1195642.024471 + Penalty 4458.640632 = -1191183.383839 nChanged 0 SP:Iteration 74F (6350.900000 sec): 3 clusters Score: Raw -1195642.024471 + Penalty 4458.640632 = -1191183.383839 nChanged 0 Deleting Class 4 (212 points): Lose 2067.951641 but Gain 3354.094649 Iteration 20F (6383.090000 sec): 22 clusters Score: Raw -109897336.332139 + Penalty 70435.987638 = -109826900.344501 nChanged 15035 Iteration 21Q (6400.950000 sec): 22 clusters Score: Raw -109905709.240371 + Penalty 70435.987638 = -109835273.252733 nChanged 10289 Iteration 22Q (6420.150000 sec): 22 clusters Score: Raw -109910001.732578 + Penalty 70435.987638 = -109839565.744940 nChanged 8797 Iteration 23Q (6439.030000 sec): 22 clusters Score: Raw -109913188.848640 + Penalty 70435.987638 = -109842752.861002 nChanged 7621 Iteration 24Q (6457.260000 sec): 22 clusters Score: Raw -109915121.354836 + Penalty 70435.987638 = -109844685.367198 nChanged 6750 Iteration 25Q (6475.560000 sec): 22 clusters Score: Raw -109916408.225820 + Penalty 70435.987638 = -109845972.238182 nChanged 6040 Iteration 26Q (6493.680000 sec): 22 clusters Score: Raw -109917374.434172 + Penalty 70435.987638 = -109846938.446534 nChanged 5219 Iteration 27Q (6514.570000 sec): 22 clusters Score: Raw -109918108.283714 + Penalty 70435.987638 = -109847672.296076 nChanged 4781 Iteration 28Q (6534.590000 sec): 22 clusters Score: Raw -109918682.199429 + Penalty 70435.987638 = -109848246.211791 nChanged 4328 Iteration 29Q (6553.800000 sec): 22 clusters Score: Raw -109919136.406408 + Penalty 70435.987638 = -109848700.418770 nChanged 3888 Iteration 30Q (6572.830000 sec): 22 clusters Score: Raw -109919510.973750 + Penalty 70435.987638 = -109849074.986111 nChanged 3520 Iteration 31Q (6591.980000 sec): 22 clusters Score: Raw -109919829.525344 + Penalty 70435.987638 = -109849393.537706 nChanged 3093 Iteration 32Q (6611.600000 sec): 22 clusters Score: Raw -109920080.276419 + Penalty 70435.987638 = -109849644.288781 nChanged 2828 Iteration 33Q (6629.780000 sec): 22 clusters Score: Raw -109920295.655226 + Penalty 70435.987638 = -109849859.667588 nChanged 2564 Iteration 34Q (6648.540000 sec): 22 clusters Score: Raw -109920476.131401 + Penalty 70435.987638 = -109850040.143763 nChanged 2300 Iteration 35Q (6668.360000 sec): 22 clusters Score: Raw -109920635.651539 + Penalty 70435.987638 = -109850199.663901 nChanged 2137 Iteration 36Q (6686.980000 sec): 22 clusters Score: Raw -109920800.013788 + Penalty 70435.987638 = -109850364.026150 nChanged 2019 Iteration 37Q (6706.050000 sec): 22 clusters Score: Raw -109920993.268533 + Penalty 70435.987638 = -109850557.280895 nChanged 1890 Iteration 38Q (6725.020000 sec): 22 clusters Score: Raw -109921362.660184 + Penalty 70435.987638 = -109850926.672546 nChanged 1864 Iteration 39Q (6745.940000 sec): 22 clusters Score: Raw -109922474.017478 + Penalty 70435.987638 = -109852038.029840 nChanged 1859 Iteration 40F (6778.540000 sec): 22 clusters Score: Raw -109924450.064992 + Penalty 70435.987638 = -109854014.077354 nChanged 1893 Iteration 41Q (6798.840000 sec): 22 clusters Score: Raw -109924952.840962 + Penalty 70435.987638 = -109854516.853324 nChanged 2034 Iteration 42Q (6819.900000 sec): 22 clusters Score: Raw -109925322.994112 + Penalty 70435.987638 = -109854887.006474 nChanged 2097 Iteration 43Q (6840.030000 sec): 22 clusters Score: Raw -109925742.178094 + Penalty 70435.987638 = -109855306.190456 nChanged 2337 Iteration 44Q (6860.700000 sec): 22 clusters Score: Raw -109926283.588524 + Penalty 70435.987638 = -109855847.600886 nChanged 2620 Iteration 45Q (6881.730000 sec): 22 clusters Score: Raw -109927054.701262 + Penalty 70435.987638 = -109856618.713624 nChanged 3139 Iteration 46Q (6903.180000 sec): 22 clusters Score: Raw -109928149.867422 + Penalty 70435.987638 = -109857713.879784 nChanged 3755 Iteration 47Q (6922.410000 sec): 22 clusters Score: Raw -109929604.669142 + Penalty 70435.987638 = -109859168.681504 nChanged 4472 Iteration 48Q (6941.100000 sec): 22 clusters Score: Raw -109931617.927672 + Penalty 70435.987638 = -109861181.940034 nChanged 5418 Iteration 49Q (6956.870000 sec): 22 clusters Score: Raw -109934373.057508 + Penalty 70435.987638 = -109863937.069870 nChanged 6490 Iteration 50Q (6975.610000 sec): 22 clusters Score: Raw -109938097.208734 + Penalty 70435.987638 = -109867661.221096 nChanged 7933 Iteration 51Q (6994.640000 sec): 22 clusters Score: Raw -109942891.904784 + Penalty 70435.987638 = -109872455.917146 nChanged 8829 Iteration 52Q (7012.930000 sec): 22 clusters Score: Raw -109948270.757731 + Penalty 70435.987638 = -109877834.770093 nChanged 9253 Iteration 53Q (7033.950000 sec): 22 clusters Score: Raw -109953327.990477 + Penalty 70435.987638 = -109882892.002839 nChanged 8867 Iteration 54Q (7052.470000 sec): 22 clusters Score: Raw -109957250.796733 + Penalty 70435.987638 = -109886814.809095 nChanged 7786 Iteration 55Q (7071.510000 sec): 22 clusters Score: Raw -109959808.624635 + Penalty 70435.987638 = -109889372.636997 nChanged 6404 Iteration 56Q (7089.800000 sec): 22 clusters Score: Raw -109961348.663066 + Penalty 70435.987638 = -109890912.675428 nChanged 5114 Iteration 57Q (7107.290000 sec): 22 clusters Score: Raw -109962278.156396 + Penalty 70435.987638 = -109891842.168758 nChanged 3975 Iteration 58Q (7126.470000 sec): 22 clusters Score: Raw -109962850.818812 + Penalty 70435.987638 = -109892414.831174 nChanged 3191 Writing temp clu file Because OldScore, -109891842.168758, is greater than current (better) Score,-109892414.831174 Compute initial score before splitting: Score: Raw -109962850.818812 + Penalty 70435.987638 = -109892414.831174 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 1 (194282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7127.820000 sec): 2 clusters Score: Raw -29018141.035706 + Penalty 3019.912366 = -29015121.123340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7129.060000 sec): 3 clusters Score: Raw -28891179.524512 + Penalty 6039.824731 = -28885139.699781 nChanged 93224 SP:Iteration 1F (7130.320000 sec): 3 clusters Score: Raw -28945701.646112 + Penalty 6039.824731 = -28939661.821381 nChanged 5868 SP:Iteration 2Q (7131.610000 sec): 3 clusters Score: Raw -28947072.174683 + Penalty 6039.824731 = -28941032.349952 nChanged 6502 SP:Iteration 3Q (7132.940000 sec): 3 clusters Score: Raw -28949023.500764 + Penalty 6039.824731 = -28942983.676033 nChanged 8194 SP:Iteration 4Q (7134.250000 sec): 3 clusters Score: Raw -28952319.634969 + Penalty 6039.824731 = -28946279.810237 nChanged 10722 SP:Iteration 5F (7135.560000 sec): 3 clusters Score: Raw -28958041.489652 + Penalty 6039.824731 = -28952001.664920 nChanged 13511 SP:Iteration 6F (7136.760000 sec): 3 clusters Score: Raw -28967476.986237 + Penalty 6039.824731 = -28961437.161506 nChanged 15886 SP:Iteration 7F (7137.960000 sec): 3 clusters Score: Raw -28981021.934246 + Penalty 6039.824731 = -28974982.109515 nChanged 15328 SP:Iteration 8F (7139.230000 sec): 3 clusters Score: Raw -28995501.382219 + Penalty 6039.824731 = -28989461.557488 nChanged 11622 SP:Iteration 9F (7140.470000 sec): 3 clusters Score: Raw -29006841.366417 + Penalty 6039.824731 = -29000801.541686 nChanged 6757 SP:Iteration 10Q (7141.600000 sec): 3 clusters Score: Raw -29013081.784955 + Penalty 6039.824731 = -29007041.960224 nChanged 3379 SP:Iteration 11Q (7142.690000 sec): 3 clusters Score: Raw -29015980.919628 + Penalty 6039.824731 = -29009941.094897 nChanged 1735 SP:Iteration 12Q (7143.830000 sec): 3 clusters Score: Raw -29017341.544575 + Penalty 6039.824731 = -29011301.719843 nChanged 913 SP:Iteration 13Q (7144.930000 sec): 3 clusters Score: Raw -29017978.533439 + Penalty 6039.824731 = -29011938.708708 nChanged 512 SP:Iteration 14Q (7145.920000 sec): 3 clusters Score: Raw -29018314.996939 + Penalty 6039.824731 = -29012275.172208 nChanged 279 SP:Iteration 15Q (7146.960000 sec): 3 clusters Score: Raw -29018474.448952 + Penalty 6039.824731 = -29012434.624220 nChanged 166 SP:Iteration 16Q (7148.090000 sec): 3 clusters Score: Raw -29018563.424505 + Penalty 6039.824731 = -29012523.599774 nChanged 111 SP:Iteration 17Q (7149.130000 sec): 3 clusters Score: Raw -29018622.050353 + Penalty 6039.824731 = -29012582.225622 nChanged 79 SP:Iteration 18Q (7150.230000 sec): 3 clusters Score: Raw -29018658.197738 + Penalty 6039.824731 = -29012618.373007 nChanged 59 SP:Iteration 19Q (7151.310000 sec): 3 clusters Score: Raw -29018686.247500 + Penalty 6039.824731 = -29012646.422768 nChanged 44 SP:Iteration 20F (7152.540000 sec): 3 clusters Score: Raw -29018705.524359 + Penalty 6039.824731 = -29012665.699627 nChanged 26 SP:Iteration 21Q (7153.600000 sec): 3 clusters Score: Raw -29018717.390213 + Penalty 6039.824731 = -29012677.565481 nChanged 22 SP:Iteration 22Q (7154.680000 sec): 3 clusters Score: Raw -29018727.626414 + Penalty 6039.824731 = -29012687.801683 nChanged 19 SP:Iteration 23Q (7155.730000 sec): 3 clusters Score: Raw -29018734.625757 + Penalty 6039.824731 = -29012694.801026 nChanged 20 SP:Iteration 24Q (7156.640000 sec): 3 clusters Score: Raw -29018741.620411 + Penalty 6039.824731 = -29012701.795680 nChanged 10 SP:Iteration 25Q (7157.700000 sec): 3 clusters Score: Raw -29018748.071845 + Penalty 6039.824731 = -29012708.247114 nChanged 16 SP:Iteration 26Q (7158.750000 sec): 3 clusters Score: Raw -29018754.155604 + Penalty 6039.824731 = -29012714.330872 nChanged 13 SP:Iteration 27Q (7159.870000 sec): 3 clusters Score: Raw -29018758.184076 + Penalty 6039.824731 = -29012718.359344 nChanged 6 SP:Iteration 28Q (7160.990000 sec): 3 clusters Score: Raw -29018760.399276 + Penalty 6039.824731 = -29012720.574545 nChanged 7 SP:Iteration 29Q (7162.130000 sec): 3 clusters Score: Raw -29018763.001413 + Penalty 6039.824731 = -29012723.176681 nChanged 6 SP:Iteration 30Q (7163.190000 sec): 3 clusters Score: Raw -29018767.380806 + Penalty 6039.824731 = -29012727.556075 nChanged 6 SP:Iteration 31Q (7164.180000 sec): 3 clusters Score: Raw -29018771.845150 + Penalty 6039.824731 = -29012732.020419 nChanged 9 SP:Iteration 32Q (7165.160000 sec): 3 clusters Score: Raw -29018775.586126 + Penalty 6039.824731 = -29012735.761394 nChanged 6 SP:Iteration 33Q (7166.200000 sec): 3 clusters Score: Raw -29018778.531149 + Penalty 6039.824731 = -29012738.706417 nChanged 3 SP:Iteration 34Q (7167.310000 sec): 3 clusters Score: Raw -29018779.263463 + Penalty 6039.824731 = -29012739.438731 nChanged 3 SP:Iteration 35Q (7168.580000 sec): 3 clusters Score: Raw -29018780.177696 + Penalty 6039.824731 = -29012740.352965 nChanged 1 SP:Iteration 36Q (7169.740000 sec): 3 clusters Score: Raw -29018780.596599 + Penalty 6039.824731 = -29012740.771868 nChanged 2 SP:Iteration 37Q (7170.830000 sec): 3 clusters Score: Raw -29018781.638271 + Penalty 6039.824731 = -29012741.813539 nChanged 4 SP:Iteration 38Q (7172.000000 sec): 3 clusters Score: Raw -29018783.901603 + Penalty 6039.824731 = -29012744.076872 nChanged 2 SP:Iteration 39Q (7173.080000 sec): 3 clusters Score: Raw -29018784.644562 + Penalty 6039.824731 = -29012744.819830 nChanged 0 SP:Iteration 40F (7174.310000 sec): 3 clusters Score: Raw -29018784.644562 + Penalty 6039.824731 = -29012744.819830 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (360737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7175.990000 sec): 2 clusters Score: Raw -53582296.428483 + Penalty 3173.384301 = -53579123.044182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7178.190000 sec): 3 clusters Score: Raw -53342791.723419 + Penalty 6346.768602 = -53336444.954816 nChanged 175025 SP:Iteration 1F (7180.180000 sec): 3 clusters Score: Raw -53445703.041835 + Penalty 6346.768602 = -53439356.273232 nChanged 8120 SP:Iteration 2Q (7182.450000 sec): 3 clusters Score: Raw -53447118.484472 + Penalty 6346.768602 = -53440771.715870 nChanged 9199 SP:Iteration 3Q (7184.580000 sec): 3 clusters Score: Raw -53449054.879445 + Penalty 6346.768602 = -53442708.110843 nChanged 10970 SP:Iteration 4Q (7186.780000 sec): 3 clusters Score: Raw -53451935.863252 + Penalty 6346.768602 = -53445589.094650 nChanged 13393 SP:Iteration 5Q (7189.110000 sec): 3 clusters Score: Raw -53456363.220408 + Penalty 6346.768602 = -53450016.451806 nChanged 16400 SP:Iteration 6Q (7191.290000 sec): 3 clusters Score: Raw -53463360.859595 + Penalty 6346.768602 = -53457014.090993 nChanged 20275 SP:Iteration 7F (7193.440000 sec): 3 clusters Score: Raw -53474447.107737 + Penalty 6346.768602 = -53468100.339134 nChanged 24841 SP:Iteration 8F (7195.560000 sec): 3 clusters Score: Raw -53491366.023787 + Penalty 6346.768602 = -53485019.255185 nChanged 28387 SP:Iteration 9F (7197.640000 sec): 3 clusters Score: Raw -53514579.504997 + Penalty 6346.768602 = -53508232.736395 nChanged 28372 SP:Iteration 10F (7199.780000 sec): 3 clusters Score: Raw -53540769.890604 + Penalty 6346.768602 = -53534423.122002 nChanged 22837 SP:Iteration 11F (7201.990000 sec): 3 clusters Score: Raw -53562800.880111 + Penalty 6346.768602 = -53556454.111509 nChanged 13305 SP:Iteration 12Q (7204.100000 sec): 3 clusters Score: Raw -53575299.070912 + Penalty 6346.768602 = -53568952.302310 nChanged 5617 SP:Iteration 13Q (7206.120000 sec): 3 clusters Score: Raw -53580157.610661 + Penalty 6346.768602 = -53573810.842059 nChanged 1898 SP:Iteration 14Q (7208.000000 sec): 3 clusters Score: Raw -53581753.959887 + Penalty 6346.768602 = -53575407.191285 nChanged 558 SP:Iteration 15Q (7209.890000 sec): 3 clusters Score: Raw -53582260.562499 + Penalty 6346.768602 = -53575913.793897 nChanged 174 SP:Iteration 16Q (7211.850000 sec): 3 clusters Score: Raw -53582452.006841 + Penalty 6346.768602 = -53576105.238239 nChanged 83 SP:Iteration 17Q (7213.600000 sec): 3 clusters Score: Raw -53582544.704540 + Penalty 6346.768602 = -53576197.935937 nChanged 45 SP:Iteration 18Q (7215.340000 sec): 3 clusters Score: Raw -53582589.969981 + Penalty 6346.768602 = -53576243.201378 nChanged 21 SP:Iteration 19Q (7217.130000 sec): 3 clusters Score: Raw -53582609.705255 + Penalty 6346.768602 = -53576262.936653 nChanged 17 SP:Iteration 20F (7219.140000 sec): 3 clusters Score: Raw -53582626.663385 + Penalty 6346.768602 = -53576279.894782 nChanged 18 SP:Iteration 21Q (7220.960000 sec): 3 clusters Score: Raw -53582649.098561 + Penalty 6346.768602 = -53576302.329958 nChanged 15 SP:Iteration 22Q (7222.570000 sec): 3 clusters Score: Raw -53582667.660653 + Penalty 6346.768602 = -53576320.892051 nChanged 12 SP:Iteration 23Q (7224.280000 sec): 3 clusters Score: Raw -53582680.465486 + Penalty 6346.768602 = -53576333.696884 nChanged 8 SP:Iteration 24Q (7225.920000 sec): 3 clusters Score: Raw -53582687.946022 + Penalty 6346.768602 = -53576341.177419 nChanged 7 SP:Iteration 25Q (7227.600000 sec): 3 clusters Score: Raw -53582695.944539 + Penalty 6346.768602 = -53576349.175936 nChanged 6 SP:Iteration 26Q (7229.240000 sec): 3 clusters Score: Raw -53582701.189513 + Penalty 6346.768602 = -53576354.420911 nChanged 1 SP:Iteration 27Q (7230.840000 sec): 3 clusters Score: Raw -53582701.852967 + Penalty 6346.768602 = -53576355.084365 nChanged 2 SP:Iteration 28Q (7232.500000 sec): 3 clusters Score: Raw -53582703.348870 + Penalty 6346.768602 = -53576356.580268 nChanged 1 SP:Iteration 29Q (7234.170000 sec): 3 clusters Score: Raw -53582703.860312 + Penalty 6346.768602 = -53576357.091710 nChanged 1 SP:Iteration 30Q (7236.170000 sec): 3 clusters Score: Raw -53582704.408093 + Penalty 6346.768602 = -53576357.639491 nChanged 0 SP:Iteration 31F (7238.070000 sec): 3 clusters Score: Raw -53582704.408093 + Penalty 6346.768602 = -53576357.639491 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (4638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7238.380000 sec): 2 clusters Score: Raw -663720.671509 + Penalty 2093.625552 = -661627.045957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7238.570000 sec): 3 clusters Score: Raw -661583.215752 + Penalty 4187.251105 = -657395.964647 nChanged 1753 SP:Iteration 1F (7238.780000 sec): 3 clusters Score: Raw -662855.995570 + Penalty 4187.251105 = -658668.744465 nChanged 448 SP:Iteration 2F (7238.960000 sec): 3 clusters Score: Raw -663322.968454 + Penalty 4187.251105 = -659135.717349 nChanged 313 SP:Iteration 3F (7239.170000 sec): 3 clusters Score: Raw -663607.284833 + Penalty 4187.251105 = -659420.033728 nChanged 258 SP:Iteration 4F (7239.340000 sec): 3 clusters Score: Raw -663806.331081 + Penalty 4187.251105 = -659619.079976 nChanged 208 SP:Iteration 5Q (7239.540000 sec): 3 clusters Score: Raw -663960.212775 + Penalty 4187.251105 = -659772.961670 nChanged 189 SP:Iteration 6Q (7239.700000 sec): 3 clusters Score: Raw -664091.259669 + Penalty 4187.251105 = -659904.008564 nChanged 166 SP:Iteration 7Q (7239.910000 sec): 3 clusters Score: Raw -664204.070356 + Penalty 4187.251105 = -660016.819251 nChanged 150 SP:Iteration 8Q (7240.120000 sec): 3 clusters Score: Raw -664292.132343 + Penalty 4187.251105 = -660104.881238 nChanged 118 SP:Iteration 9Q (7240.360000 sec): 3 clusters Score: Raw -664359.777330 + Penalty 4187.251105 = -660172.526225 nChanged 107 SP:Iteration 10Q (7240.560000 sec): 3 clusters Score: Raw -664416.597340 + Penalty 4187.251105 = -660229.346236 nChanged 84 SP:Iteration 11Q (7240.750000 sec): 3 clusters Score: Raw -664458.830213 + Penalty 4187.251105 = -660271.579108 nChanged 69 SP:Iteration 12Q (7241.000000 sec): 3 clusters Score: Raw -664498.322539 + Penalty 4187.251105 = -660311.071434 nChanged 71 SP:Iteration 13Q (7241.190000 sec): 3 clusters Score: Raw -664532.956029 + Penalty 4187.251105 = -660345.704924 nChanged 62 SP:Iteration 14Q (7241.420000 sec): 3 clusters Score: Raw -664565.691957 + Penalty 4187.251105 = -660378.440852 nChanged 61 SP:Iteration 15Q (7241.680000 sec): 3 clusters Score: Raw -664605.568632 + Penalty 4187.251105 = -660418.317527 nChanged 63 SP:Iteration 16Q (7241.890000 sec): 3 clusters Score: Raw -664645.192243 + Penalty 4187.251105 = -660457.941138 nChanged 50 SP:Iteration 17Q (7242.110000 sec): 3 clusters Score: Raw -664671.025278 + Penalty 4187.251105 = -660483.774173 nChanged 50 SP:Iteration 18Q (7242.290000 sec): 3 clusters Score: Raw -664690.568401 + Penalty 4187.251105 = -660503.317296 nChanged 28 SP:Iteration 19Q (7242.510000 sec): 3 clusters Score: Raw -664700.454857 + Penalty 4187.251105 = -660513.203752 nChanged 19 SP:Iteration 20F (7242.740000 sec): 3 clusters Score: Raw -664707.186370 + Penalty 4187.251105 = -660519.935266 nChanged 14 SP:Iteration 21Q (7242.970000 sec): 3 clusters Score: Raw -664712.752384 + Penalty 4187.251105 = -660525.501279 nChanged 16 SP:Iteration 22Q (7243.190000 sec): 3 clusters Score: Raw -664717.598106 + Penalty 4187.251105 = -660530.347001 nChanged 15 SP:Iteration 23Q (7243.420000 sec): 3 clusters Score: Raw -664722.758817 + Penalty 4187.251105 = -660535.507712 nChanged 11 SP:Iteration 24Q (7243.640000 sec): 3 clusters Score: Raw -664727.209890 + Penalty 4187.251105 = -660539.958785 nChanged 8 SP:Iteration 25Q (7243.880000 sec): 3 clusters Score: Raw -664728.744198 + Penalty 4187.251105 = -660541.493093 nChanged 4 SP:Iteration 26Q (7244.130000 sec): 3 clusters Score: Raw -664729.670737 + Penalty 4187.251105 = -660542.419632 nChanged 3 SP:Iteration 27Q (7244.350000 sec): 3 clusters Score: Raw -664730.681686 + Penalty 4187.251105 = -660543.430581 nChanged 2 SP:Iteration 28Q (7244.560000 sec): 3 clusters Score: Raw -664731.342191 + Penalty 4187.251105 = -660544.091086 nChanged 0 SP:Iteration 29F (7244.770000 sec): 3 clusters Score: Raw -664731.342191 + Penalty 4187.251105 = -660544.091086 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 5 (15200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.920000 sec): 2 clusters Score: Raw -2298441.365339 + Penalty 2388.004575 = -2296053.360764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.200000 sec): 3 clusters Score: Raw -2289765.879349 + Penalty 4776.009151 = -2284989.870199 nChanged 6598 SP:Iteration 1F (7245.530000 sec): 3 clusters Score: Raw -2293220.995186 + Penalty 4776.009151 = -2288444.986036 nChanged 861 SP:Iteration 2F (7245.770000 sec): 3 clusters Score: Raw -2293578.738055 + Penalty 4776.009151 = -2288802.728904 nChanged 707 SP:Iteration 3Q (7246.100000 sec): 3 clusters Score: Raw -2293846.765451 + Penalty 4776.009151 = -2289070.756300 nChanged 601 SP:Iteration 4Q (7246.440000 sec): 3 clusters Score: Raw -2294086.890155 + Penalty 4776.009151 = -2289310.881004 nChanged 533 SP:Iteration 5Q (7246.730000 sec): 3 clusters Score: Raw -2294334.153900 + Penalty 4776.009151 = -2289558.144749 nChanged 586 SP:Iteration 6Q (7247.000000 sec): 3 clusters Score: Raw -2294622.782322 + Penalty 4776.009151 = -2289846.773172 nChanged 586 SP:Iteration 7Q (7247.250000 sec): 3 clusters Score: Raw -2294900.721251 + Penalty 4776.009151 = -2290124.712100 nChanged 616 SP:Iteration 8Q (7247.530000 sec): 3 clusters Score: Raw -2295220.872050 + Penalty 4776.009151 = -2290444.862900 nChanged 679 SP:Iteration 9Q (7247.840000 sec): 3 clusters Score: Raw -2295613.686735 + Penalty 4776.009151 = -2290837.677584 nChanged 748 SP:Iteration 10Q (7248.060000 sec): 3 clusters Score: Raw -2296089.069929 + Penalty 4776.009151 = -2291313.060779 nChanged 752 SP:Iteration 11Q (7248.310000 sec): 3 clusters Score: Raw -2296576.302833 + Penalty 4776.009151 = -2291800.293683 nChanged 682 SP:Iteration 12Q (7248.570000 sec): 3 clusters Score: Raw -2297032.054193 + Penalty 4776.009151 = -2292256.045043 nChanged 610 SP:Iteration 13Q (7248.810000 sec): 3 clusters Score: Raw -2297375.289879 + Penalty 4776.009151 = -2292599.280728 nChanged 453 SP:Iteration 14Q (7249.070000 sec): 3 clusters Score: Raw -2297593.368713 + Penalty 4776.009151 = -2292817.359563 nChanged 300 SP:Iteration 15Q (7249.330000 sec): 3 clusters Score: Raw -2297704.869641 + Penalty 4776.009151 = -2292928.860491 nChanged 207 SP:Iteration 16Q (7249.590000 sec): 3 clusters Score: Raw -2297767.290217 + Penalty 4776.009151 = -2292991.281067 nChanged 128 SP:Iteration 17Q (7249.890000 sec): 3 clusters Score: Raw -2297802.511447 + Penalty 4776.009151 = -2293026.502296 nChanged 106 SP:Iteration 18Q (7250.160000 sec): 3 clusters Score: Raw -2297830.756397 + Penalty 4776.009151 = -2293054.747247 nChanged 105 SP:Iteration 19Q (7250.430000 sec): 3 clusters Score: Raw -2297861.833931 + Penalty 4776.009151 = -2293085.824781 nChanged 100 SP:Iteration 20F (7250.730000 sec): 3 clusters Score: Raw -2297890.572283 + Penalty 4776.009151 = -2293114.563133 nChanged 103 SP:Iteration 21Q (7251.050000 sec): 3 clusters Score: Raw -2297920.459393 + Penalty 4776.009151 = -2293144.450243 nChanged 84 SP:Iteration 22Q (7251.290000 sec): 3 clusters Score: Raw -2297942.961708 + Penalty 4776.009151 = -2293166.952557 nChanged 92 SP:Iteration 23Q (7251.560000 sec): 3 clusters Score: Raw -2297963.441063 + Penalty 4776.009151 = -2293187.431913 nChanged 98 SP:Iteration 24Q (7251.850000 sec): 3 clusters Score: Raw -2297984.654034 + Penalty 4776.009151 = -2293208.644883 nChanged 94 SP:Iteration 25Q (7252.090000 sec): 3 clusters Score: Raw -2298008.049736 + Penalty 4776.009151 = -2293232.040586 nChanged 73 SP:Iteration 26Q (7252.410000 sec): 3 clusters Score: Raw -2298024.851515 + Penalty 4776.009151 = -2293248.842364 nChanged 71 SP:Iteration 27Q (7252.650000 sec): 3 clusters Score: Raw -2298041.628672 + Penalty 4776.009151 = -2293265.619521 nChanged 74 SP:Iteration 28Q (7252.990000 sec): 3 clusters Score: Raw -2298055.181907 + Penalty 4776.009151 = -2293279.172757 nChanged 41 SP:Iteration 29Q (7253.220000 sec): 3 clusters Score: Raw -2298061.339248 + Penalty 4776.009151 = -2293285.330097 nChanged 34 SP:Iteration 30Q (7253.510000 sec): 3 clusters Score: Raw -2298067.047436 + Penalty 4776.009151 = -2293291.038285 nChanged 37 SP:Iteration 31Q (7253.740000 sec): 3 clusters Score: Raw -2298072.677278 + Penalty 4776.009151 = -2293296.668127 nChanged 32 SP:Iteration 32Q (7254.050000 sec): 3 clusters Score: Raw -2298077.579841 + Penalty 4776.009151 = -2293301.570690 nChanged 39 SP:Iteration 33Q (7254.280000 sec): 3 clusters Score: Raw -2298085.763468 + Penalty 4776.009151 = -2293309.754317 nChanged 35 SP:Iteration 34Q (7254.540000 sec): 3 clusters Score: Raw -2298091.901771 + Penalty 4776.009151 = -2293315.892620 nChanged 38 SP:Iteration 35Q (7254.810000 sec): 3 clusters Score: Raw -2298098.049283 + Penalty 4776.009151 = -2293322.040132 nChanged 34 SP:Iteration 36Q (7255.070000 sec): 3 clusters Score: Raw -2298104.473343 + Penalty 4776.009151 = -2293328.464192 nChanged 42 SP:Iteration 37Q (7255.330000 sec): 3 clusters Score: Raw -2298112.124544 + Penalty 4776.009151 = -2293336.115394 nChanged 28 SP:Iteration 38Q (7255.640000 sec): 3 clusters Score: Raw -2298116.048570 + Penalty 4776.009151 = -2293340.039419 nChanged 27 SP:Iteration 39Q (7255.850000 sec): 3 clusters Score: Raw -2298120.704046 + Penalty 4776.009151 = -2293344.694896 nChanged 37 SP:Iteration 40F (7256.190000 sec): 3 clusters Score: Raw -2298127.156616 + Penalty 4776.009151 = -2293351.147465 nChanged 33 SP:Iteration 41Q (7256.440000 sec): 3 clusters Score: Raw -2298132.295931 + Penalty 4776.009151 = -2293356.286781 nChanged 36 SP:Iteration 42Q (7256.730000 sec): 3 clusters Score: Raw -2298138.069043 + Penalty 4776.009151 = -2293362.059892 nChanged 36 SP:Iteration 43Q (7257.010000 sec): 3 clusters Score: Raw -2298143.364993 + Penalty 4776.009151 = -2293367.355842 nChanged 34 SP:Iteration 44Q (7257.330000 sec): 3 clusters Score: Raw -2298149.662998 + Penalty 4776.009151 = -2293373.653848 nChanged 32 SP:Iteration 45Q (7257.580000 sec): 3 clusters Score: Raw -2298155.558524 + Penalty 4776.009151 = -2293379.549373 nChanged 32 SP:Iteration 46Q (7257.890000 sec): 3 clusters Score: Raw -2298161.079624 + Penalty 4776.009151 = -2293385.070473 nChanged 41 SP:Iteration 47Q (7258.180000 sec): 3 clusters Score: Raw -2298168.654780 + Penalty 4776.009151 = -2293392.645630 nChanged 41 SP:Iteration 48Q (7258.450000 sec): 3 clusters Score: Raw -2298176.145513 + Penalty 4776.009151 = -2293400.136362 nChanged 37 SP:Iteration 49Q (7258.730000 sec): 3 clusters Score: Raw -2298182.394358 + Penalty 4776.009151 = -2293406.385207 nChanged 39 SP:Iteration 50Q (7258.990000 sec): 3 clusters Score: Raw -2298188.379901 + Penalty 4776.009151 = -2293412.370751 nChanged 39 SP:Iteration 51Q (7259.280000 sec): 3 clusters Score: Raw -2298193.792860 + Penalty 4776.009151 = -2293417.783709 nChanged 35 SP:Iteration 52Q (7259.560000 sec): 3 clusters Score: Raw -2298199.627845 + Penalty 4776.009151 = -2293423.618695 nChanged 35 SP:Iteration 53Q (7259.810000 sec): 3 clusters Score: Raw -2298206.439887 + Penalty 4776.009151 = -2293430.430737 nChanged 36 SP:Iteration 54Q (7260.060000 sec): 3 clusters Score: Raw -2298213.032105 + Penalty 4776.009151 = -2293437.022955 nChanged 26 SP:Iteration 55Q (7260.330000 sec): 3 clusters Score: Raw -2298217.194624 + Penalty 4776.009151 = -2293441.185473 nChanged 25 SP:Iteration 56Q (7260.590000 sec): 3 clusters Score: Raw -2298220.675726 + Penalty 4776.009151 = -2293444.666575 nChanged 31 SP:Iteration 57Q (7260.860000 sec): 3 clusters Score: Raw -2298225.523733 + Penalty 4776.009151 = -2293449.514582 nChanged 31 SP:Iteration 58Q (7261.190000 sec): 3 clusters Score: Raw -2298230.279590 + Penalty 4776.009151 = -2293454.270439 nChanged 33 SP:Iteration 59Q (7261.460000 sec): 3 clusters Score: Raw -2298235.469810 + Penalty 4776.009151 = -2293459.460659 nChanged 28 SP:Iteration 60F (7261.810000 sec): 3 clusters Score: Raw -2298238.933617 + Penalty 4776.009151 = -2293462.924466 nChanged 18 SP:Iteration 61Q (7262.100000 sec): 3 clusters Score: Raw -2298241.637260 + Penalty 4776.009151 = -2293465.628109 nChanged 23 SP:Iteration 62Q (7262.410000 sec): 3 clusters Score: Raw -2298245.534873 + Penalty 4776.009151 = -2293469.525723 nChanged 28 SP:Iteration 63Q (7262.730000 sec): 3 clusters Score: Raw -2298249.532185 + Penalty 4776.009151 = -2293473.523034 nChanged 25 SP:Iteration 64Q (7263.040000 sec): 3 clusters Score: Raw -2298253.838457 + Penalty 4776.009151 = -2293477.829306 nChanged 27 SP:Iteration 65Q (7263.330000 sec): 3 clusters Score: Raw -2298258.215304 + Penalty 4776.009151 = -2293482.206153 nChanged 33 SP:Iteration 66Q (7263.650000 sec): 3 clusters Score: Raw -2298263.376021 + Penalty 4776.009151 = -2293487.366871 nChanged 36 SP:Iteration 67Q (7263.890000 sec): 3 clusters Score: Raw -2298269.261317 + Penalty 4776.009151 = -2293493.252166 nChanged 31 SP:Iteration 68Q (7264.140000 sec): 3 clusters Score: Raw -2298274.531986 + Penalty 4776.009151 = -2293498.522836 nChanged 33 SP:Iteration 69Q (7264.410000 sec): 3 clusters Score: Raw -2298279.923179 + Penalty 4776.009151 = -2293503.914029 nChanged 24 SP:Iteration 70Q (7264.680000 sec): 3 clusters Score: Raw -2298283.779576 + Penalty 4776.009151 = -2293507.770425 nChanged 18 SP:Iteration 71Q (7264.940000 sec): 3 clusters Score: Raw -2298286.746790 + Penalty 4776.009151 = -2293510.737639 nChanged 17 SP:Iteration 72Q (7265.220000 sec): 3 clusters Score: Raw -2298289.537425 + Penalty 4776.009151 = -2293513.528274 nChanged 19 SP:Iteration 73Q (7265.480000 sec): 3 clusters Score: Raw -2298292.370062 + Penalty 4776.009151 = -2293516.360911 nChanged 16 SP:Iteration 74Q (7265.690000 sec): 3 clusters Score: Raw -2298294.401659 + Penalty 4776.009151 = -2293518.392508 nChanged 17 SP:Iteration 75Q (7265.980000 sec): 3 clusters Score: Raw -2298296.244793 + Penalty 4776.009151 = -2293520.235642 nChanged 10 SP:Iteration 76Q (7266.200000 sec): 3 clusters Score: Raw -2298297.988602 + Penalty 4776.009151 = -2293521.979451 nChanged 12 SP:Iteration 77Q (7266.480000 sec): 3 clusters Score: Raw -2298299.786086 + Penalty 4776.009151 = -2293523.776935 nChanged 4 SP:Iteration 78Q (7266.710000 sec): 3 clusters Score: Raw -2298300.099289 + Penalty 4776.009151 = -2293524.090138 nChanged 5 SP:Iteration 79Q (7266.950000 sec): 3 clusters Score: Raw -2298300.724288 + Penalty 4776.009151 = -2293524.715138 nChanged 5 SP:Iteration 80F (7267.250000 sec): 3 clusters Score: Raw -2298301.421265 + Penalty 4776.009151 = -2293525.412115 nChanged 8 SP:Iteration 81Q (7267.470000 sec): 3 clusters Score: Raw -2298302.854895 + Penalty 4776.009151 = -2293526.845744 nChanged 14 SP:Iteration 82Q (7267.760000 sec): 3 clusters Score: Raw -2298304.924261 + Penalty 4776.009151 = -2293528.915110 nChanged 12 SP:Iteration 83Q (7268.100000 sec): 3 clusters Score: Raw -2298306.793830 + Penalty 4776.009151 = -2293530.784680 nChanged 13 SP:Iteration 84Q (7268.320000 sec): 3 clusters Score: Raw -2298309.100205 + Penalty 4776.009151 = -2293533.091054 nChanged 14 SP:Iteration 85Q (7268.570000 sec): 3 clusters Score: Raw -2298311.057795 + Penalty 4776.009151 = -2293535.048645 nChanged 12 SP:Iteration 86Q (7268.820000 sec): 3 clusters Score: Raw -2298312.721812 + Penalty 4776.009151 = -2293536.712662 nChanged 15 SP:Iteration 87Q (7269.080000 sec): 3 clusters Score: Raw -2298314.708861 + Penalty 4776.009151 = -2293538.699711 nChanged 14 SP:Iteration 88Q (7269.330000 sec): 3 clusters Score: Raw -2298316.903012 + Penalty 4776.009151 = -2293540.893861 nChanged 14 SP:Iteration 89Q (7269.620000 sec): 3 clusters Score: Raw -2298319.366301 + Penalty 4776.009151 = -2293543.357151 nChanged 13 SP:Iteration 90Q (7269.870000 sec): 3 clusters Score: Raw -2298321.525959 + Penalty 4776.009151 = -2293545.516808 nChanged 17 SP:Iteration 91Q (7270.170000 sec): 3 clusters Score: Raw -2298324.849403 + Penalty 4776.009151 = -2293548.840253 nChanged 22 SP:Iteration 92Q (7270.480000 sec): 3 clusters Score: Raw -2298328.967647 + Penalty 4776.009151 = -2293552.958496 nChanged 28 SP:Iteration 93Q (7270.740000 sec): 3 clusters Score: Raw -2298333.976191 + Penalty 4776.009151 = -2293557.967041 nChanged 30 SP:Iteration 94Q (7271.020000 sec): 3 clusters Score: Raw -2298339.340416 + Penalty 4776.009151 = -2293563.331265 nChanged 21 SP:Iteration 95Q (7271.290000 sec): 3 clusters Score: Raw -2298344.734830 + Penalty 4776.009151 = -2293568.725679 nChanged 21 SP:Iteration 96Q (7271.560000 sec): 3 clusters Score: Raw -2298348.335645 + Penalty 4776.009151 = -2293572.326495 nChanged 18 SP:Iteration 97Q (7271.810000 sec): 3 clusters Score: Raw -2298351.535295 + Penalty 4776.009151 = -2293575.526144 nChanged 13 SP:Iteration 98Q (7272.150000 sec): 3 clusters Score: Raw -2298353.305777 + Penalty 4776.009151 = -2293577.296626 nChanged 8 SP:Iteration 99Q (7272.390000 sec): 3 clusters Score: Raw -2298354.087079 + Penalty 4776.009151 = -2293578.077929 nChanged 5 SP:Iteration 100F (7272.710000 sec): 3 clusters Score: Raw -2298354.642194 + Penalty 4776.009151 = -2293578.633043 nChanged 9 SP:Iteration 101Q (7272.950000 sec): 3 clusters Score: Raw -2298356.279208 + Penalty 4776.009151 = -2293580.270057 nChanged 12 SP:Iteration 102Q (7273.240000 sec): 3 clusters Score: Raw -2298359.146244 + Penalty 4776.009151 = -2293583.137094 nChanged 20 SP:Iteration 103Q (7273.500000 sec): 3 clusters Score: Raw -2298362.521211 + Penalty 4776.009151 = -2293586.512060 nChanged 17 SP:Iteration 104Q (7273.760000 sec): 3 clusters Score: Raw -2298366.317861 + Penalty 4776.009151 = -2293590.308710 nChanged 21 SP:Iteration 105Q (7274.020000 sec): 3 clusters Score: Raw -2298369.995284 + Penalty 4776.009151 = -2293593.986133 nChanged 20 SP:Iteration 106Q (7274.320000 sec): 3 clusters Score: Raw -2298373.703374 + Penalty 4776.009151 = -2293597.694223 nChanged 21 SP:Iteration 107Q (7274.620000 sec): 3 clusters Score: Raw -2298377.492887 + Penalty 4776.009151 = -2293601.483736 nChanged 26 SP:Iteration 108Q (7274.900000 sec): 3 clusters Score: Raw -2298381.911119 + Penalty 4776.009151 = -2293605.901968 nChanged 22 SP:Iteration 109Q (7275.160000 sec): 3 clusters Score: Raw -2298385.977076 + Penalty 4776.009151 = -2293609.967925 nChanged 23 SP:Iteration 110Q (7275.430000 sec): 3 clusters Score: Raw -2298390.083829 + Penalty 4776.009151 = -2293614.074678 nChanged 20 SP:Iteration 111Q (7275.620000 sec): 3 clusters Score: Raw -2298394.164038 + Penalty 4776.009151 = -2293618.154888 nChanged 31 SP:Iteration 112Q (7275.860000 sec): 3 clusters Score: Raw -2298400.406398 + Penalty 4776.009151 = -2293624.397247 nChanged 28 SP:Iteration 113Q (7276.110000 sec): 3 clusters Score: Raw -2298405.112493 + Penalty 4776.009151 = -2293629.103342 nChanged 24 SP:Iteration 114Q (7276.400000 sec): 3 clusters Score: Raw -2298409.085177 + Penalty 4776.009151 = -2293633.076026 nChanged 17 SP:Iteration 115Q (7276.640000 sec): 3 clusters Score: Raw -2298411.197081 + Penalty 4776.009151 = -2293635.187930 nChanged 13 SP:Iteration 116Q (7276.910000 sec): 3 clusters Score: Raw -2298412.556800 + Penalty 4776.009151 = -2293636.547650 nChanged 9 SP:Iteration 117Q (7277.160000 sec): 3 clusters Score: Raw -2298413.920846 + Penalty 4776.009151 = -2293637.911695 nChanged 13 SP:Iteration 118Q (7277.410000 sec): 3 clusters Score: Raw -2298416.298903 + Penalty 4776.009151 = -2293640.289752 nChanged 15 SP:Iteration 119Q (7277.740000 sec): 3 clusters Score: Raw -2298418.950528 + Penalty 4776.009151 = -2293642.941377 nChanged 20 SP:Iteration 120F (7277.970000 sec): 3 clusters Score: Raw -2298422.816595 + Penalty 4776.009151 = -2293646.807444 nChanged 17 SP:Iteration 121Q (7278.270000 sec): 3 clusters Score: Raw -2298425.905628 + Penalty 4776.009151 = -2293649.896477 nChanged 23 SP:Iteration 122Q (7278.550000 sec): 3 clusters Score: Raw -2298430.797913 + Penalty 4776.009151 = -2293654.788762 nChanged 24 SP:Iteration 123Q (7278.850000 sec): 3 clusters Score: Raw -2298434.667759 + Penalty 4776.009151 = -2293658.658608 nChanged 15 SP:Iteration 124Q (7279.120000 sec): 3 clusters Score: Raw -2298438.542170 + Penalty 4776.009151 = -2293662.533019 nChanged 22 SP:Iteration 125Q (7279.390000 sec): 3 clusters Score: Raw -2298441.958146 + Penalty 4776.009151 = -2293665.948995 nChanged 14 SP:Iteration 126Q (7279.720000 sec): 3 clusters Score: Raw -2298444.095856 + Penalty 4776.009151 = -2293668.086706 nChanged 11 SP:Iteration 127Q (7280.010000 sec): 3 clusters Score: Raw -2298446.052501 + Penalty 4776.009151 = -2293670.043351 nChanged 14 SP:Iteration 128Q (7280.280000 sec): 3 clusters Score: Raw -2298448.354138 + Penalty 4776.009151 = -2293672.344987 nChanged 11 SP:Iteration 129Q (7280.510000 sec): 3 clusters Score: Raw -2298450.250685 + Penalty 4776.009151 = -2293674.241534 nChanged 23 SP:Iteration 130Q (7280.760000 sec): 3 clusters Score: Raw -2298454.642927 + Penalty 4776.009151 = -2293678.633776 nChanged 22 SP:Iteration 131Q (7281.070000 sec): 3 clusters Score: Raw -2298458.463274 + Penalty 4776.009151 = -2293682.454124 nChanged 20 SP:Iteration 132Q (7281.310000 sec): 3 clusters Score: Raw -2298461.767749 + Penalty 4776.009151 = -2293685.758598 nChanged 16 SP:Iteration 133Q (7281.540000 sec): 3 clusters Score: Raw -2298464.399829 + Penalty 4776.009151 = -2293688.390678 nChanged 17 SP:Iteration 134Q (7281.880000 sec): 3 clusters Score: Raw -2298466.979070 + Penalty 4776.009151 = -2293690.969920 nChanged 19 SP:Iteration 135Q (7282.130000 sec): 3 clusters Score: Raw -2298470.583887 + Penalty 4776.009151 = -2293694.574737 nChanged 16 SP:Iteration 136Q (7282.390000 sec): 3 clusters Score: Raw -2298473.879571 + Penalty 4776.009151 = -2293697.870421 nChanged 14 SP:Iteration 137Q (7282.710000 sec): 3 clusters Score: Raw -2298477.005066 + Penalty 4776.009151 = -2293700.995916 nChanged 18 SP:Iteration 138Q (7282.970000 sec): 3 clusters Score: Raw -2298481.549303 + Penalty 4776.009151 = -2293705.540153 nChanged 25 SP:Iteration 139Q (7283.280000 sec): 3 clusters Score: Raw -2298488.630363 + Penalty 4776.009151 = -2293712.621213 nChanged 28 SP:Iteration 140F (7283.560000 sec): 3 clusters Score: Raw -2298494.718168 + Penalty 4776.009151 = -2293718.709017 nChanged 24 SP:Iteration 141Q (7283.830000 sec): 3 clusters Score: Raw -2298499.749267 + Penalty 4776.009151 = -2293723.740116 nChanged 27 SP:Iteration 142Q (7284.090000 sec): 3 clusters Score: Raw -2298504.787215 + Penalty 4776.009151 = -2293728.778064 nChanged 27 SP:Iteration 143Q (7284.430000 sec): 3 clusters Score: Raw -2298511.406102 + Penalty 4776.009151 = -2293735.396951 nChanged 21 SP:Iteration 144Q (7284.730000 sec): 3 clusters Score: Raw -2298516.137940 + Penalty 4776.009151 = -2293740.128790 nChanged 26 SP:Iteration 145Q (7285.000000 sec): 3 clusters Score: Raw -2298523.081039 + Penalty 4776.009151 = -2293747.071889 nChanged 29 SP:Iteration 146Q (7285.250000 sec): 3 clusters Score: Raw -2298530.987183 + Penalty 4776.009151 = -2293754.978032 nChanged 29 SP:Iteration 147Q (7285.510000 sec): 3 clusters Score: Raw -2298537.288360 + Penalty 4776.009151 = -2293761.279209 nChanged 24 SP:Iteration 148Q (7285.750000 sec): 3 clusters Score: Raw -2298543.151151 + Penalty 4776.009151 = -2293767.142000 nChanged 30 SP:Iteration 149Q (7285.990000 sec): 3 clusters Score: Raw -2298551.280391 + Penalty 4776.009151 = -2293775.271240 nChanged 40 SP:Iteration 150Q (7286.240000 sec): 3 clusters Score: Raw -2298562.992814 + Penalty 4776.009151 = -2293786.983664 nChanged 37 SP:Iteration 151Q (7286.490000 sec): 3 clusters Score: Raw -2298574.193632 + Penalty 4776.009151 = -2293798.184481 nChanged 37 SP:Iteration 152Q (7286.750000 sec): 3 clusters Score: Raw -2298584.417146 + Penalty 4776.009151 = -2293808.407995 nChanged 37 SP:Iteration 153Q (7286.980000 sec): 3 clusters Score: Raw -2298594.491768 + Penalty 4776.009151 = -2293818.482617 nChanged 33 SP:Iteration 154Q (7287.230000 sec): 3 clusters Score: Raw -2298603.441914 + Penalty 4776.009151 = -2293827.432764 nChanged 29 SP:Iteration 155Q (7287.490000 sec): 3 clusters Score: Raw -2298610.384498 + Penalty 4776.009151 = -2293834.375348 nChanged 24 SP:Iteration 156Q (7287.720000 sec): 3 clusters Score: Raw -2298615.750651 + Penalty 4776.009151 = -2293839.741500 nChanged 20 SP:Iteration 157Q (7288.060000 sec): 3 clusters Score: Raw -2298619.275006 + Penalty 4776.009151 = -2293843.265855 nChanged 9 SP:Iteration 158Q (7288.330000 sec): 3 clusters Score: Raw -2298621.132861 + Penalty 4776.009151 = -2293845.123710 nChanged 11 SP:Iteration 159Q (7288.650000 sec): 3 clusters Score: Raw -2298624.180735 + Penalty 4776.009151 = -2293848.171585 nChanged 9 SP:Iteration 160F (7288.920000 sec): 3 clusters Score: Raw -2298627.115872 + Penalty 4776.009151 = -2293851.106721 nChanged 14 SP:Iteration 161Q (7289.240000 sec): 3 clusters Score: Raw -2298631.504028 + Penalty 4776.009151 = -2293855.494878 nChanged 11 SP:Iteration 162Q (7289.590000 sec): 3 clusters Score: Raw -2298634.173153 + Penalty 4776.009151 = -2293858.164002 nChanged 9 SP:Iteration 163Q (7289.890000 sec): 3 clusters Score: Raw -2298636.418770 + Penalty 4776.009151 = -2293860.409620 nChanged 9 SP:Iteration 164Q (7290.120000 sec): 3 clusters Score: Raw -2298638.803747 + Penalty 4776.009151 = -2293862.794597 nChanged 8 SP:Iteration 165Q (7290.430000 sec): 3 clusters Score: Raw -2298641.117803 + Penalty 4776.009151 = -2293865.108652 nChanged 13 SP:Iteration 166Q (7290.690000 sec): 3 clusters Score: Raw -2298644.044771 + Penalty 4776.009151 = -2293868.035621 nChanged 12 SP:Iteration 167Q (7290.930000 sec): 3 clusters Score: Raw -2298646.306042 + Penalty 4776.009151 = -2293870.296891 nChanged 14 SP:Iteration 168Q (7291.260000 sec): 3 clusters Score: Raw -2298650.139365 + Penalty 4776.009151 = -2293874.130215 nChanged 15 SP:Iteration 169Q (7291.520000 sec): 3 clusters Score: Raw -2298654.233858 + Penalty 4776.009151 = -2293878.224707 nChanged 16 SP:Iteration 170Q (7291.790000 sec): 3 clusters Score: Raw -2298658.329948 + Penalty 4776.009151 = -2293882.320797 nChanged 18 SP:Iteration 171Q (7292.010000 sec): 3 clusters Score: Raw -2298663.627917 + Penalty 4776.009151 = -2293887.618766 nChanged 19 SP:Iteration 172Q (7292.240000 sec): 3 clusters Score: Raw -2298668.546174 + Penalty 4776.009151 = -2293892.537023 nChanged 24 SP:Iteration 173Q (7292.490000 sec): 3 clusters Score: Raw -2298674.062598 + Penalty 4776.009151 = -2293898.053448 nChanged 19 SP:Iteration 174Q (7292.750000 sec): 3 clusters Score: Raw -2298677.603083 + Penalty 4776.009151 = -2293901.593932 nChanged 12 SP:Iteration 175Q (7293.010000 sec): 3 clusters Score: Raw -2298680.079238 + Penalty 4776.009151 = -2293904.070088 nChanged 10 SP:Iteration 176Q (7293.270000 sec): 3 clusters Score: Raw -2298682.493832 + Penalty 4776.009151 = -2293906.484682 nChanged 12 SP:Iteration 177Q (7293.560000 sec): 3 clusters Score: Raw -2298685.042757 + Penalty 4776.009151 = -2293909.033606 nChanged 13 SP:Iteration 178Q (7293.790000 sec): 3 clusters Score: Raw -2298688.581412 + Penalty 4776.009151 = -2293912.572261 nChanged 15 SP:Iteration 179Q (7294.050000 sec): 3 clusters Score: Raw -2298692.430887 + Penalty 4776.009151 = -2293916.421736 nChanged 14 SP:Iteration 180F (7294.360000 sec): 3 clusters Score: Raw -2298696.266230 + Penalty 4776.009151 = -2293920.257079 nChanged 14 SP:Iteration 181Q (7294.590000 sec): 3 clusters Score: Raw -2298700.191626 + Penalty 4776.009151 = -2293924.182475 nChanged 12 SP:Iteration 182Q (7294.770000 sec): 3 clusters Score: Raw -2298702.678301 + Penalty 4776.009151 = -2293926.669150 nChanged 6 SP:Iteration 183Q (7295.070000 sec): 3 clusters Score: Raw -2298704.236154 + Penalty 4776.009151 = -2293928.227003 nChanged 3 SP:Iteration 184Q (7295.380000 sec): 3 clusters Score: Raw -2298704.760114 + Penalty 4776.009151 = -2293928.750964 nChanged 3 SP:Iteration 185Q (7295.690000 sec): 3 clusters Score: Raw -2298705.360121 + Penalty 4776.009151 = -2293929.350971 nChanged 0 SP:Iteration 186F (7295.900000 sec): 3 clusters Score: Raw -2298705.360121 + Penalty 4776.009151 = -2293929.350971 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 6 (1457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7296.040000 sec): 2 clusters Score: Raw -213991.920993 + Penalty 1806.465432 = -212185.455562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7296.220000 sec): 3 clusters Score: Raw -213533.335884 + Penalty 3612.930864 = -209920.405020 nChanged 453 SP:Iteration 1F (7296.420000 sec): 3 clusters Score: Raw -214035.300848 + Penalty 3612.930864 = -210422.369984 nChanged 144 SP:Iteration 2F (7296.580000 sec): 3 clusters Score: Raw -214389.450858 + Penalty 3612.930864 = -210776.519995 nChanged 130 SP:Iteration 3F (7296.740000 sec): 3 clusters Score: Raw -214692.510023 + Penalty 3612.930864 = -211079.579159 nChanged 115 SP:Iteration 4F (7296.920000 sec): 3 clusters Score: Raw -214894.781597 + Penalty 3612.930864 = -211281.850733 nChanged 80 SP:Iteration 5F (7297.150000 sec): 3 clusters Score: Raw -215041.913618 + Penalty 3612.930864 = -211428.982754 nChanged 60 SP:Iteration 6Q (7297.330000 sec): 3 clusters Score: Raw -215169.199348 + Penalty 3612.930864 = -211556.268484 nChanged 51 SP:Iteration 7Q (7297.560000 sec): 3 clusters Score: Raw -215277.214121 + Penalty 3612.930864 = -211664.283257 nChanged 34 SP:Iteration 8Q (7297.720000 sec): 3 clusters Score: Raw -215341.985785 + Penalty 3612.930864 = -211729.054922 nChanged 16 SP:Iteration 9Q (7297.960000 sec): 3 clusters Score: Raw -215368.565357 + Penalty 3612.930864 = -211755.634494 nChanged 17 SP:Iteration 10Q (7298.120000 sec): 3 clusters Score: Raw -215401.798684 + Penalty 3612.930864 = -211788.867820 nChanged 13 SP:Iteration 11Q (7298.300000 sec): 3 clusters Score: Raw -215425.487898 + Penalty 3612.930864 = -211812.557034 nChanged 11 SP:Iteration 12Q (7298.520000 sec): 3 clusters Score: Raw -215447.128375 + Penalty 3612.930864 = -211834.197511 nChanged 3 SP:Iteration 13Q (7298.680000 sec): 3 clusters Score: Raw -215454.920579 + Penalty 3612.930864 = -211841.989715 nChanged 7 SP:Iteration 14Q (7298.860000 sec): 3 clusters Score: Raw -215469.130991 + Penalty 3612.930864 = -211856.200128 nChanged 5 SP:Iteration 15Q (7299.060000 sec): 3 clusters Score: Raw -215481.257628 + Penalty 3612.930864 = -211868.326764 nChanged 4 SP:Iteration 16Q (7299.260000 sec): 3 clusters Score: Raw -215488.246053 + Penalty 3612.930864 = -211875.315190 nChanged 2 SP:Iteration 17Q (7299.460000 sec): 3 clusters Score: Raw -215491.950322 + Penalty 3612.930864 = -211879.019459 nChanged 2 SP:Iteration 18Q (7299.670000 sec): 3 clusters Score: Raw -215496.471048 + Penalty 3612.930864 = -211883.540184 nChanged 3 SP:Iteration 19Q (7299.920000 sec): 3 clusters Score: Raw -215504.910040 + Penalty 3612.930864 = -211891.979176 nChanged 2 SP:Iteration 20F (7300.100000 sec): 3 clusters Score: Raw -215507.749278 + Penalty 3612.930864 = -211894.818414 nChanged 1 SP:Iteration 21Q (7300.260000 sec): 3 clusters Score: Raw -215509.169639 + Penalty 3612.930864 = -211896.238775 nChanged 0 SP:Iteration 22F (7300.450000 sec): 3 clusters Score: Raw -215509.169639 + Penalty 3612.930864 = -211896.238775 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (58636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7300.950000 sec): 2 clusters Score: Raw -8600993.992006 + Penalty 2722.817822 = -8598271.174184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7301.570000 sec): 3 clusters Score: Raw -8564200.561785 + Penalty 5445.635644 = -8558754.926141 nChanged 27417 SP:Iteration 1F (7302.060000 sec): 3 clusters Score: Raw -8579170.314985 + Penalty 5445.635644 = -8573724.679341 nChanged 2183 SP:Iteration 2Q (7302.610000 sec): 3 clusters Score: Raw -8579715.300941 + Penalty 5445.635644 = -8574269.665296 nChanged 1953 SP:Iteration 3Q (7303.100000 sec): 3 clusters Score: Raw -8580238.294049 + Penalty 5445.635644 = -8574792.658405 nChanged 1970 SP:Iteration 4Q (7303.560000 sec): 3 clusters Score: Raw -8580846.742960 + Penalty 5445.635644 = -8575401.107315 nChanged 2097 SP:Iteration 5Q (7304.020000 sec): 3 clusters Score: Raw -8581670.812169 + Penalty 5445.635644 = -8576225.176525 nChanged 2422 SP:Iteration 6Q (7304.570000 sec): 3 clusters Score: Raw -8582872.977258 + Penalty 5445.635644 = -8577427.341614 nChanged 2789 SP:Iteration 7Q (7305.130000 sec): 3 clusters Score: Raw -8584565.330380 + Penalty 5445.635644 = -8579119.694735 nChanged 3202 SP:Iteration 8F (7305.550000 sec): 3 clusters Score: Raw -8586609.303545 + Penalty 5445.635644 = -8581163.667901 nChanged 3430 SP:Iteration 9F (7306.090000 sec): 3 clusters Score: Raw -8588858.584204 + Penalty 5445.635644 = -8583412.948560 nChanged 3418 SP:Iteration 10F (7306.610000 sec): 3 clusters Score: Raw -8590965.379948 + Penalty 5445.635644 = -8585519.744303 nChanged 3107 SP:Iteration 11F (7307.120000 sec): 3 clusters Score: Raw -8592577.343349 + Penalty 5445.635644 = -8587131.707705 nChanged 2588 SP:Iteration 12Q (7307.640000 sec): 3 clusters Score: Raw -8593663.358849 + Penalty 5445.635644 = -8588217.723204 nChanged 2000 SP:Iteration 13Q (7308.160000 sec): 3 clusters Score: Raw -8594360.718392 + Penalty 5445.635644 = -8588915.082747 nChanged 1611 SP:Iteration 14Q (7308.690000 sec): 3 clusters Score: Raw -8594824.300511 + Penalty 5445.635644 = -8589378.664866 nChanged 1207 SP:Iteration 15Q (7309.220000 sec): 3 clusters Score: Raw -8595110.778488 + Penalty 5445.635644 = -8589665.142844 nChanged 979 SP:Iteration 16Q (7309.720000 sec): 3 clusters Score: Raw -8595319.394808 + Penalty 5445.635644 = -8589873.759164 nChanged 815 SP:Iteration 17Q (7310.280000 sec): 3 clusters Score: Raw -8595471.407394 + Penalty 5445.635644 = -8590025.771750 nChanged 738 SP:Iteration 18Q (7310.790000 sec): 3 clusters Score: Raw -8595600.381756 + Penalty 5445.635644 = -8590154.746112 nChanged 652 SP:Iteration 19Q (7311.330000 sec): 3 clusters Score: Raw -8595710.216511 + Penalty 5445.635644 = -8590264.580867 nChanged 630 SP:Iteration 20F (7311.760000 sec): 3 clusters Score: Raw -8595815.424968 + Penalty 5445.635644 = -8590369.789324 nChanged 628 SP:Iteration 21Q (7312.310000 sec): 3 clusters Score: Raw -8595923.345677 + Penalty 5445.635644 = -8590477.710033 nChanged 612 SP:Iteration 22Q (7312.760000 sec): 3 clusters Score: Raw -8596031.569109 + Penalty 5445.635644 = -8590585.933465 nChanged 639 SP:Iteration 23Q (7313.250000 sec): 3 clusters Score: Raw -8596145.322162 + Penalty 5445.635644 = -8590699.686518 nChanged 620 SP:Iteration 24Q (7313.730000 sec): 3 clusters Score: Raw -8596254.725273 + Penalty 5445.635644 = -8590809.089629 nChanged 640 SP:Iteration 25Q (7314.270000 sec): 3 clusters Score: Raw -8596379.524259 + Penalty 5445.635644 = -8590933.888615 nChanged 679 SP:Iteration 26Q (7314.810000 sec): 3 clusters Score: Raw -8596521.222623 + Penalty 5445.635644 = -8591075.586979 nChanged 703 SP:Iteration 27Q (7315.310000 sec): 3 clusters Score: Raw -8596672.775811 + Penalty 5445.635644 = -8591227.140167 nChanged 691 SP:Iteration 28Q (7315.810000 sec): 3 clusters Score: Raw -8596822.579466 + Penalty 5445.635644 = -8591376.943822 nChanged 701 SP:Iteration 29Q (7316.290000 sec): 3 clusters Score: Raw -8596975.735419 + Penalty 5445.635644 = -8591530.099775 nChanged 733 SP:Iteration 30Q (7316.800000 sec): 3 clusters Score: Raw -8597144.729308 + Penalty 5445.635644 = -8591699.093664 nChanged 756 SP:Iteration 31Q (7317.340000 sec): 3 clusters Score: Raw -8597327.964505 + Penalty 5445.635644 = -8591882.328860 nChanged 787 SP:Iteration 32Q (7317.830000 sec): 3 clusters Score: Raw -8597520.534815 + Penalty 5445.635644 = -8592074.899171 nChanged 795 SP:Iteration 33Q (7318.330000 sec): 3 clusters Score: Raw -8597723.412834 + Penalty 5445.635644 = -8592277.777190 nChanged 776 SP:Iteration 34Q (7318.800000 sec): 3 clusters Score: Raw -8597931.708512 + Penalty 5445.635644 = -8592486.072868 nChanged 757 SP:Iteration 35Q (7319.250000 sec): 3 clusters Score: Raw -8598140.249006 + Penalty 5445.635644 = -8592694.613362 nChanged 741 SP:Iteration 36Q (7319.750000 sec): 3 clusters Score: Raw -8598351.151910 + Penalty 5445.635644 = -8592905.516266 nChanged 747 SP:Iteration 37Q (7320.230000 sec): 3 clusters Score: Raw -8598567.849412 + Penalty 5445.635644 = -8593122.213768 nChanged 706 SP:Iteration 38Q (7320.720000 sec): 3 clusters Score: Raw -8598778.212380 + Penalty 5445.635644 = -8593332.576735 nChanged 697 SP:Iteration 39Q (7321.180000 sec): 3 clusters Score: Raw -8598996.693056 + Penalty 5445.635644 = -8593551.057412 nChanged 691 SP:Iteration 40F (7321.740000 sec): 3 clusters Score: Raw -8599217.588878 + Penalty 5445.635644 = -8593771.953234 nChanged 632 SP:Iteration 41Q (7322.220000 sec): 3 clusters Score: Raw -8599424.588315 + Penalty 5445.635644 = -8593978.952671 nChanged 604 SP:Iteration 42Q (7322.680000 sec): 3 clusters Score: Raw -8599633.644610 + Penalty 5445.635644 = -8594188.008966 nChanged 587 SP:Iteration 43Q (7323.140000 sec): 3 clusters Score: Raw -8599846.042138 + Penalty 5445.635644 = -8594400.406494 nChanged 507 SP:Iteration 44Q (7323.700000 sec): 3 clusters Score: Raw -8600043.094417 + Penalty 5445.635644 = -8594597.458773 nChanged 488 SP:Iteration 45Q (7324.170000 sec): 3 clusters Score: Raw -8600243.895433 + Penalty 5445.635644 = -8594798.259789 nChanged 426 SP:Iteration 46Q (7324.690000 sec): 3 clusters Score: Raw -8600411.502686 + Penalty 5445.635644 = -8594965.867042 nChanged 398 SP:Iteration 47Q (7325.170000 sec): 3 clusters Score: Raw -8600582.723287 + Penalty 5445.635644 = -8595137.087643 nChanged 337 SP:Iteration 48Q (7325.670000 sec): 3 clusters Score: Raw -8600731.857715 + Penalty 5445.635644 = -8595286.222071 nChanged 303 SP:Iteration 49Q (7326.170000 sec): 3 clusters Score: Raw -8600872.804540 + Penalty 5445.635644 = -8595427.168896 nChanged 255 SP:Iteration 50Q (7326.700000 sec): 3 clusters Score: Raw -8600993.482212 + Penalty 5445.635644 = -8595547.846568 nChanged 226 SP:Iteration 51Q (7327.250000 sec): 3 clusters Score: Raw -8601111.637365 + Penalty 5445.635644 = -8595666.001721 nChanged 188 SP:Iteration 52Q (7327.670000 sec): 3 clusters Score: Raw -8601209.521004 + Penalty 5445.635644 = -8595763.885360 nChanged 168 SP:Iteration 53Q (7328.080000 sec): 3 clusters Score: Raw -8601305.275476 + Penalty 5445.635644 = -8595859.639832 nChanged 177 SP:Iteration 54Q (7328.490000 sec): 3 clusters Score: Raw -8601410.316930 + Penalty 5445.635644 = -8595964.681286 nChanged 132 SP:Iteration 55Q (7328.900000 sec): 3 clusters Score: Raw -8601491.752206 + Penalty 5445.635644 = -8596046.116561 nChanged 108 SP:Iteration 56Q (7329.300000 sec): 3 clusters Score: Raw -8601542.948695 + Penalty 5445.635644 = -8596097.313050 nChanged 84 SP:Iteration 57Q (7329.780000 sec): 3 clusters Score: Raw -8601576.467278 + Penalty 5445.635644 = -8596130.831634 nChanged 62 SP:Iteration 58Q (7330.240000 sec): 3 clusters Score: Raw -8601599.860595 + Penalty 5445.635644 = -8596154.224951 nChanged 54 SP:Iteration 59Q (7330.710000 sec): 3 clusters Score: Raw -8601615.971077 + Penalty 5445.635644 = -8596170.335433 nChanged 27 SP:Iteration 60F (7331.200000 sec): 3 clusters Score: Raw -8601624.958265 + Penalty 5445.635644 = -8596179.322620 nChanged 35 SP:Iteration 61Q (7331.730000 sec): 3 clusters Score: Raw -8601638.266724 + Penalty 5445.635644 = -8596192.631080 nChanged 34 SP:Iteration 62Q (7332.180000 sec): 3 clusters Score: Raw -8601650.734687 + Penalty 5445.635644 = -8596205.099043 nChanged 32 SP:Iteration 63Q (7332.700000 sec): 3 clusters Score: Raw -8601662.024320 + Penalty 5445.635644 = -8596216.388676 nChanged 18 SP:Iteration 64Q (7333.200000 sec): 3 clusters Score: Raw -8601667.749478 + Penalty 5445.635644 = -8596222.113834 nChanged 15 SP:Iteration 65Q (7333.660000 sec): 3 clusters Score: Raw -8601671.758562 + Penalty 5445.635644 = -8596226.122918 nChanged 14 SP:Iteration 66Q (7334.110000 sec): 3 clusters Score: Raw -8601675.145271 + Penalty 5445.635644 = -8596229.509627 nChanged 13 SP:Iteration 67Q (7334.570000 sec): 3 clusters Score: Raw -8601677.999104 + Penalty 5445.635644 = -8596232.363460 nChanged 9 SP:Iteration 68Q (7334.990000 sec): 3 clusters Score: Raw -8601680.447599 + Penalty 5445.635644 = -8596234.811955 nChanged 11 SP:Iteration 69Q (7335.450000 sec): 3 clusters Score: Raw -8601683.278154 + Penalty 5445.635644 = -8596237.642510 nChanged 10 SP:Iteration 70Q (7335.910000 sec): 3 clusters Score: Raw -8601686.053292 + Penalty 5445.635644 = -8596240.417648 nChanged 12 SP:Iteration 71Q (7336.370000 sec): 3 clusters Score: Raw -8601689.127191 + Penalty 5445.635644 = -8596243.491547 nChanged 7 SP:Iteration 72Q (7336.860000 sec): 3 clusters Score: Raw -8601691.486718 + Penalty 5445.635644 = -8596245.851074 nChanged 6 SP:Iteration 73Q (7337.390000 sec): 3 clusters Score: Raw -8601693.090207 + Penalty 5445.635644 = -8596247.454562 nChanged 7 SP:Iteration 74Q (7337.890000 sec): 3 clusters Score: Raw -8601694.542608 + Penalty 5445.635644 = -8596248.906963 nChanged 6 SP:Iteration 75Q (7338.390000 sec): 3 clusters Score: Raw -8601696.038505 + Penalty 5445.635644 = -8596250.402861 nChanged 3 SP:Iteration 76Q (7338.870000 sec): 3 clusters Score: Raw -8601696.441506 + Penalty 5445.635644 = -8596250.805862 nChanged 0 SP:Iteration 77F (7339.420000 sec): 3 clusters Score: Raw -8601696.441506 + Penalty 5445.635644 = -8596250.805862 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (5489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7339.550000 sec): 2 clusters Score: Raw -762092.592562 + Penalty 2135.404339 = -759957.188222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7339.790000 sec): 3 clusters Score: Raw -759429.979069 + Penalty 4270.808679 = -755159.170390 nChanged 2138 SP:Iteration 1F (7339.990000 sec): 3 clusters Score: Raw -760729.792044 + Penalty 4270.808679 = -756458.983365 nChanged 439 SP:Iteration 2F (7340.200000 sec): 3 clusters Score: Raw -761033.742374 + Penalty 4270.808679 = -756762.933695 nChanged 336 SP:Iteration 3F (7340.420000 sec): 3 clusters Score: Raw -761284.637065 + Penalty 4270.808679 = -757013.828386 nChanged 279 SP:Iteration 4F (7340.690000 sec): 3 clusters Score: Raw -761471.279032 + Penalty 4270.808679 = -757200.470353 nChanged 227 SP:Iteration 5Q (7340.900000 sec): 3 clusters Score: Raw -761629.956213 + Penalty 4270.808679 = -757359.147534 nChanged 203 SP:Iteration 6Q (7341.110000 sec): 3 clusters Score: Raw -761769.705877 + Penalty 4270.808679 = -757498.897198 nChanged 188 SP:Iteration 7Q (7341.300000 sec): 3 clusters Score: Raw -761893.236000 + Penalty 4270.808679 = -757622.427322 nChanged 156 SP:Iteration 8Q (7341.520000 sec): 3 clusters Score: Raw -762003.156498 + Penalty 4270.808679 = -757732.347819 nChanged 156 SP:Iteration 9Q (7341.740000 sec): 3 clusters Score: Raw -762107.814394 + Penalty 4270.808679 = -757837.005715 nChanged 127 SP:Iteration 10Q (7341.950000 sec): 3 clusters Score: Raw -762186.420084 + Penalty 4270.808679 = -757915.611405 nChanged 123 SP:Iteration 11Q (7342.170000 sec): 3 clusters Score: Raw -762273.811740 + Penalty 4270.808679 = -758003.003061 nChanged 114 SP:Iteration 12Q (7342.420000 sec): 3 clusters Score: Raw -762347.692394 + Penalty 4270.808679 = -758076.883715 nChanged 97 SP:Iteration 13Q (7342.720000 sec): 3 clusters Score: Raw -762402.309025 + Penalty 4270.808679 = -758131.500347 nChanged 83 SP:Iteration 14Q (7342.950000 sec): 3 clusters Score: Raw -762447.428450 + Penalty 4270.808679 = -758176.619771 nChanged 67 SP:Iteration 15Q (7343.180000 sec): 3 clusters Score: Raw -762484.050519 + Penalty 4270.808679 = -758213.241840 nChanged 73 SP:Iteration 16Q (7343.390000 sec): 3 clusters Score: Raw -762528.165835 + Penalty 4270.808679 = -758257.357156 nChanged 62 SP:Iteration 17Q (7343.600000 sec): 3 clusters Score: Raw -762571.926827 + Penalty 4270.808679 = -758301.118148 nChanged 60 SP:Iteration 18Q (7343.770000 sec): 3 clusters Score: Raw -762605.768765 + Penalty 4270.808679 = -758334.960086 nChanged 57 SP:Iteration 19Q (7343.960000 sec): 3 clusters Score: Raw -762635.365369 + Penalty 4270.808679 = -758364.556690 nChanged 49 SP:Iteration 20F (7344.180000 sec): 3 clusters Score: Raw -762659.551176 + Penalty 4270.808679 = -758388.742497 nChanged 39 SP:Iteration 21Q (7344.360000 sec): 3 clusters Score: Raw -762682.976292 + Penalty 4270.808679 = -758412.167613 nChanged 40 SP:Iteration 22Q (7344.560000 sec): 3 clusters Score: Raw -762707.371000 + Penalty 4270.808679 = -758436.562321 nChanged 42 SP:Iteration 23Q (7344.800000 sec): 3 clusters Score: Raw -762731.830737 + Penalty 4270.808679 = -758461.022058 nChanged 37 SP:Iteration 24Q (7345.000000 sec): 3 clusters Score: Raw -762755.411835 + Penalty 4270.808679 = -758484.603157 nChanged 29 SP:Iteration 25Q (7345.220000 sec): 3 clusters Score: Raw -762774.330818 + Penalty 4270.808679 = -758503.522140 nChanged 23 SP:Iteration 26Q (7345.390000 sec): 3 clusters Score: Raw -762788.099261 + Penalty 4270.808679 = -758517.290582 nChanged 16 SP:Iteration 27Q (7345.580000 sec): 3 clusters Score: Raw -762796.251712 + Penalty 4270.808679 = -758525.443034 nChanged 14 SP:Iteration 28Q (7345.840000 sec): 3 clusters Score: Raw -762803.415581 + Penalty 4270.808679 = -758532.606902 nChanged 15 SP:Iteration 29Q (7346.030000 sec): 3 clusters Score: Raw -762810.174782 + Penalty 4270.808679 = -758539.366104 nChanged 16 SP:Iteration 30Q (7346.240000 sec): 3 clusters Score: Raw -762817.632788 + Penalty 4270.808679 = -758546.824109 nChanged 15 SP:Iteration 31Q (7346.440000 sec): 3 clusters Score: Raw -762824.109383 + Penalty 4270.808679 = -758553.300704 nChanged 10 SP:Iteration 32Q (7346.640000 sec): 3 clusters Score: Raw -762830.087571 + Penalty 4270.808679 = -758559.278892 nChanged 8 SP:Iteration 33Q (7346.860000 sec): 3 clusters Score: Raw -762834.100169 + Penalty 4270.808679 = -758563.291490 nChanged 9 SP:Iteration 34Q (7347.050000 sec): 3 clusters Score: Raw -762838.946555 + Penalty 4270.808679 = -758568.137876 nChanged 7 SP:Iteration 35Q (7347.270000 sec): 3 clusters Score: Raw -762842.241414 + Penalty 4270.808679 = -758571.432735 nChanged 5 SP:Iteration 36Q (7347.480000 sec): 3 clusters Score: Raw -762844.988637 + Penalty 4270.808679 = -758574.179958 nChanged 7 SP:Iteration 37Q (7347.670000 sec): 3 clusters Score: Raw -762849.907461 + Penalty 4270.808679 = -758579.098782 nChanged 4 SP:Iteration 38Q (7347.840000 sec): 3 clusters Score: Raw -762852.213800 + Penalty 4270.808679 = -758581.405122 nChanged 3 SP:Iteration 39Q (7348.040000 sec): 3 clusters Score: Raw -762853.567353 + Penalty 4270.808679 = -758582.758674 nChanged 0 SP:Iteration 40F (7348.220000 sec): 3 clusters Score: Raw -762853.567353 + Penalty 4270.808679 = -758582.758674 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 9 (1194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7348.310000 sec): 2 clusters Score: Raw -177295.334717 + Penalty 1757.095945 = -175538.238772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7348.490000 sec): 3 clusters Score: Raw -176945.452403 + Penalty 3514.191890 = -173431.260513 nChanged 330 SP:Iteration 1F (7348.660000 sec): 3 clusters Score: Raw -177244.273695 + Penalty 3514.191890 = -173730.081805 nChanged 81 SP:Iteration 2F (7348.900000 sec): 3 clusters Score: Raw -177320.484270 + Penalty 3514.191890 = -173806.292380 nChanged 30 SP:Iteration 3Q (7349.080000 sec): 3 clusters Score: Raw -177355.884140 + Penalty 3514.191890 = -173841.692250 nChanged 22 SP:Iteration 4Q (7349.310000 sec): 3 clusters Score: Raw -177381.409698 + Penalty 3514.191890 = -173867.217808 nChanged 14 SP:Iteration 5Q (7349.490000 sec): 3 clusters Score: Raw -177397.739136 + Penalty 3514.191890 = -173883.547246 nChanged 15 SP:Iteration 6Q (7349.700000 sec): 3 clusters Score: Raw -177414.946516 + Penalty 3514.191890 = -173900.754626 nChanged 13 SP:Iteration 7Q (7349.880000 sec): 3 clusters Score: Raw -177426.829874 + Penalty 3514.191890 = -173912.637984 nChanged 7 SP:Iteration 8Q (7350.040000 sec): 3 clusters Score: Raw -177432.796077 + Penalty 3514.191890 = -173918.604187 nChanged 5 SP:Iteration 9Q (7350.250000 sec): 3 clusters Score: Raw -177437.097477 + Penalty 3514.191890 = -173922.905587 nChanged 5 SP:Iteration 10Q (7350.400000 sec): 3 clusters Score: Raw -177440.355502 + Penalty 3514.191890 = -173926.163612 nChanged 9 SP:Iteration 11Q (7350.600000 sec): 3 clusters Score: Raw -177452.049364 + Penalty 3514.191890 = -173937.857474 nChanged 7 SP:Iteration 12Q (7350.790000 sec): 3 clusters Score: Raw -177458.336131 + Penalty 3514.191890 = -173944.144242 nChanged 8 SP:Iteration 13Q (7350.960000 sec): 3 clusters Score: Raw -177465.157732 + Penalty 3514.191890 = -173950.965842 nChanged 12 SP:Iteration 14Q (7351.110000 sec): 3 clusters Score: Raw -177476.616958 + Penalty 3514.191890 = -173962.425068 nChanged 4 SP:Iteration 15Q (7351.310000 sec): 3 clusters Score: Raw -177478.649022 + Penalty 3514.191890 = -173964.457132 nChanged 2 SP:Iteration 16Q (7351.480000 sec): 3 clusters Score: Raw -177479.891294 + Penalty 3514.191890 = -173965.699404 nChanged 2 SP:Iteration 17Q (7351.630000 sec): 3 clusters Score: Raw -177480.973554 + Penalty 3514.191890 = -173966.781664 nChanged 1 SP:Iteration 18Q (7351.820000 sec): 3 clusters Score: Raw -177481.875462 + Penalty 3514.191890 = -173967.683572 nChanged 0 SP:Iteration 19F (7352.000000 sec): 3 clusters Score: Raw -177481.875462 + Penalty 3514.191890 = -173967.683572 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 10 (6851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7352.100000 sec): 2 clusters Score: Raw -1016359.572846 + Penalty 2190.373177 = -1014169.199669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7352.300000 sec): 3 clusters Score: Raw -1012863.427329 + Penalty 4380.746353 = -1008482.680975 nChanged 2727 SP:Iteration 1F (7352.610000 sec): 3 clusters Score: Raw -1014377.324710 + Penalty 4380.746353 = -1009996.578356 nChanged 463 SP:Iteration 2F (7352.860000 sec): 3 clusters Score: Raw -1014629.778150 + Penalty 4380.746353 = -1010249.031796 nChanged 350 SP:Iteration 3F (7353.080000 sec): 3 clusters Score: Raw -1014827.745153 + Penalty 4380.746353 = -1010446.998799 nChanged 298 SP:Iteration 4Q (7353.360000 sec): 3 clusters Score: Raw -1014987.941350 + Penalty 4380.746353 = -1010607.194997 nChanged 275 SP:Iteration 5Q (7353.580000 sec): 3 clusters Score: Raw -1015146.183455 + Penalty 4380.746353 = -1010765.437101 nChanged 267 SP:Iteration 6Q (7353.780000 sec): 3 clusters Score: Raw -1015297.846504 + Penalty 4380.746353 = -1010917.100151 nChanged 250 SP:Iteration 7Q (7353.980000 sec): 3 clusters Score: Raw -1015448.479629 + Penalty 4380.746353 = -1011067.733275 nChanged 247 SP:Iteration 8Q (7354.200000 sec): 3 clusters Score: Raw -1015622.857096 + Penalty 4380.746353 = -1011242.110743 nChanged 255 SP:Iteration 9Q (7354.520000 sec): 3 clusters Score: Raw -1015806.597529 + Penalty 4380.746353 = -1011425.851176 nChanged 222 SP:Iteration 10Q (7354.750000 sec): 3 clusters Score: Raw -1015988.364141 + Penalty 4380.746353 = -1011607.617787 nChanged 196 SP:Iteration 11Q (7354.990000 sec): 3 clusters Score: Raw -1016145.714120 + Penalty 4380.746353 = -1011764.967767 nChanged 191 SP:Iteration 12Q (7355.210000 sec): 3 clusters Score: Raw -1016289.129000 + Penalty 4380.746353 = -1011908.382647 nChanged 135 SP:Iteration 13Q (7355.440000 sec): 3 clusters Score: Raw -1016389.365655 + Penalty 4380.746353 = -1012008.619301 nChanged 90 SP:Iteration 14Q (7355.670000 sec): 3 clusters Score: Raw -1016461.957984 + Penalty 4380.746353 = -1012081.211630 nChanged 65 SP:Iteration 15Q (7355.880000 sec): 3 clusters Score: Raw -1016516.879794 + Penalty 4380.746353 = -1012136.133441 nChanged 64 SP:Iteration 16Q (7356.190000 sec): 3 clusters Score: Raw -1016561.593524 + Penalty 4380.746353 = -1012180.847170 nChanged 53 SP:Iteration 17Q (7356.410000 sec): 3 clusters Score: Raw -1016603.550980 + Penalty 4380.746353 = -1012222.804627 nChanged 48 SP:Iteration 18Q (7356.650000 sec): 3 clusters Score: Raw -1016641.150670 + Penalty 4380.746353 = -1012260.404317 nChanged 38 SP:Iteration 19Q (7356.850000 sec): 3 clusters Score: Raw -1016668.625991 + Penalty 4380.746353 = -1012287.879638 nChanged 40 SP:Iteration 20F (7357.100000 sec): 3 clusters Score: Raw -1016702.070027 + Penalty 4380.746353 = -1012321.323673 nChanged 32 SP:Iteration 21Q (7357.320000 sec): 3 clusters Score: Raw -1016727.560762 + Penalty 4380.746353 = -1012346.814408 nChanged 26 SP:Iteration 22Q (7357.540000 sec): 3 clusters Score: Raw -1016745.699489 + Penalty 4380.746353 = -1012364.953136 nChanged 20 SP:Iteration 23Q (7357.810000 sec): 3 clusters Score: Raw -1016758.338297 + Penalty 4380.746353 = -1012377.591944 nChanged 11 SP:Iteration 24Q (7358.020000 sec): 3 clusters Score: Raw -1016766.088510 + Penalty 4380.746353 = -1012385.342156 nChanged 11 SP:Iteration 25Q (7358.270000 sec): 3 clusters Score: Raw -1016775.703425 + Penalty 4380.746353 = -1012394.957072 nChanged 9 SP:Iteration 26Q (7358.510000 sec): 3 clusters Score: Raw -1016782.394571 + Penalty 4380.746353 = -1012401.648217 nChanged 5 SP:Iteration 27Q (7358.750000 sec): 3 clusters Score: Raw -1016785.521856 + Penalty 4380.746353 = -1012404.775503 nChanged 3 SP:Iteration 28Q (7358.990000 sec): 3 clusters Score: Raw -1016786.560326 + Penalty 4380.746353 = -1012405.813972 nChanged 3 SP:Iteration 29Q (7359.190000 sec): 3 clusters Score: Raw -1016788.146540 + Penalty 4380.746353 = -1012407.400186 nChanged 2 SP:Iteration 30Q (7359.480000 sec): 3 clusters Score: Raw -1016789.601607 + Penalty 4380.746353 = -1012408.855254 nChanged 2 SP:Iteration 31Q (7359.690000 sec): 3 clusters Score: Raw -1016790.646329 + Penalty 4380.746353 = -1012409.899975 nChanged 2 SP:Iteration 32Q (7359.930000 sec): 3 clusters Score: Raw -1016791.855568 + Penalty 4380.746353 = -1012411.109215 nChanged 4 SP:Iteration 33Q (7360.170000 sec): 3 clusters Score: Raw -1016794.331303 + Penalty 4380.746353 = -1012413.584950 nChanged 1 SP:Iteration 34Q (7360.440000 sec): 3 clusters Score: Raw -1016795.341076 + Penalty 4380.746353 = -1012414.594723 nChanged 3 SP:Iteration 35Q (7360.690000 sec): 3 clusters Score: Raw -1016796.646949 + Penalty 4380.746353 = -1012415.900596 nChanged 3 SP:Iteration 36Q (7360.930000 sec): 3 clusters Score: Raw -1016798.884112 + Penalty 4380.746353 = -1012418.137758 nChanged 2 SP:Iteration 37Q (7361.170000 sec): 3 clusters Score: Raw -1016800.808977 + Penalty 4380.746353 = -1012420.062623 nChanged 3 SP:Iteration 38Q (7361.400000 sec): 3 clusters Score: Raw -1016802.072372 + Penalty 4380.746353 = -1012421.326019 nChanged 1 SP:Iteration 39Q (7361.650000 sec): 3 clusters Score: Raw -1016802.842543 + Penalty 4380.746353 = -1012422.096190 nChanged 1 SP:Iteration 40F (7361.910000 sec): 3 clusters Score: Raw -1016803.852613 + Penalty 4380.746353 = -1012423.106260 nChanged 2 SP:Iteration 41Q (7362.100000 sec): 3 clusters Score: Raw -1016804.459235 + Penalty 4380.746353 = -1012423.712882 nChanged 2 SP:Iteration 42Q (7362.390000 sec): 3 clusters Score: Raw -1016805.321772 + Penalty 4380.746353 = -1012424.575419 nChanged 3 SP:Iteration 43Q (7362.650000 sec): 3 clusters Score: Raw -1016807.351032 + Penalty 4380.746353 = -1012426.604679 nChanged 2 SP:Iteration 44Q (7362.860000 sec): 3 clusters Score: Raw -1016808.352330 + Penalty 4380.746353 = -1012427.605977 nChanged 0 SP:Iteration 45F (7363.090000 sec): 3 clusters Score: Raw -1016808.352330 + Penalty 4380.746353 = -1012427.605977 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7363.210000 sec): 2 clusters Score: Raw -123081.004012 + Penalty 1669.883669 = -121411.120343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7363.380000 sec): 3 clusters Score: Raw -122939.248250 + Penalty 3339.767338 = -119599.480912 nChanged 194 SP:Iteration 1F (7363.570000 sec): 3 clusters Score: Raw -123211.310387 + Penalty 3339.767338 = -119871.543049 nChanged 52 SP:Iteration 2F (7363.810000 sec): 3 clusters Score: Raw -123299.144039 + Penalty 3339.767338 = -119959.376701 nChanged 31 SP:Iteration 3Q (7363.950000 sec): 3 clusters Score: Raw -123338.789288 + Penalty 3339.767338 = -119999.021950 nChanged 14 SP:Iteration 4Q (7364.140000 sec): 3 clusters Score: Raw -123353.908855 + Penalty 3339.767338 = -120014.141516 nChanged 13 SP:Iteration 5Q (7364.310000 sec): 3 clusters Score: Raw -123376.610027 + Penalty 3339.767338 = -120036.842689 nChanged 10 SP:Iteration 6Q (7364.490000 sec): 3 clusters Score: Raw -123390.283244 + Penalty 3339.767338 = -120050.515906 nChanged 5 SP:Iteration 7Q (7364.670000 sec): 3 clusters Score: Raw -123395.938834 + Penalty 3339.767338 = -120056.171496 nChanged 4 SP:Iteration 8Q (7364.870000 sec): 3 clusters Score: Raw -123401.284120 + Penalty 3339.767338 = -120061.516781 nChanged 1 SP:Iteration 9Q (7364.980000 sec): 3 clusters Score: Raw -123402.250232 + Penalty 3339.767338 = -120062.482894 nChanged 0 SP:Iteration 10F (7365.120000 sec): 3 clusters Score: Raw -123402.250232 + Penalty 3339.767338 = -120062.482894 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7365.270000 sec): 2 clusters Score: Raw -130145.154906 + Penalty 1690.006639 = -128455.148268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7365.400000 sec): 3 clusters Score: Raw -129974.770789 + Penalty 3380.013277 = -126594.757512 nChanged 248 SP:Iteration 1F (7365.580000 sec): 3 clusters Score: Raw -130242.937374 + Penalty 3380.013277 = -126862.924097 nChanged 53 SP:Iteration 2F (7365.800000 sec): 3 clusters Score: Raw -130327.451029 + Penalty 3380.013277 = -126947.437752 nChanged 35 SP:Iteration 3Q (7365.940000 sec): 3 clusters Score: Raw -130383.277567 + Penalty 3380.013277 = -127003.264290 nChanged 15 SP:Iteration 4Q (7366.110000 sec): 3 clusters Score: Raw -130407.258413 + Penalty 3380.013277 = -127027.245136 nChanged 15 SP:Iteration 5Q (7366.350000 sec): 3 clusters Score: Raw -130425.999193 + Penalty 3380.013277 = -127045.985916 nChanged 11 SP:Iteration 6Q (7366.570000 sec): 3 clusters Score: Raw -130440.356536 + Penalty 3380.013277 = -127060.343258 nChanged 10 SP:Iteration 7Q (7366.750000 sec): 3 clusters Score: Raw -130454.871143 + Penalty 3380.013277 = -127074.857866 nChanged 8 SP:Iteration 8Q (7366.900000 sec): 3 clusters Score: Raw -130466.934241 + Penalty 3380.013277 = -127086.920964 nChanged 10 SP:Iteration 9Q (7367.100000 sec): 3 clusters Score: Raw -130489.137685 + Penalty 3380.013277 = -127109.124408 nChanged 9 SP:Iteration 10Q (7367.310000 sec): 3 clusters Score: Raw -130504.785447 + Penalty 3380.013277 = -127124.772170 nChanged 8 SP:Iteration 11Q (7367.480000 sec): 3 clusters Score: Raw -130520.312504 + Penalty 3380.013277 = -127140.299227 nChanged 5 SP:Iteration 12Q (7367.700000 sec): 3 clusters Score: Raw -130527.678309 + Penalty 3380.013277 = -127147.665032 nChanged 3 SP:Iteration 13Q (7367.960000 sec): 3 clusters Score: Raw -130533.216359 + Penalty 3380.013277 = -127153.203082 nChanged 3 SP:Iteration 14Q (7368.120000 sec): 3 clusters Score: Raw -130535.836082 + Penalty 3380.013277 = -127155.822805 nChanged 0 SP:Iteration 15F (7368.230000 sec): 3 clusters Score: Raw -130535.836082 + Penalty 3380.013277 = -127155.822805 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7368.330000 sec): 2 clusters Score: Raw -72069.045088 + Penalty 1569.328322 = -70499.716766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7368.530000 sec): 3 clusters Score: Raw -72111.702797 + Penalty 3138.656645 = -68973.046152 nChanged 138 SP:Iteration 1F (7368.750000 sec): 3 clusters Score: Raw -72408.489895 + Penalty 3138.656645 = -69269.833250 nChanged 45 SP:Iteration 2F (7368.890000 sec): 3 clusters Score: Raw -72602.985628 + Penalty 3138.656645 = -69464.328984 nChanged 33 SP:Iteration 3F (7369.070000 sec): 3 clusters Score: Raw -72844.901081 + Penalty 3138.656645 = -69706.244436 nChanged 38 SP:Iteration 4F (7369.230000 sec): 3 clusters Score: Raw -73147.507957 + Penalty 3138.656645 = -70008.851312 nChanged 30 SP:Iteration 5F (7369.420000 sec): 3 clusters Score: Raw -73373.337309 + Penalty 3138.656645 = -70234.680664 nChanged 29 SP:Iteration 6F (7369.590000 sec): 3 clusters Score: Raw -73544.161784 + Penalty 3138.656645 = -70405.505139 nChanged 19 SP:Iteration 7Q (7369.800000 sec): 3 clusters Score: Raw -73759.636726 + Penalty 3138.656645 = -70620.980081 nChanged 21 SP:Iteration 8Q (7370.020000 sec): 3 clusters Score: Raw -73939.105491 + Penalty 3138.656645 = -70800.448846 nChanged 21 SP:Iteration 9Q (7370.200000 sec): 3 clusters Score: Raw -74075.305226 + Penalty 3138.656645 = -70936.648581 nChanged 12 SP:Iteration 10Q (7370.360000 sec): 3 clusters Score: Raw -74184.957710 + Penalty 3138.656645 = -71046.301066 nChanged 5 SP:Iteration 11Q (7370.570000 sec): 3 clusters Score: Raw -74229.117080 + Penalty 3138.656645 = -71090.460435 nChanged 1 SP:Iteration 12Q (7370.730000 sec): 3 clusters Score: Raw -74238.701934 + Penalty 3138.656645 = -71100.045289 nChanged 0 SP:Iteration 13F (7370.930000 sec): 3 clusters Score: Raw -74281.009479 + Penalty 3138.656645 = -71142.352834 nChanged 1 SP:Iteration 14Q (7371.130000 sec): 3 clusters Score: Raw -74414.096540 + Penalty 3138.656645 = -71275.439895 nChanged 1 SP:Iteration 15Q (7371.270000 sec): 3 clusters Score: Raw -74416.258323 + Penalty 3138.656645 = -71277.601678 nChanged 0 SP:Iteration 16F (7371.420000 sec): 3 clusters Score: Raw -74416.258323 + Penalty 3138.656645 = -71277.601678 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 6.18 GB. Trying to split cluster 14 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7371.560000 sec): 2 clusters Score: Raw -40077.763170 + Penalty 1426.638014 = -38651.125155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7371.730000 sec): 3 clusters Score: Raw -40323.718423 + Penalty 2853.276029 = -37470.442394 nChanged 57 SP:Iteration 1F (7371.930000 sec): 3 clusters Score: Raw -40450.157968 + Penalty 2853.276029 = -37596.881939 nChanged 13 SP:Iteration 2Q (7372.130000 sec): 3 clusters Score: Raw -40507.404648 + Penalty 2853.276029 = -37654.128619 nChanged 9 SP:Iteration 3Q (7372.320000 sec): 3 clusters Score: Raw -40555.906731 + Penalty 2853.276029 = -37702.630703 nChanged 8 SP:Iteration 4Q (7372.480000 sec): 3 clusters Score: Raw -40584.099006 + Penalty 2853.276029 = -37730.822977 nChanged 7 SP:Iteration 5Q (7372.720000 sec): 3 clusters Score: Raw -40607.761938 + Penalty 2853.276029 = -37754.485909 nChanged 7 SP:Iteration 6Q (7372.970000 sec): 3 clusters Score: Raw -40634.285144 + Penalty 2853.276029 = -37781.009115 nChanged 4 SP:Iteration 7Q (7373.180000 sec): 3 clusters Score: Raw -40648.966298 + Penalty 2853.276029 = -37795.690269 nChanged 5 SP:Iteration 8Q (7373.320000 sec): 3 clusters Score: Raw -40670.822846 + Penalty 2853.276029 = -37817.546817 nChanged 5 SP:Iteration 9Q (7373.540000 sec): 3 clusters Score: Raw -40685.917488 + Penalty 2853.276029 = -37832.641459 nChanged 6 SP:Iteration 10Q (7373.800000 sec): 3 clusters Score: Raw -40706.991372 + Penalty 2853.276029 = -37853.715343 nChanged 2 SP:Iteration 11Q (7374.020000 sec): 3 clusters Score: Raw -40713.334738 + Penalty 2853.276029 = -37860.058709 nChanged 3 SP:Iteration 12Q (7374.180000 sec): 3 clusters Score: Raw -40730.547807 + Penalty 2853.276029 = -37877.271778 nChanged 2 SP:Iteration 13Q (7374.390000 sec): 3 clusters Score: Raw -40743.139477 + Penalty 2853.276029 = -37889.863448 nChanged 5 SP:Iteration 14Q (7374.620000 sec): 3 clusters Score: Raw -40788.507436 + Penalty 2853.276029 = -37935.231407 nChanged 3 SP:Iteration 15Q (7374.820000 sec): 3 clusters Score: Raw -40794.779764 + Penalty 2853.276029 = -37941.503735 nChanged 1 SP:Iteration 16Q (7374.950000 sec): 3 clusters Score: Raw -40796.154301 + Penalty 2853.276029 = -37942.878273 nChanged 1 SP:Iteration 17Q (7375.190000 sec): 3 clusters Score: Raw -40798.710968 + Penalty 2853.276029 = -37945.434939 nChanged 1 SP:Iteration 18Q (7375.400000 sec): 3 clusters Score: Raw -40805.943032 + Penalty 2853.276029 = -37952.667003 nChanged 1 SP:Iteration 19Q (7375.640000 sec): 3 clusters Score: Raw -40810.220645 + Penalty 2853.276029 = -37956.944616 nChanged 0 SP:Iteration 20F (7375.810000 sec): 3 clusters Score: Raw -40810.220645 + Penalty 2853.276029 = -37956.944616 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7375.930000 sec): 2 clusters Score: Raw -28733.283710 + Penalty 1339.863991 = -27393.419719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7376.170000 sec): 3 clusters Score: Raw -28997.970152 + Penalty 2679.727981 = -26318.242171 nChanged 21 SP:Iteration 1F (7376.320000 sec): 3 clusters Score: Raw -29065.325293 + Penalty 2679.727981 = -26385.597311 nChanged 17 SP:Iteration 2F (7376.520000 sec): 3 clusters Score: Raw -29151.543514 + Penalty 2679.727981 = -26471.815533 nChanged 5 SP:Iteration 3Q (7376.760000 sec): 3 clusters Score: Raw -29170.827621 + Penalty 2679.727981 = -26491.099639 nChanged 2 SP:Iteration 4Q (7376.920000 sec): 3 clusters Score: Raw -29175.218933 + Penalty 2679.727981 = -26495.490951 nChanged 0 SP:Iteration 5F (7377.130000 sec): 3 clusters Score: Raw -29175.218933 + Penalty 2679.727981 = -26495.490951 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7377.220000 sec): 2 clusters Score: Raw -172502.046493 + Penalty 1768.462910 = -170733.583583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7377.370000 sec): 3 clusters Score: Raw -172159.228087 + Penalty 3536.925820 = -168622.302267 nChanged 362 SP:Iteration 1F (7377.540000 sec): 3 clusters Score: Raw -172597.453218 + Penalty 3536.925820 = -169060.527399 nChanged 109 SP:Iteration 2F (7377.720000 sec): 3 clusters Score: Raw -172828.126121 + Penalty 3536.925820 = -169291.200301 nChanged 81 SP:Iteration 3F (7377.880000 sec): 3 clusters Score: Raw -173067.244584 + Penalty 3536.925820 = -169530.318764 nChanged 75 SP:Iteration 4F (7378.080000 sec): 3 clusters Score: Raw -173280.941012 + Penalty 3536.925820 = -169744.015192 nChanged 81 SP:Iteration 5F (7378.220000 sec): 3 clusters Score: Raw -173526.139875 + Penalty 3536.925820 = -169989.214055 nChanged 63 SP:Iteration 6F (7378.470000 sec): 3 clusters Score: Raw -174266.455245 + Penalty 3536.925820 = -170729.529425 nChanged 83 SP:Iteration 7F (7378.650000 sec): 3 clusters Score: Raw -175010.854882 + Penalty 3536.925820 = -171473.929063 nChanged 111 SP:Iteration 8F (7378.820000 sec): 3 clusters Score: Raw -175338.473787 + Penalty 3536.925820 = -171801.547967 nChanged 59 SP:Iteration 9Q (7379.000000 sec): 3 clusters Score: Raw -175541.206788 + Penalty 3536.925820 = -172004.280968 nChanged 22 SP:Iteration 10Q (7379.220000 sec): 3 clusters Score: Raw -175618.559306 + Penalty 3536.925820 = -172081.633486 nChanged 13 SP:Iteration 11Q (7379.440000 sec): 3 clusters Score: Raw -175665.544717 + Penalty 3536.925820 = -172128.618897 nChanged 11 SP:Iteration 12Q (7379.590000 sec): 3 clusters Score: Raw -175698.516226 + Penalty 3536.925820 = -172161.590407 nChanged 6 SP:Iteration 13Q (7379.730000 sec): 3 clusters Score: Raw -175732.988073 + Penalty 3536.925820 = -172196.062254 nChanged 6 SP:Iteration 14Q (7379.920000 sec): 3 clusters Score: Raw -175792.238105 + Penalty 3536.925820 = -172255.312285 nChanged 5 SP:Iteration 15Q (7380.090000 sec): 3 clusters Score: Raw -175825.451916 + Penalty 3536.925820 = -172288.526096 nChanged 4 SP:Iteration 16Q (7380.270000 sec): 3 clusters Score: Raw -175849.924303 + Penalty 3536.925820 = -172312.998483 nChanged 2 SP:Iteration 17Q (7380.440000 sec): 3 clusters Score: Raw -175860.042342 + Penalty 3536.925820 = -172323.116522 nChanged 0 SP:Iteration 18F (7380.620000 sec): 3 clusters Score: Raw -175862.691054 + Penalty 3536.925820 = -172325.765235 nChanged 1 SP:Iteration 19Q (7380.750000 sec): 3 clusters Score: Raw -175878.431093 + Penalty 3536.925820 = -172341.505274 nChanged 0 SP:Iteration 20F (7380.940000 sec): 3 clusters Score: Raw -175878.431093 + Penalty 3536.925820 = -172341.505274 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (15957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7381.130000 sec): 2 clusters Score: Raw -2403614.803884 + Penalty 2400.057915 = -2401214.745969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7381.400000 sec): 3 clusters Score: Raw -2394467.840788 + Penalty 4800.115830 = -2389667.724958 nChanged 6969 SP:Iteration 1F (7381.660000 sec): 3 clusters Score: Raw -2398172.367145 + Penalty 4800.115830 = -2393372.251315 nChanged 910 SP:Iteration 2F (7381.970000 sec): 3 clusters Score: Raw -2398520.419565 + Penalty 4800.115830 = -2393720.303735 nChanged 723 SP:Iteration 3Q (7382.270000 sec): 3 clusters Score: Raw -2398801.156977 + Penalty 4800.115830 = -2394001.041147 nChanged 678 SP:Iteration 4Q (7382.560000 sec): 3 clusters Score: Raw -2399065.968648 + Penalty 4800.115830 = -2394265.852818 nChanged 648 SP:Iteration 5Q (7382.870000 sec): 3 clusters Score: Raw -2399358.639504 + Penalty 4800.115830 = -2394558.523674 nChanged 738 SP:Iteration 6Q (7383.100000 sec): 3 clusters Score: Raw -2399731.883224 + Penalty 4800.115830 = -2394931.767394 nChanged 808 SP:Iteration 7F (7383.400000 sec): 3 clusters Score: Raw -2400213.243093 + Penalty 4800.115830 = -2395413.127262 nChanged 935 SP:Iteration 8F (7383.740000 sec): 3 clusters Score: Raw -2400889.603582 + Penalty 4800.115830 = -2396089.487752 nChanged 974 SP:Iteration 9F (7384.010000 sec): 3 clusters Score: Raw -2401700.801916 + Penalty 4800.115830 = -2396900.686086 nChanged 897 SP:Iteration 10F (7384.260000 sec): 3 clusters Score: Raw -2402472.434406 + Penalty 4800.115830 = -2397672.318576 nChanged 654 SP:Iteration 11Q (7384.550000 sec): 3 clusters Score: Raw -2403073.288594 + Penalty 4800.115830 = -2398273.172764 nChanged 427 SP:Iteration 12Q (7384.820000 sec): 3 clusters Score: Raw -2403471.105370 + Penalty 4800.115830 = -2398670.989540 nChanged 220 SP:Iteration 13Q (7385.130000 sec): 3 clusters Score: Raw -2403690.711665 + Penalty 4800.115830 = -2398890.595835 nChanged 125 SP:Iteration 14Q (7385.400000 sec): 3 clusters Score: Raw -2403821.183373 + Penalty 4800.115830 = -2399021.067543 nChanged 71 SP:Iteration 15Q (7385.760000 sec): 3 clusters Score: Raw -2403901.172693 + Penalty 4800.115830 = -2399101.056863 nChanged 52 SP:Iteration 16Q (7386.010000 sec): 3 clusters Score: Raw -2403957.835210 + Penalty 4800.115830 = -2399157.719380 nChanged 26 SP:Iteration 17Q (7386.300000 sec): 3 clusters Score: Raw -2403988.187709 + Penalty 4800.115830 = -2399188.071879 nChanged 20 SP:Iteration 18Q (7386.620000 sec): 3 clusters Score: Raw -2404010.318514 + Penalty 4800.115830 = -2399210.202684 nChanged 12 SP:Iteration 19Q (7386.860000 sec): 3 clusters Score: Raw -2404023.686620 + Penalty 4800.115830 = -2399223.570789 nChanged 7 SP:Iteration 20F (7387.140000 sec): 3 clusters Score: Raw -2404030.933217 + Penalty 4800.115830 = -2399230.817387 nChanged 4 SP:Iteration 21Q (7387.460000 sec): 3 clusters Score: Raw -2404033.932356 + Penalty 4800.115830 = -2399233.816526 nChanged 2 SP:Iteration 22Q (7387.720000 sec): 3 clusters Score: Raw -2404036.778837 + Penalty 4800.115830 = -2399236.663007 nChanged 2 SP:Iteration 23Q (7387.970000 sec): 3 clusters Score: Raw -2404038.485148 + Penalty 4800.115830 = -2399238.369318 nChanged 2 SP:Iteration 24Q (7388.230000 sec): 3 clusters Score: Raw -2404042.409843 + Penalty 4800.115830 = -2399242.294013 nChanged 4 SP:Iteration 25Q (7388.500000 sec): 3 clusters Score: Raw -2404049.010458 + Penalty 4800.115830 = -2399248.894628 nChanged 4 SP:Iteration 26Q (7388.750000 sec): 3 clusters Score: Raw -2404055.661234 + Penalty 4800.115830 = -2399255.545403 nChanged 5 SP:Iteration 27Q (7389.020000 sec): 3 clusters Score: Raw -2404061.508920 + Penalty 4800.115830 = -2399261.393090 nChanged 1 SP:Iteration 28Q (7389.260000 sec): 3 clusters Score: Raw -2404062.225218 + Penalty 4800.115830 = -2399262.109388 nChanged 0 SP:Iteration 29F (7389.550000 sec): 3 clusters Score: Raw -2404062.225218 + Penalty 4800.115830 = -2399262.109388 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 18 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7389.660000 sec): 2 clusters Score: Raw -206978.723264 + Penalty 1805.442047 = -205173.281217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7389.840000 sec): 3 clusters Score: Raw -206522.600761 + Penalty 3610.884093 = -202911.716667 nChanged 407 SP:Iteration 1F (7390.050000 sec): 3 clusters Score: Raw -206854.162839 + Penalty 3610.884093 = -203243.278745 nChanged 94 SP:Iteration 2F (7390.220000 sec): 3 clusters Score: Raw -206967.673836 + Penalty 3610.884093 = -203356.789742 nChanged 67 SP:Iteration 3Q (7390.380000 sec): 3 clusters Score: Raw -207085.298614 + Penalty 3610.884093 = -203474.414521 nChanged 76 SP:Iteration 4F (7390.560000 sec): 3 clusters Score: Raw -207249.211374 + Penalty 3610.884093 = -203638.327280 nChanged 80 SP:Iteration 5F (7390.760000 sec): 3 clusters Score: Raw -207474.895494 + Penalty 3610.884093 = -203864.011401 nChanged 86 SP:Iteration 6F (7390.970000 sec): 3 clusters Score: Raw -207748.123711 + Penalty 3610.884093 = -204137.239617 nChanged 90 SP:Iteration 7F (7391.220000 sec): 3 clusters Score: Raw -208015.837767 + Penalty 3610.884093 = -204404.953673 nChanged 89 SP:Iteration 8F (7391.370000 sec): 3 clusters Score: Raw -208365.840070 + Penalty 3610.884093 = -204754.955976 nChanged 67 SP:Iteration 9Q (7391.530000 sec): 3 clusters Score: Raw -208594.144726 + Penalty 3610.884093 = -204983.260633 nChanged 46 SP:Iteration 10Q (7391.740000 sec): 3 clusters Score: Raw -208682.876339 + Penalty 3610.884093 = -205071.992245 nChanged 27 SP:Iteration 11Q (7391.920000 sec): 3 clusters Score: Raw -208716.702760 + Penalty 3610.884093 = -205105.818667 nChanged 14 SP:Iteration 12Q (7392.120000 sec): 3 clusters Score: Raw -208731.930138 + Penalty 3610.884093 = -205121.046045 nChanged 8 SP:Iteration 13Q (7392.350000 sec): 3 clusters Score: Raw -208740.703095 + Penalty 3610.884093 = -205129.819001 nChanged 9 SP:Iteration 14Q (7392.550000 sec): 3 clusters Score: Raw -208749.025386 + Penalty 3610.884093 = -205138.141293 nChanged 5 SP:Iteration 15Q (7392.730000 sec): 3 clusters Score: Raw -208754.626127 + Penalty 3610.884093 = -205143.742034 nChanged 3 SP:Iteration 16Q (7392.900000 sec): 3 clusters Score: Raw -208757.353941 + Penalty 3610.884093 = -205146.469848 nChanged 3 SP:Iteration 17Q (7393.060000 sec): 3 clusters Score: Raw -208760.083231 + Penalty 3610.884093 = -205149.199137 nChanged 3 SP:Iteration 18Q (7393.210000 sec): 3 clusters Score: Raw -208762.536310 + Penalty 3610.884093 = -205151.652216 nChanged 3 SP:Iteration 19Q (7393.440000 sec): 3 clusters Score: Raw -208764.769322 + Penalty 3610.884093 = -205153.885228 nChanged 1 SP:Iteration 20F (7393.600000 sec): 3 clusters Score: Raw -208765.309959 + Penalty 3610.884093 = -205154.425865 nChanged 1 SP:Iteration 21Q (7393.790000 sec): 3 clusters Score: Raw -208765.692060 + Penalty 3610.884093 = -205154.807967 nChanged 0 SP:Iteration 22F (7394.020000 sec): 3 clusters Score: Raw -208765.692060 + Penalty 3610.884093 = -205154.807967 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 19 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7394.100000 sec): 2 clusters Score: Raw -190100.989575 + Penalty 1789.014540 = -188311.975035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7394.270000 sec): 3 clusters Score: Raw -189674.233584 + Penalty 3578.029081 = -186096.204503 nChanged 401 SP:Iteration 1F (7394.490000 sec): 3 clusters Score: Raw -190118.016425 + Penalty 3578.029081 = -186539.987344 nChanged 125 SP:Iteration 2F (7394.710000 sec): 3 clusters Score: Raw -190362.761825 + Penalty 3578.029081 = -186784.732744 nChanged 97 SP:Iteration 3F (7394.890000 sec): 3 clusters Score: Raw -190588.202757 + Penalty 3578.029081 = -187010.173677 nChanged 84 SP:Iteration 4F (7395.090000 sec): 3 clusters Score: Raw -190779.957101 + Penalty 3578.029081 = -187201.928020 nChanged 70 SP:Iteration 5F (7395.230000 sec): 3 clusters Score: Raw -190934.049485 + Penalty 3578.029081 = -187356.020404 nChanged 56 SP:Iteration 6Q (7395.450000 sec): 3 clusters Score: Raw -191069.125024 + Penalty 3578.029081 = -187491.095943 nChanged 43 SP:Iteration 7Q (7395.630000 sec): 3 clusters Score: Raw -191168.057370 + Penalty 3578.029081 = -187590.028289 nChanged 34 SP:Iteration 8Q (7395.810000 sec): 3 clusters Score: Raw -191229.328324 + Penalty 3578.029081 = -187651.299243 nChanged 24 SP:Iteration 9Q (7396.030000 sec): 3 clusters Score: Raw -191286.356874 + Penalty 3578.029081 = -187708.327793 nChanged 27 SP:Iteration 10Q (7396.200000 sec): 3 clusters Score: Raw -191356.432967 + Penalty 3578.029081 = -187778.403887 nChanged 21 SP:Iteration 11Q (7396.410000 sec): 3 clusters Score: Raw -191411.308971 + Penalty 3578.029081 = -187833.279891 nChanged 15 SP:Iteration 12Q (7396.590000 sec): 3 clusters Score: Raw -191438.087640 + Penalty 3578.029081 = -187860.058559 nChanged 7 SP:Iteration 13Q (7396.800000 sec): 3 clusters Score: Raw -191446.305935 + Penalty 3578.029081 = -187868.276854 nChanged 3 SP:Iteration 14Q (7396.990000 sec): 3 clusters Score: Raw -191449.213604 + Penalty 3578.029081 = -187871.184523 nChanged 1 SP:Iteration 15Q (7397.230000 sec): 3 clusters Score: Raw -191454.160606 + Penalty 3578.029081 = -187876.131526 nChanged 2 SP:Iteration 16Q (7397.360000 sec): 3 clusters Score: Raw -191466.720806 + Penalty 3578.029081 = -187888.691725 nChanged 6 SP:Iteration 17Q (7397.550000 sec): 3 clusters Score: Raw -191478.706097 + Penalty 3578.029081 = -187900.677016 nChanged 3 SP:Iteration 18Q (7397.830000 sec): 3 clusters Score: Raw -191481.455245 + Penalty 3578.029081 = -187903.426164 nChanged 1 SP:Iteration 19Q (7397.980000 sec): 3 clusters Score: Raw -191482.227035 + Penalty 3578.029081 = -187904.197954 nChanged 0 SP:Iteration 20F (7398.190000 sec): 3 clusters Score: Raw -191482.227035 + Penalty 3578.029081 = -187904.197954 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (4181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7398.320000 sec): 2 clusters Score: Raw -622738.964200 + Penalty 2067.899821 = -620671.064379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7398.540000 sec): 3 clusters Score: Raw -620822.531382 + Penalty 4135.799643 = -616686.731739 nChanged 1559 SP:Iteration 1F (7398.750000 sec): 3 clusters Score: Raw -621719.504808 + Penalty 4135.799643 = -617583.705165 nChanged 295 SP:Iteration 2F (7398.940000 sec): 3 clusters Score: Raw -621904.372771 + Penalty 4135.799643 = -617768.573128 nChanged 222 SP:Iteration 3F (7399.170000 sec): 3 clusters Score: Raw -622043.538075 + Penalty 4135.799643 = -617907.738432 nChanged 181 SP:Iteration 4Q (7399.390000 sec): 3 clusters Score: Raw -622146.389304 + Penalty 4135.799643 = -618010.589661 nChanged 129 SP:Iteration 5Q (7399.630000 sec): 3 clusters Score: Raw -622217.754388 + Penalty 4135.799643 = -618081.954745 nChanged 106 SP:Iteration 6Q (7399.850000 sec): 3 clusters Score: Raw -622277.068814 + Penalty 4135.799643 = -618141.269171 nChanged 91 SP:Iteration 7Q (7400.080000 sec): 3 clusters Score: Raw -622330.731403 + Penalty 4135.799643 = -618194.931760 nChanged 83 SP:Iteration 8Q (7400.270000 sec): 3 clusters Score: Raw -622375.433849 + Penalty 4135.799643 = -618239.634206 nChanged 79 SP:Iteration 9Q (7400.550000 sec): 3 clusters Score: Raw -622419.126502 + Penalty 4135.799643 = -618283.326859 nChanged 70 SP:Iteration 10Q (7400.740000 sec): 3 clusters Score: Raw -622458.847169 + Penalty 4135.799643 = -618323.047526 nChanged 61 SP:Iteration 11Q (7401.000000 sec): 3 clusters Score: Raw -622491.108215 + Penalty 4135.799643 = -618355.308572 nChanged 71 SP:Iteration 12Q (7401.250000 sec): 3 clusters Score: Raw -622538.925742 + Penalty 4135.799643 = -618403.126099 nChanged 75 SP:Iteration 13Q (7401.450000 sec): 3 clusters Score: Raw -622584.942834 + Penalty 4135.799643 = -618449.143191 nChanged 63 SP:Iteration 14Q (7401.660000 sec): 3 clusters Score: Raw -622620.878203 + Penalty 4135.799643 = -618485.078560 nChanged 54 SP:Iteration 15Q (7401.890000 sec): 3 clusters Score: Raw -622654.071145 + Penalty 4135.799643 = -618518.271502 nChanged 54 SP:Iteration 16Q (7402.110000 sec): 3 clusters Score: Raw -622690.198412 + Penalty 4135.799643 = -618554.398769 nChanged 43 SP:Iteration 17Q (7402.310000 sec): 3 clusters Score: Raw -622715.845905 + Penalty 4135.799643 = -618580.046262 nChanged 32 SP:Iteration 18Q (7402.550000 sec): 3 clusters Score: Raw -622734.885111 + Penalty 4135.799643 = -618599.085468 nChanged 30 SP:Iteration 19Q (7402.760000 sec): 3 clusters Score: Raw -622752.143986 + Penalty 4135.799643 = -618616.344343 nChanged 25 SP:Iteration 20F (7402.910000 sec): 3 clusters Score: Raw -622765.554840 + Penalty 4135.799643 = -618629.755197 nChanged 27 SP:Iteration 21Q (7403.180000 sec): 3 clusters Score: Raw -622782.727580 + Penalty 4135.799643 = -618646.927937 nChanged 26 SP:Iteration 22Q (7403.410000 sec): 3 clusters Score: Raw -622799.967785 + Penalty 4135.799643 = -618664.168142 nChanged 18 SP:Iteration 23Q (7403.620000 sec): 3 clusters Score: Raw -622813.538634 + Penalty 4135.799643 = -618677.738991 nChanged 20 SP:Iteration 24Q (7403.830000 sec): 3 clusters Score: Raw -622825.020170 + Penalty 4135.799643 = -618689.220527 nChanged 17 SP:Iteration 25Q (7404.050000 sec): 3 clusters Score: Raw -622835.402630 + Penalty 4135.799643 = -618699.602987 nChanged 11 SP:Iteration 26Q (7404.240000 sec): 3 clusters Score: Raw -622840.944003 + Penalty 4135.799643 = -618705.144360 nChanged 11 SP:Iteration 27Q (7404.420000 sec): 3 clusters Score: Raw -622847.246366 + Penalty 4135.799643 = -618711.446723 nChanged 11 SP:Iteration 28Q (7404.610000 sec): 3 clusters Score: Raw -622852.330411 + Penalty 4135.799643 = -618716.530768 nChanged 5 SP:Iteration 29Q (7404.780000 sec): 3 clusters Score: Raw -622855.621419 + Penalty 4135.799643 = -618719.821777 nChanged 7 SP:Iteration 30Q (7404.930000 sec): 3 clusters Score: Raw -622861.491411 + Penalty 4135.799643 = -618725.691768 nChanged 13 SP:Iteration 31Q (7405.110000 sec): 3 clusters Score: Raw -622871.648173 + Penalty 4135.799643 = -618735.848530 nChanged 10 SP:Iteration 32Q (7405.340000 sec): 3 clusters Score: Raw -622878.626516 + Penalty 4135.799643 = -618742.826874 nChanged 7 SP:Iteration 33Q (7405.550000 sec): 3 clusters Score: Raw -622882.772406 + Penalty 4135.799643 = -618746.972763 nChanged 5 SP:Iteration 34Q (7405.720000 sec): 3 clusters Score: Raw -622885.799198 + Penalty 4135.799643 = -618749.999556 nChanged 4 SP:Iteration 35Q (7405.950000 sec): 3 clusters Score: Raw -622888.638345 + Penalty 4135.799643 = -618752.838702 nChanged 4 SP:Iteration 36Q (7406.150000 sec): 3 clusters Score: Raw -622891.770906 + Penalty 4135.799643 = -618755.971263 nChanged 1 SP:Iteration 37Q (7406.440000 sec): 3 clusters Score: Raw -622892.887748 + Penalty 4135.799643 = -618757.088105 nChanged 5 SP:Iteration 38Q (7406.640000 sec): 3 clusters Score: Raw -622895.474448 + Penalty 4135.799643 = -618759.674806 nChanged 3 SP:Iteration 39Q (7406.830000 sec): 3 clusters Score: Raw -622896.884992 + Penalty 4135.799643 = -618761.085349 nChanged 1 SP:Iteration 40F (7407.050000 sec): 3 clusters Score: Raw -622897.324383 + Penalty 4135.799643 = -618761.524740 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 21 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7407.130000 sec): 2 clusters Score: Raw -99879.613061 + Penalty 1651.186739 = -98228.426322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7407.260000 sec): 3 clusters Score: Raw -99795.014948 + Penalty 3302.373479 = -96492.641469 nChanged 207 SP:Iteration 1F (7407.430000 sec): 3 clusters Score: Raw -100268.423965 + Penalty 3302.373479 = -96966.050486 nChanged 78 SP:Iteration 2F (7407.660000 sec): 3 clusters Score: Raw -100712.505343 + Penalty 3302.373479 = -97410.131864 nChanged 62 SP:Iteration 3F (7407.850000 sec): 3 clusters Score: Raw -101204.543012 + Penalty 3302.373479 = -97902.169533 nChanged 59 SP:Iteration 4F (7408.040000 sec): 3 clusters Score: Raw -101652.214253 + Penalty 3302.373479 = -98349.840774 nChanged 46 SP:Iteration 5F (7408.200000 sec): 3 clusters Score: Raw -101906.514926 + Penalty 3302.373479 = -98604.141447 nChanged 19 SP:Iteration 6Q (7408.390000 sec): 3 clusters Score: Raw -101981.247333 + Penalty 3302.373479 = -98678.873855 nChanged 10 SP:Iteration 7Q (7408.570000 sec): 3 clusters Score: Raw -102028.308882 + Penalty 3302.373479 = -98725.935403 nChanged 7 SP:Iteration 8Q (7408.770000 sec): 3 clusters Score: Raw -102076.204111 + Penalty 3302.373479 = -98773.830632 nChanged 3 SP:Iteration 9Q (7408.970000 sec): 3 clusters Score: Raw -102095.785739 + Penalty 3302.373479 = -98793.412260 nChanged 1 SP:Iteration 10Q (7409.220000 sec): 3 clusters Score: Raw -102103.944808 + Penalty 3302.373479 = -98801.571329 nChanged 0 SP:Iteration 11F (7409.370000 sec): 3 clusters Score: Raw -102103.944808 + Penalty 3302.373479 = -98801.571329 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 22 (70947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7409.950000 sec): 2 clusters Score: Raw -10675972.397379 + Penalty 2770.082723 = -10673202.314656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7410.550000 sec): 3 clusters Score: Raw -10631039.518014 + Penalty 5540.165446 = -10625499.352568 nChanged 33153 SP:Iteration 1F (7411.170000 sec): 3 clusters Score: Raw -10649537.929372 + Penalty 5540.165446 = -10643997.763927 nChanged 2386 SP:Iteration 2Q (7411.780000 sec): 3 clusters Score: Raw -10650119.422836 + Penalty 5540.165446 = -10644579.257390 nChanged 2454 SP:Iteration 3Q (7412.340000 sec): 3 clusters Score: Raw -10650803.878733 + Penalty 5540.165446 = -10645263.713288 nChanged 2826 SP:Iteration 4Q (7412.900000 sec): 3 clusters Score: Raw -10651837.862263 + Penalty 5540.165446 = -10646297.696817 nChanged 3634 SP:Iteration 5F (7413.560000 sec): 3 clusters Score: Raw -10653685.387931 + Penalty 5540.165446 = -10648145.222485 nChanged 4863 SP:Iteration 6F (7414.220000 sec): 3 clusters Score: Raw -10656942.171244 + Penalty 5540.165446 = -10651402.005798 nChanged 5979 SP:Iteration 7F (7414.820000 sec): 3 clusters Score: Raw -10661956.754018 + Penalty 5540.165446 = -10656416.588572 nChanged 6106 SP:Iteration 8F (7415.370000 sec): 3 clusters Score: Raw -10667611.572616 + Penalty 5540.165446 = -10662071.407171 nChanged 4626 SP:Iteration 9F (7415.960000 sec): 3 clusters Score: Raw -10671800.357379 + Penalty 5540.165446 = -10666260.191933 nChanged 2763 SP:Iteration 10Q (7416.460000 sec): 3 clusters Score: Raw -10674346.046348 + Penalty 5540.165446 = -10668805.880903 nChanged 1446 SP:Iteration 11Q (7417.040000 sec): 3 clusters Score: Raw -10675832.742500 + Penalty 5540.165446 = -10670292.577055 nChanged 843 SP:Iteration 12Q (7417.570000 sec): 3 clusters Score: Raw -10676647.125434 + Penalty 5540.165446 = -10671106.959989 nChanged 577 SP:Iteration 13Q (7418.200000 sec): 3 clusters Score: Raw -10677013.937546 + Penalty 5540.165446 = -10671473.772101 nChanged 362 SP:Iteration 14Q (7418.780000 sec): 3 clusters Score: Raw -10677168.115474 + Penalty 5540.165446 = -10671627.950028 nChanged 229 SP:Iteration 15Q (7419.380000 sec): 3 clusters Score: Raw -10677234.713975 + Penalty 5540.165446 = -10671694.548529 nChanged 135 SP:Iteration 16Q (7419.940000 sec): 3 clusters Score: Raw -10677263.243942 + Penalty 5540.165446 = -10671723.078497 nChanged 94 SP:Iteration 17Q (7420.480000 sec): 3 clusters Score: Raw -10677284.430018 + Penalty 5540.165446 = -10671744.264572 nChanged 76 SP:Iteration 18Q (7421.000000 sec): 3 clusters Score: Raw -10677301.169219 + Penalty 5540.165446 = -10671761.003774 nChanged 75 SP:Iteration 19Q (7421.550000 sec): 3 clusters Score: Raw -10677315.492909 + Penalty 5540.165446 = -10671775.327463 nChanged 55 SP:Iteration 20F (7422.110000 sec): 3 clusters Score: Raw -10677323.697280 + Penalty 5540.165446 = -10671783.531834 nChanged 42 SP:Iteration 21Q (7422.660000 sec): 3 clusters Score: Raw -10677331.411270 + Penalty 5540.165446 = -10671791.245825 nChanged 44 SP:Iteration 22Q (7423.200000 sec): 3 clusters Score: Raw -10677339.323120 + Penalty 5540.165446 = -10671799.157675 nChanged 45 SP:Iteration 23Q (7423.720000 sec): 3 clusters Score: Raw -10677346.450366 + Penalty 5540.165446 = -10671806.284920 nChanged 29 SP:Iteration 24Q (7424.240000 sec): 3 clusters Score: Raw -10677350.330769 + Penalty 5540.165446 = -10671810.165323 nChanged 23 SP:Iteration 25Q (7424.760000 sec): 3 clusters Score: Raw -10677352.382850 + Penalty 5540.165446 = -10671812.217404 nChanged 9 SP:Iteration 26Q (7425.290000 sec): 3 clusters Score: Raw -10677353.294454 + Penalty 5540.165446 = -10671813.129008 nChanged 8 SP:Iteration 27Q (7425.820000 sec): 3 clusters Score: Raw -10677354.093680 + Penalty 5540.165446 = -10671813.928234 nChanged 8 SP:Iteration 28Q (7426.300000 sec): 3 clusters Score: Raw -10677354.807808 + Penalty 5540.165446 = -10671814.642363 nChanged 5 SP:Iteration 29Q (7426.830000 sec): 3 clusters Score: Raw -10677355.360208 + Penalty 5540.165446 = -10671815.194762 nChanged 3 SP:Iteration 30Q (7427.360000 sec): 3 clusters Score: Raw -10677355.704595 + Penalty 5540.165446 = -10671815.539149 nChanged 4 SP:Iteration 31Q (7427.910000 sec): 3 clusters Score: Raw -10677356.043346 + Penalty 5540.165446 = -10671815.877900 nChanged 1 SP:Iteration 32Q (7428.510000 sec): 3 clusters Score: Raw -10677356.123758 + Penalty 5540.165446 = -10671815.958313 nChanged 2 SP:Iteration 33Q (7429.070000 sec): 3 clusters Score: Raw -10677356.377649 + Penalty 5540.165446 = -10671816.212204 nChanged 4 SP:Iteration 34Q (7429.640000 sec): 3 clusters Score: Raw -10677356.941503 + Penalty 5540.165446 = -10671816.776058 nChanged 6 SP:Iteration 35Q (7430.220000 sec): 3 clusters Score: Raw -10677357.978800 + Penalty 5540.165446 = -10671817.813355 nChanged 2 SP:Iteration 36Q (7430.770000 sec): 3 clusters Score: Raw -10677358.241572 + Penalty 5540.165446 = -10671818.076126 nChanged 3 SP:Iteration 37Q (7431.330000 sec): 3 clusters Score: Raw -10677358.435055 + Penalty 5540.165446 = -10671818.269610 nChanged 1 SP:Iteration 38Q (7431.840000 sec): 3 clusters Score: Raw -10677358.534802 + Penalty 5540.165446 = -10671818.369356 nChanged 3 SP:Iteration 39Q (7432.360000 sec): 3 clusters Score: Raw -10677358.744368 + Penalty 5540.165446 = -10671818.578922 nChanged 6 SP:Iteration 40F (7432.910000 sec): 3 clusters Score: Raw -10677359.428528 + Penalty 5540.165446 = -10671819.263083 nChanged 4 SP:Iteration 41Q (7433.420000 sec): 3 clusters Score: Raw -10677359.991905 + Penalty 5540.165446 = -10671819.826460 nChanged 8 SP:Iteration 42Q (7433.890000 sec): 3 clusters Score: Raw -10677360.741107 + Penalty 5540.165446 = -10671820.575662 nChanged 4 SP:Iteration 43Q (7434.410000 sec): 3 clusters Score: Raw -10677361.028949 + Penalty 5540.165446 = -10671820.863503 nChanged 2 SP:Iteration 44Q (7434.870000 sec): 3 clusters Score: Raw -10677361.349183 + Penalty 5540.165446 = -10671821.183737 nChanged 4 SP:Iteration 45Q (7435.400000 sec): 3 clusters Score: Raw -10677361.673360 + Penalty 5540.165446 = -10671821.507914 nChanged 1 SP:Iteration 46Q (7435.890000 sec): 3 clusters Score: Raw -10677361.768902 + Penalty 5540.165446 = -10671821.603457 nChanged 1 SP:Iteration 47Q (7436.320000 sec): 3 clusters Score: Raw -10677361.824185 + Penalty 5540.165446 = -10671821.658739 nChanged 1 SP:Iteration 48Q (7436.840000 sec): 3 clusters Score: Raw -10677361.848555 + Penalty 5540.165446 = -10671821.683109 nChanged 0 SP:Iteration 49F (7437.380000 sec): 3 clusters Score: Raw -10677361.848555 + Penalty 5540.165446 = -10671821.683109 nChanged 0 Iteration 59Q (7458.790000 sec): 25 clusters Score: Raw -109971197.231644 + Penalty 80498.271586 = -109890698.960057 nChanged 2653 Iteration 60F (7493.690000 sec): 25 clusters Score: Raw -109972054.701883 + Penalty 80498.271586 = -109891556.430297 nChanged 2716 Iteration 61Q (7514.780000 sec): 25 clusters Score: Raw -109972484.557456 + Penalty 80498.271586 = -109891986.285870 nChanged 2332 Iteration 62Q (7534.540000 sec): 25 clusters Score: Raw -109972706.712124 + Penalty 80498.271586 = -109892208.440538 nChanged 1902 Iteration 63Q (7557.020000 sec): 25 clusters Score: Raw -109972820.845452 + Penalty 80498.271586 = -109892322.573866 nChanged 1561 Iteration 64Q (7577.780000 sec): 25 clusters Score: Raw -109972902.690852 + Penalty 80498.271586 = -109892404.419266 nChanged 1305 Iteration 65Q (7598.870000 sec): 25 clusters Score: Raw -109972968.552198 + Penalty 80498.271586 = -109892470.280611 nChanged 1215 Iteration 66Q (7618.180000 sec): 25 clusters Score: Raw -109973028.067178 + Penalty 80498.271586 = -109892529.795591 nChanged 1031 Iteration 67Q (7638.660000 sec): 25 clusters Score: Raw -109973078.153901 + Penalty 80498.271586 = -109892579.882315 nChanged 882 Iteration 68Q (7660.330000 sec): 25 clusters Score: Raw -109973117.643375 + Penalty 80498.271586 = -109892619.371789 nChanged 785 Iteration 69Q (7682.450000 sec): 25 clusters Score: Raw -109973150.515761 + Penalty 80498.271586 = -109892652.244174 nChanged 679 Iteration 70Q (7704.590000 sec): 25 clusters Score: Raw -109973176.214411 + Penalty 80498.271586 = -109892677.942824 nChanged 609 Iteration 71Q (7725.170000 sec): 25 clusters Score: Raw -109973196.462884 + Penalty 80498.271586 = -109892698.191297 nChanged 538 Iteration 72Q (7745.150000 sec): 25 clusters Score: Raw -109973213.365866 + Penalty 80498.271586 = -109892715.094280 nChanged 510 Iteration 73Q (7766.320000 sec): 25 clusters Score: Raw -109973229.983247 + Penalty 80498.271586 = -109892731.711661 nChanged 481 Iteration 74Q (7792.930000 sec): 25 clusters Score: Raw -109973246.285632 + Penalty 80498.271586 = -109892748.014045 nChanged 428 Iteration 75Q (7813.570000 sec): 25 clusters Score: Raw -109973260.423993 + Penalty 80498.271586 = -109892762.152407 nChanged 407 Iteration 76Q (7830.990000 sec): 25 clusters Score: Raw -109973273.233794 + Penalty 80498.271586 = -109892774.962207 nChanged 365 Iteration 77Q (7852.130000 sec): 25 clusters Score: Raw -109973283.945914 + Penalty 80498.271586 = -109892785.674328 nChanged 309 Iteration 78Q (7873.340000 sec): 25 clusters Score: Raw -109973293.747095 + Penalty 80498.271586 = -109892795.475509 nChanged 311 Iteration 79Q (7893.480000 sec): 25 clusters Score: Raw -109973301.562638 + Penalty 80498.271586 = -109892803.291051 nChanged 263 Iteration 80F (7928.990000 sec): 25 clusters Score: Raw -109973312.792799 + Penalty 80498.271586 = -109892814.521213 nChanged 251 Iteration 81Q (7949.750000 sec): 25 clusters Score: Raw -109973323.704961 + Penalty 80498.271586 = -109892825.433374 nChanged 233 Iteration 82Q (7970.500000 sec): 25 clusters Score: Raw -109973330.379548 + Penalty 80498.271586 = -109892832.107962 nChanged 235 Iteration 83Q (7990.220000 sec): 25 clusters Score: Raw -109973335.739151 + Penalty 80498.271586 = -109892837.467565 nChanged 191 Iteration 84Q (8010.840000 sec): 25 clusters Score: Raw -109973340.711039 + Penalty 80498.271586 = -109892842.439453 nChanged 192 Iteration 85Q (8032.400000 sec): 25 clusters Score: Raw -109973345.504642 + Penalty 80498.271586 = -109892847.233056 nChanged 166 Iteration 86Q (8053.450000 sec): 25 clusters Score: Raw -109973348.780902 + Penalty 80498.271586 = -109892850.509315 nChanged 162 Iteration 87Q (8074.290000 sec): 25 clusters Score: Raw -109973352.123644 + Penalty 80498.271586 = -109892853.852058 nChanged 129 Iteration 88Q (8094.000000 sec): 25 clusters Score: Raw -109973354.731785 + Penalty 80498.271586 = -109892856.460199 nChanged 122 Iteration 89Q (8111.940000 sec): 25 clusters Score: Raw -109973357.375534 + Penalty 80498.271586 = -109892859.103948 nChanged 111 Iteration 90Q (8132.520000 sec): 25 clusters Score: Raw -109973360.429040 + Penalty 80498.271586 = -109892862.157454 nChanged 109 Iteration 91Q (8153.330000 sec): 25 clusters Score: Raw -109973362.559613 + Penalty 80498.271586 = -109892864.288026 nChanged 106 Iteration 92Q (8172.060000 sec): 25 clusters Score: Raw -109973364.316378 + Penalty 80498.271586 = -109892866.044792 nChanged 92 Iteration 93Q (8193.230000 sec): 25 clusters Score: Raw -109973365.843969 + Penalty 80498.271586 = -109892867.572383 nChanged 97 Iteration 94Q (8214.820000 sec): 25 clusters Score: Raw -109973367.442696 + Penalty 80498.271586 = -109892869.171110 nChanged 83 Iteration 95Q (8236.240000 sec): 25 clusters Score: Raw -109973368.908691 + Penalty 80498.271586 = -109892870.637105 nChanged 73 Iteration 96Q (8256.170000 sec): 25 clusters Score: Raw -109973369.887854 + Penalty 80498.271586 = -109892871.616267 nChanged 57 Iteration 97Q (8276.930000 sec): 25 clusters Score: Raw -109973370.607372 + Penalty 80498.271586 = -109892872.335786 nChanged 52 Iteration 98Q (8296.580000 sec): 25 clusters Score: Raw -109973371.169785 + Penalty 80498.271586 = -109892872.898199 nChanged 49 Writing temp clu file Because OldScore, -109892872.335786, is greater than current (better) Score,-109892872.898199 Compute initial score before splitting: Score: Raw -109973371.169785 + Penalty 80498.271586 = -109892872.898199 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 1 (178630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8297.710000 sec): 2 clusters Score: Raw -26696907.161808 + Penalty 2999.081833 = -26693908.079976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8298.780000 sec): 3 clusters Score: Raw -26580460.425531 + Penalty 5998.163666 = -26574462.261866 nChanged 85641 SP:Iteration 1F (8299.880000 sec): 3 clusters Score: Raw -26630807.638630 + Penalty 5998.163666 = -26624809.474965 nChanged 5792 SP:Iteration 2Q (8301.090000 sec): 3 clusters Score: Raw -26632347.912796 + Penalty 5998.163666 = -26626349.749130 nChanged 6631 SP:Iteration 3Q (8302.330000 sec): 3 clusters Score: Raw -26634538.264326 + Penalty 5998.163666 = -26628540.100661 nChanged 7844 SP:Iteration 4Q (8303.510000 sec): 3 clusters Score: Raw -26637833.104519 + Penalty 5998.163666 = -26631834.940854 nChanged 9605 SP:Iteration 5F (8304.550000 sec): 3 clusters Score: Raw -26642895.932450 + Penalty 5998.163666 = -26636897.768785 nChanged 11529 SP:Iteration 6F (8305.610000 sec): 3 clusters Score: Raw -26650412.949606 + Penalty 5998.163666 = -26644414.785940 nChanged 12758 SP:Iteration 7F (8306.670000 sec): 3 clusters Score: Raw -26660056.019597 + Penalty 5998.163666 = -26654057.855931 nChanged 12300 SP:Iteration 8F (8307.750000 sec): 3 clusters Score: Raw -26670375.579034 + Penalty 5998.163666 = -26664377.415369 nChanged 10171 SP:Iteration 9F (8308.790000 sec): 3 clusters Score: Raw -26679254.276579 + Penalty 5998.163666 = -26673256.112913 nChanged 7278 SP:Iteration 10Q (8309.930000 sec): 3 clusters Score: Raw -26685417.482541 + Penalty 5998.163666 = -26679419.318876 nChanged 4757 SP:Iteration 11Q (8311.010000 sec): 3 clusters Score: Raw -26689258.888347 + Penalty 5998.163666 = -26683260.724681 nChanged 3246 SP:Iteration 12Q (8311.950000 sec): 3 clusters Score: Raw -26691719.384671 + Penalty 5998.163666 = -26685721.221006 nChanged 2279 SP:Iteration 13Q (8312.850000 sec): 3 clusters Score: Raw -26693265.161645 + Penalty 5998.163666 = -26687266.997980 nChanged 1644 SP:Iteration 14Q (8313.770000 sec): 3 clusters Score: Raw -26694303.391488 + Penalty 5998.163666 = -26688305.227822 nChanged 1264 SP:Iteration 15Q (8314.720000 sec): 3 clusters Score: Raw -26695039.044357 + Penalty 5998.163666 = -26689040.880692 nChanged 980 SP:Iteration 16Q (8315.730000 sec): 3 clusters Score: Raw -26695546.942989 + Penalty 5998.163666 = -26689548.779324 nChanged 798 SP:Iteration 17Q (8316.710000 sec): 3 clusters Score: Raw -26695938.426437 + Penalty 5998.163666 = -26689940.262772 nChanged 656 SP:Iteration 18Q (8317.690000 sec): 3 clusters Score: Raw -26696257.729177 + Penalty 5998.163666 = -26690259.565512 nChanged 513 SP:Iteration 19Q (8318.580000 sec): 3 clusters Score: Raw -26696489.334184 + Penalty 5998.163666 = -26690491.170518 nChanged 412 SP:Iteration 20F (8319.810000 sec): 3 clusters Score: Raw -26696663.682916 + Penalty 5998.163666 = -26690665.519251 nChanged 312 SP:Iteration 21Q (8320.810000 sec): 3 clusters Score: Raw -26696791.467638 + Penalty 5998.163666 = -26690793.303973 nChanged 247 SP:Iteration 22Q (8321.720000 sec): 3 clusters Score: Raw -26696885.575864 + Penalty 5998.163666 = -26690887.412199 nChanged 194 SP:Iteration 23Q (8322.810000 sec): 3 clusters Score: Raw -26696947.057426 + Penalty 5998.163666 = -26690948.893761 nChanged 161 SP:Iteration 24Q (8323.770000 sec): 3 clusters Score: Raw -26696994.332442 + Penalty 5998.163666 = -26690996.168776 nChanged 147 SP:Iteration 25Q (8324.730000 sec): 3 clusters Score: Raw -26697039.288277 + Penalty 5998.163666 = -26691041.124612 nChanged 139 SP:Iteration 26Q (8325.670000 sec): 3 clusters Score: Raw -26697086.852356 + Penalty 5998.163666 = -26691088.688691 nChanged 137 SP:Iteration 27Q (8326.600000 sec): 3 clusters Score: Raw -26697128.082383 + Penalty 5998.163666 = -26691129.918717 nChanged 111 SP:Iteration 28Q (8327.570000 sec): 3 clusters Score: Raw -26697165.648930 + Penalty 5998.163666 = -26691167.485265 nChanged 110 SP:Iteration 29Q (8328.500000 sec): 3 clusters Score: Raw -26697202.314018 + Penalty 5998.163666 = -26691204.150352 nChanged 99 SP:Iteration 30Q (8329.370000 sec): 3 clusters Score: Raw -26697237.268811 + Penalty 5998.163666 = -26691239.105145 nChanged 92 SP:Iteration 31Q (8330.320000 sec): 3 clusters Score: Raw -26697267.705197 + Penalty 5998.163666 = -26691269.541531 nChanged 77 SP:Iteration 32Q (8331.380000 sec): 3 clusters Score: Raw -26697293.532447 + Penalty 5998.163666 = -26691295.368782 nChanged 61 SP:Iteration 33Q (8332.500000 sec): 3 clusters Score: Raw -26697310.488515 + Penalty 5998.163666 = -26691312.324849 nChanged 45 SP:Iteration 34Q (8333.540000 sec): 3 clusters Score: Raw -26697322.843639 + Penalty 5998.163666 = -26691324.679974 nChanged 40 SP:Iteration 35Q (8334.450000 sec): 3 clusters Score: Raw -26697335.344488 + Penalty 5998.163666 = -26691337.180822 nChanged 40 SP:Iteration 36Q (8335.380000 sec): 3 clusters Score: Raw -26697347.061679 + Penalty 5998.163666 = -26691348.898013 nChanged 47 SP:Iteration 37Q (8336.360000 sec): 3 clusters Score: Raw -26697358.812513 + Penalty 5998.163666 = -26691360.648847 nChanged 30 SP:Iteration 38Q (8337.370000 sec): 3 clusters Score: Raw -26697367.489950 + Penalty 5998.163666 = -26691369.326284 nChanged 31 SP:Iteration 39Q (8338.320000 sec): 3 clusters Score: Raw -26697375.197833 + Penalty 5998.163666 = -26691377.034168 nChanged 20 SP:Iteration 40F (8339.390000 sec): 3 clusters Score: Raw -26697379.532697 + Penalty 5998.163666 = -26691381.369032 nChanged 12 SP:Iteration 41Q (8340.350000 sec): 3 clusters Score: Raw -26697382.169585 + Penalty 5998.163666 = -26691384.005920 nChanged 12 SP:Iteration 42Q (8341.300000 sec): 3 clusters Score: Raw -26697384.364846 + Penalty 5998.163666 = -26691386.201180 nChanged 12 SP:Iteration 43Q (8342.260000 sec): 3 clusters Score: Raw -26697386.786288 + Penalty 5998.163666 = -26691388.622622 nChanged 9 SP:Iteration 44Q (8343.270000 sec): 3 clusters Score: Raw -26697388.357913 + Penalty 5998.163666 = -26691390.194247 nChanged 2 SP:Iteration 45Q (8344.360000 sec): 3 clusters Score: Raw -26697388.815688 + Penalty 5998.163666 = -26691390.652022 nChanged 3 SP:Iteration 46Q (8345.420000 sec): 3 clusters Score: Raw -26697389.517619 + Penalty 5998.163666 = -26691391.353953 nChanged 5 SP:Iteration 47Q (8346.330000 sec): 3 clusters Score: Raw -26697390.706320 + Penalty 5998.163666 = -26691392.542654 nChanged 4 SP:Iteration 48Q (8347.320000 sec): 3 clusters Score: Raw -26697391.831176 + Penalty 5998.163666 = -26691393.667510 nChanged 5 SP:Iteration 49Q (8348.360000 sec): 3 clusters Score: Raw -26697393.141874 + Penalty 5998.163666 = -26691394.978208 nChanged 4 SP:Iteration 50Q (8349.310000 sec): 3 clusters Score: Raw -26697394.254068 + Penalty 5998.163666 = -26691396.090402 nChanged 8 SP:Iteration 51Q (8350.250000 sec): 3 clusters Score: Raw -26697396.070093 + Penalty 5998.163666 = -26691397.906427 nChanged 8 SP:Iteration 52Q (8351.220000 sec): 3 clusters Score: Raw -26697398.025620 + Penalty 5998.163666 = -26691399.861954 nChanged 16 SP:Iteration 53Q (8352.250000 sec): 3 clusters Score: Raw -26697401.926250 + Penalty 5998.163666 = -26691403.762584 nChanged 15 SP:Iteration 54Q (8353.220000 sec): 3 clusters Score: Raw -26697405.314739 + Penalty 5998.163666 = -26691407.151073 nChanged 14 SP:Iteration 55Q (8354.220000 sec): 3 clusters Score: Raw -26697409.684465 + Penalty 5998.163666 = -26691411.520799 nChanged 21 SP:Iteration 56Q (8355.160000 sec): 3 clusters Score: Raw -26697415.322115 + Penalty 5998.163666 = -26691417.158449 nChanged 20 SP:Iteration 57Q (8356.240000 sec): 3 clusters Score: Raw -26697420.010344 + Penalty 5998.163666 = -26691421.846678 nChanged 18 SP:Iteration 58Q (8357.250000 sec): 3 clusters Score: Raw -26697424.473795 + Penalty 5998.163666 = -26691426.310129 nChanged 19 SP:Iteration 59Q (8358.230000 sec): 3 clusters Score: Raw -26697430.850055 + Penalty 5998.163666 = -26691432.686389 nChanged 19 SP:Iteration 60F (8359.410000 sec): 3 clusters Score: Raw -26697436.935189 + Penalty 5998.163666 = -26691438.771523 nChanged 27 SP:Iteration 61Q (8360.360000 sec): 3 clusters Score: Raw -26697444.524830 + Penalty 5998.163666 = -26691446.361164 nChanged 15 SP:Iteration 62Q (8361.380000 sec): 3 clusters Score: Raw -26697448.149408 + Penalty 5998.163666 = -26691449.985742 nChanged 15 SP:Iteration 63Q (8362.360000 sec): 3 clusters Score: Raw -26697450.753095 + Penalty 5998.163666 = -26691452.589429 nChanged 10 SP:Iteration 64Q (8363.330000 sec): 3 clusters Score: Raw -26697452.974314 + Penalty 5998.163666 = -26691454.810649 nChanged 6 SP:Iteration 65Q (8364.300000 sec): 3 clusters Score: Raw -26697454.319213 + Penalty 5998.163666 = -26691456.155547 nChanged 10 SP:Iteration 66Q (8365.260000 sec): 3 clusters Score: Raw -26697456.715936 + Penalty 5998.163666 = -26691458.552270 nChanged 10 SP:Iteration 67Q (8366.210000 sec): 3 clusters Score: Raw -26697459.734546 + Penalty 5998.163666 = -26691461.570880 nChanged 11 SP:Iteration 68Q (8367.320000 sec): 3 clusters Score: Raw -26697462.779667 + Penalty 5998.163666 = -26691464.616001 nChanged 10 SP:Iteration 69Q (8368.640000 sec): 3 clusters Score: Raw -26697466.243940 + Penalty 5998.163666 = -26691468.080274 nChanged 4 SP:Iteration 70Q (8369.640000 sec): 3 clusters Score: Raw -26697467.308651 + Penalty 5998.163666 = -26691469.144985 nChanged 5 SP:Iteration 71Q (8370.630000 sec): 3 clusters Score: Raw -26697468.864241 + Penalty 5998.163666 = -26691470.700576 nChanged 6 SP:Iteration 72Q (8371.650000 sec): 3 clusters Score: Raw -26697470.365299 + Penalty 5998.163666 = -26691472.201634 nChanged 6 SP:Iteration 73Q (8372.560000 sec): 3 clusters Score: Raw -26697472.178624 + Penalty 5998.163666 = -26691474.014959 nChanged 9 SP:Iteration 74Q (8373.480000 sec): 3 clusters Score: Raw -26697474.080653 + Penalty 5998.163666 = -26691475.916987 nChanged 3 SP:Iteration 75Q (8374.530000 sec): 3 clusters Score: Raw -26697475.038125 + Penalty 5998.163666 = -26691476.874459 nChanged 5 SP:Iteration 76Q (8375.540000 sec): 3 clusters Score: Raw -26697476.942345 + Penalty 5998.163666 = -26691478.778680 nChanged 8 SP:Iteration 77Q (8376.540000 sec): 3 clusters Score: Raw -26697479.174470 + Penalty 5998.163666 = -26691481.010804 nChanged 11 SP:Iteration 78Q (8377.670000 sec): 3 clusters Score: Raw -26697481.906747 + Penalty 5998.163666 = -26691483.743082 nChanged 9 SP:Iteration 79Q (8378.840000 sec): 3 clusters Score: Raw -26697484.968643 + Penalty 5998.163666 = -26691486.804977 nChanged 13 SP:Iteration 80F (8379.910000 sec): 3 clusters Score: Raw -26697488.751037 + Penalty 5998.163666 = -26691490.587371 nChanged 5 SP:Iteration 81Q (8380.960000 sec): 3 clusters Score: Raw -26697490.217595 + Penalty 5998.163666 = -26691492.053930 nChanged 4 SP:Iteration 82Q (8381.990000 sec): 3 clusters Score: Raw -26697491.056946 + Penalty 5998.163666 = -26691492.893280 nChanged 4 SP:Iteration 83Q (8382.980000 sec): 3 clusters Score: Raw -26697492.321856 + Penalty 5998.163666 = -26691494.158190 nChanged 7 SP:Iteration 84Q (8384.140000 sec): 3 clusters Score: Raw -26697494.292003 + Penalty 5998.163666 = -26691496.128337 nChanged 12 SP:Iteration 85Q (8385.220000 sec): 3 clusters Score: Raw -26697498.271127 + Penalty 5998.163666 = -26691500.107461 nChanged 11 SP:Iteration 86Q (8386.240000 sec): 3 clusters Score: Raw -26697500.855657 + Penalty 5998.163666 = -26691502.691991 nChanged 6 SP:Iteration 87Q (8387.170000 sec): 3 clusters Score: Raw -26697502.266111 + Penalty 5998.163666 = -26691504.102445 nChanged 6 SP:Iteration 88Q (8388.070000 sec): 3 clusters Score: Raw -26697503.491270 + Penalty 5998.163666 = -26691505.327604 nChanged 5 SP:Iteration 89Q (8389.130000 sec): 3 clusters Score: Raw -26697504.869042 + Penalty 5998.163666 = -26691506.705376 nChanged 7 SP:Iteration 90Q (8390.140000 sec): 3 clusters Score: Raw -26697506.550236 + Penalty 5998.163666 = -26691508.386570 nChanged 9 SP:Iteration 91Q (8391.120000 sec): 3 clusters Score: Raw -26697508.988419 + Penalty 5998.163666 = -26691510.824753 nChanged 8 SP:Iteration 92Q (8392.150000 sec): 3 clusters Score: Raw -26697510.706010 + Penalty 5998.163666 = -26691512.542344 nChanged 4 SP:Iteration 93Q (8393.030000 sec): 3 clusters Score: Raw -26697511.727643 + Penalty 5998.163666 = -26691513.563978 nChanged 3 SP:Iteration 94Q (8393.990000 sec): 3 clusters Score: Raw -26697512.498884 + Penalty 5998.163666 = -26691514.335219 nChanged 1 SP:Iteration 95Q (8394.900000 sec): 3 clusters Score: Raw -26697512.713024 + Penalty 5998.163666 = -26691514.549358 nChanged 3 SP:Iteration 96Q (8395.760000 sec): 3 clusters Score: Raw -26697513.200742 + Penalty 5998.163666 = -26691515.037077 nChanged 1 SP:Iteration 97Q (8396.730000 sec): 3 clusters Score: Raw -26697513.275075 + Penalty 5998.163666 = -26691515.111409 nChanged 0 SP:Iteration 98F (8397.820000 sec): 3 clusters Score: Raw -26697513.275075 + Penalty 5998.163666 = -26691515.111409 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (371131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8399.640000 sec): 2 clusters Score: Raw -55125336.335036 + Penalty 3180.428974 = -55122155.906062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8401.790000 sec): 3 clusters Score: Raw -54878721.764323 + Penalty 6360.857948 = -54872360.906375 nChanged 180051 SP:Iteration 1F (8403.970000 sec): 3 clusters Score: Raw -54986864.435899 + Penalty 6360.857948 = -54980503.577951 nChanged 9515 SP:Iteration 2Q (8406.170000 sec): 3 clusters Score: Raw -54988787.090665 + Penalty 6360.857948 = -54982426.232717 nChanged 10603 SP:Iteration 3Q (8408.310000 sec): 3 clusters Score: Raw -54991198.020309 + Penalty 6360.857948 = -54984837.162361 nChanged 12070 SP:Iteration 4Q (8410.470000 sec): 3 clusters Score: Raw -54994401.838833 + Penalty 6360.857948 = -54988040.980885 nChanged 13947 SP:Iteration 5Q (8412.680000 sec): 3 clusters Score: Raw -54998638.496384 + Penalty 6360.857948 = -54992277.638436 nChanged 15935 SP:Iteration 6Q (8415.020000 sec): 3 clusters Score: Raw -55004148.372267 + Penalty 6360.857948 = -54997787.514319 nChanged 17679 SP:Iteration 7Q (8417.290000 sec): 3 clusters Score: Raw -55010994.942416 + Penalty 6360.857948 = -55004634.084468 nChanged 19491 SP:Iteration 8F (8419.450000 sec): 3 clusters Score: Raw -55019817.864427 + Penalty 6360.857948 = -55013457.006479 nChanged 21523 SP:Iteration 9F (8421.520000 sec): 3 clusters Score: Raw -55031733.583756 + Penalty 6360.857948 = -55025372.725808 nChanged 24054 SP:Iteration 10F (8423.760000 sec): 3 clusters Score: Raw -55047722.931235 + Penalty 6360.857948 = -55041362.073287 nChanged 25844 SP:Iteration 11F (8425.950000 sec): 3 clusters Score: Raw -55067783.771772 + Penalty 6360.857948 = -55061422.913824 nChanged 24531 SP:Iteration 12F (8428.270000 sec): 3 clusters Score: Raw -55088894.497145 + Penalty 6360.857948 = -55082533.639197 nChanged 19353 SP:Iteration 13F (8430.390000 sec): 3 clusters Score: Raw -55106263.864193 + Penalty 6360.857948 = -55099903.006245 nChanged 12298 SP:Iteration 14Q (8432.670000 sec): 3 clusters Score: Raw -55117114.487698 + Penalty 6360.857948 = -55110753.629750 nChanged 6102 SP:Iteration 15Q (8434.750000 sec): 3 clusters Score: Raw -55122196.296506 + Penalty 6360.857948 = -55115835.438558 nChanged 2604 SP:Iteration 16Q (8436.740000 sec): 3 clusters Score: Raw -55124216.434077 + Penalty 6360.857948 = -55117855.576129 nChanged 1040 SP:Iteration 17Q (8438.860000 sec): 3 clusters Score: Raw -55125024.675366 + Penalty 6360.857948 = -55118663.817418 nChanged 394 SP:Iteration 18Q (8440.670000 sec): 3 clusters Score: Raw -55125352.397405 + Penalty 6360.857948 = -55118991.539457 nChanged 182 SP:Iteration 19Q (8442.460000 sec): 3 clusters Score: Raw -55125511.461112 + Penalty 6360.857948 = -55119150.603164 nChanged 97 SP:Iteration 20F (8444.570000 sec): 3 clusters Score: Raw -55125597.210724 + Penalty 6360.857948 = -55119236.352776 nChanged 50 SP:Iteration 21Q (8446.310000 sec): 3 clusters Score: Raw -55125640.841202 + Penalty 6360.857948 = -55119279.983254 nChanged 26 SP:Iteration 22Q (8448.170000 sec): 3 clusters Score: Raw -55125664.987844 + Penalty 6360.857948 = -55119304.129896 nChanged 15 SP:Iteration 23Q (8450.160000 sec): 3 clusters Score: Raw -55125677.634382 + Penalty 6360.857948 = -55119316.776434 nChanged 14 SP:Iteration 24Q (8452.010000 sec): 3 clusters Score: Raw -55125689.835248 + Penalty 6360.857948 = -55119328.977300 nChanged 15 SP:Iteration 25Q (8453.730000 sec): 3 clusters Score: Raw -55125702.250073 + Penalty 6360.857948 = -55119341.392125 nChanged 11 SP:Iteration 26Q (8455.530000 sec): 3 clusters Score: Raw -55125714.167780 + Penalty 6360.857948 = -55119353.309832 nChanged 8 SP:Iteration 27Q (8457.370000 sec): 3 clusters Score: Raw -55125722.259405 + Penalty 6360.857948 = -55119361.401457 nChanged 13 SP:Iteration 28Q (8459.090000 sec): 3 clusters Score: Raw -55125732.013204 + Penalty 6360.857948 = -55119371.155256 nChanged 3 SP:Iteration 29Q (8461.010000 sec): 3 clusters Score: Raw -55125733.989604 + Penalty 6360.857948 = -55119373.131656 nChanged 3 SP:Iteration 30Q (8462.990000 sec): 3 clusters Score: Raw -55125736.028331 + Penalty 6360.857948 = -55119375.170383 nChanged 1 SP:Iteration 31Q (8464.930000 sec): 3 clusters Score: Raw -55125736.561643 + Penalty 6360.857948 = -55119375.703695 nChanged 2 SP:Iteration 32Q (8466.790000 sec): 3 clusters Score: Raw -55125738.217037 + Penalty 6360.857948 = -55119377.359089 nChanged 2 SP:Iteration 33Q (8468.690000 sec): 3 clusters Score: Raw -55125739.740521 + Penalty 6360.857948 = -55119378.882573 nChanged 3 SP:Iteration 34Q (8470.500000 sec): 3 clusters Score: Raw -55125741.855040 + Penalty 6360.857948 = -55119380.997092 nChanged 3 SP:Iteration 35Q (8472.420000 sec): 3 clusters Score: Raw -55125744.767928 + Penalty 6360.857948 = -55119383.909980 nChanged 5 SP:Iteration 36Q (8474.160000 sec): 3 clusters Score: Raw -55125750.361439 + Penalty 6360.857948 = -55119389.503491 nChanged 7 SP:Iteration 37Q (8475.830000 sec): 3 clusters Score: Raw -55125757.367404 + Penalty 6360.857948 = -55119396.509456 nChanged 2 SP:Iteration 38Q (8477.670000 sec): 3 clusters Score: Raw -55125759.627079 + Penalty 6360.857948 = -55119398.769131 nChanged 3 SP:Iteration 39Q (8479.340000 sec): 3 clusters Score: Raw -55125762.862067 + Penalty 6360.857948 = -55119402.004119 nChanged 4 SP:Iteration 40F (8481.360000 sec): 3 clusters Score: Raw -55125764.485698 + Penalty 6360.857948 = -55119403.627750 nChanged 2 SP:Iteration 41Q (8483.060000 sec): 3 clusters Score: Raw -55125765.962864 + Penalty 6360.857948 = -55119405.104916 nChanged 3 SP:Iteration 42Q (8484.790000 sec): 3 clusters Score: Raw -55125767.779316 + Penalty 6360.857948 = -55119406.921368 nChanged 2 SP:Iteration 43Q (8486.710000 sec): 3 clusters Score: Raw -55125769.059373 + Penalty 6360.857948 = -55119408.201425 nChanged 2 SP:Iteration 44Q (8488.420000 sec): 3 clusters Score: Raw -55125770.783243 + Penalty 6360.857948 = -55119409.925295 nChanged 1 SP:Iteration 45Q (8490.210000 sec): 3 clusters Score: Raw -55125771.466125 + Penalty 6360.857948 = -55119410.608177 nChanged 1 SP:Iteration 46Q (8492.060000 sec): 3 clusters Score: Raw -55125771.680485 + Penalty 6360.857948 = -55119410.822537 nChanged 0 SP:Iteration 47F (8494.250000 sec): 3 clusters Score: Raw -55125771.680485 + Penalty 6360.857948 = -55119410.822537 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (4688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8494.680000 sec): 2 clusters Score: Raw -670991.729858 + Penalty 2096.284810 = -668895.445048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8495.030000 sec): 3 clusters Score: Raw -668822.720652 + Penalty 4192.569620 = -664630.151032 nChanged 1831 SP:Iteration 1F (8495.290000 sec): 3 clusters Score: Raw -670193.464278 + Penalty 4192.569620 = -666000.894658 nChanged 408 SP:Iteration 2F (8495.500000 sec): 3 clusters Score: Raw -670497.103959 + Penalty 4192.569620 = -666304.534339 nChanged 294 SP:Iteration 3F (8495.680000 sec): 3 clusters Score: Raw -670692.675601 + Penalty 4192.569620 = -666500.105981 nChanged 242 SP:Iteration 4F (8495.900000 sec): 3 clusters Score: Raw -670861.913844 + Penalty 4192.569620 = -666669.344224 nChanged 247 SP:Iteration 5F (8496.100000 sec): 3 clusters Score: Raw -671036.293105 + Penalty 4192.569620 = -666843.723485 nChanged 234 SP:Iteration 6Q (8496.320000 sec): 3 clusters Score: Raw -671213.554886 + Penalty 4192.569620 = -667020.985266 nChanged 205 SP:Iteration 7Q (8496.540000 sec): 3 clusters Score: Raw -671371.212726 + Penalty 4192.569620 = -667178.643105 nChanged 197 SP:Iteration 8Q (8496.790000 sec): 3 clusters Score: Raw -671540.597769 + Penalty 4192.569620 = -667348.028149 nChanged 194 SP:Iteration 9Q (8497.010000 sec): 3 clusters Score: Raw -671736.146456 + Penalty 4192.569620 = -667543.576836 nChanged 160 SP:Iteration 10Q (8497.250000 sec): 3 clusters Score: Raw -671905.284894 + Penalty 4192.569620 = -667712.715274 nChanged 137 SP:Iteration 11Q (8497.420000 sec): 3 clusters Score: Raw -672045.238898 + Penalty 4192.569620 = -667852.669278 nChanged 85 SP:Iteration 12Q (8497.620000 sec): 3 clusters Score: Raw -672134.934121 + Penalty 4192.569620 = -667942.364501 nChanged 75 SP:Iteration 13Q (8497.890000 sec): 3 clusters Score: Raw -672217.920054 + Penalty 4192.569620 = -668025.350434 nChanged 55 SP:Iteration 14Q (8498.110000 sec): 3 clusters Score: Raw -672275.937091 + Penalty 4192.569620 = -668083.367471 nChanged 42 SP:Iteration 15Q (8498.330000 sec): 3 clusters Score: Raw -672316.877353 + Penalty 4192.569620 = -668124.307733 nChanged 39 SP:Iteration 16Q (8498.540000 sec): 3 clusters Score: Raw -672351.351015 + Penalty 4192.569620 = -668158.781394 nChanged 26 SP:Iteration 17Q (8498.760000 sec): 3 clusters Score: Raw -672377.334714 + Penalty 4192.569620 = -668184.765093 nChanged 21 SP:Iteration 18Q (8498.970000 sec): 3 clusters Score: Raw -672394.485260 + Penalty 4192.569620 = -668201.915640 nChanged 16 SP:Iteration 19Q (8499.160000 sec): 3 clusters Score: Raw -672411.419410 + Penalty 4192.569620 = -668218.849790 nChanged 13 SP:Iteration 20F (8499.380000 sec): 3 clusters Score: Raw -672420.589020 + Penalty 4192.569620 = -668228.019399 nChanged 8 SP:Iteration 21Q (8499.650000 sec): 3 clusters Score: Raw -672427.419967 + Penalty 4192.569620 = -668234.850347 nChanged 8 SP:Iteration 22Q (8499.860000 sec): 3 clusters Score: Raw -672435.721950 + Penalty 4192.569620 = -668243.152330 nChanged 12 SP:Iteration 23Q (8500.040000 sec): 3 clusters Score: Raw -672444.516704 + Penalty 4192.569620 = -668251.947084 nChanged 9 SP:Iteration 24Q (8500.220000 sec): 3 clusters Score: Raw -672449.891194 + Penalty 4192.569620 = -668257.321574 nChanged 5 SP:Iteration 25Q (8500.430000 sec): 3 clusters Score: Raw -672452.915559 + Penalty 4192.569620 = -668260.345939 nChanged 5 SP:Iteration 26Q (8500.600000 sec): 3 clusters Score: Raw -672458.133055 + Penalty 4192.569620 = -668265.563435 nChanged 4 SP:Iteration 27Q (8500.830000 sec): 3 clusters Score: Raw -672461.652808 + Penalty 4192.569620 = -668269.083188 nChanged 4 SP:Iteration 28Q (8501.020000 sec): 3 clusters Score: Raw -672465.063750 + Penalty 4192.569620 = -668272.494129 nChanged 4 SP:Iteration 29Q (8501.240000 sec): 3 clusters Score: Raw -672467.224716 + Penalty 4192.569620 = -668274.655096 nChanged 3 SP:Iteration 30Q (8501.410000 sec): 3 clusters Score: Raw -672469.781812 + Penalty 4192.569620 = -668277.212191 nChanged 4 SP:Iteration 31Q (8501.650000 sec): 3 clusters Score: Raw -672472.958883 + Penalty 4192.569620 = -668280.389263 nChanged 3 SP:Iteration 32Q (8501.900000 sec): 3 clusters Score: Raw -672475.218137 + Penalty 4192.569620 = -668282.648516 nChanged 1 SP:Iteration 33Q (8502.140000 sec): 3 clusters Score: Raw -672475.618308 + Penalty 4192.569620 = -668283.048688 nChanged 0 SP:Iteration 34F (8502.360000 sec): 3 clusters Score: Raw -672475.618308 + Penalty 4192.569620 = -668283.048688 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 4 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8502.450000 sec): 2 clusters Score: Raw -51030.449778 + Penalty 1471.196806 = -49559.252971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8502.660000 sec): 3 clusters Score: Raw -51122.809583 + Penalty 2942.393613 = -48180.415970 nChanged 56 SP:Iteration 1F (8502.870000 sec): 3 clusters Score: Raw -51327.464078 + Penalty 2942.393613 = -48385.070465 nChanged 24 SP:Iteration 2F (8503.000000 sec): 3 clusters Score: Raw -51476.625946 + Penalty 2942.393613 = -48534.232333 nChanged 15 SP:Iteration 3Q (8503.190000 sec): 3 clusters Score: Raw -51638.558531 + Penalty 2942.393613 = -48696.164918 nChanged 13 SP:Iteration 4Q (8503.350000 sec): 3 clusters Score: Raw -51779.573028 + Penalty 2942.393613 = -48837.179415 nChanged 9 SP:Iteration 5Q (8503.450000 sec): 3 clusters Score: Raw -51825.227004 + Penalty 2942.393613 = -48882.833391 nChanged 8 SP:Iteration 6Q (8503.610000 sec): 3 clusters Score: Raw -51857.001203 + Penalty 2942.393613 = -48914.607591 nChanged 2 SP:Iteration 7Q (8503.770000 sec): 3 clusters Score: Raw -51876.435940 + Penalty 2942.393613 = -48934.042327 nChanged 0 SP:Iteration 8F (8503.960000 sec): 3 clusters Score: Raw -51876.435940 + Penalty 2942.393613 = -48934.042327 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 5 (16188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8504.150000 sec): 2 clusters Score: Raw -2447028.122402 + Penalty 2403.622325 = -2444624.500077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8504.400000 sec): 3 clusters Score: Raw -2437807.358730 + Penalty 4807.244651 = -2433000.114079 nChanged 6966 SP:Iteration 1F (8504.650000 sec): 3 clusters Score: Raw -2441571.093235 + Penalty 4807.244651 = -2436763.848584 nChanged 892 SP:Iteration 2F (8504.950000 sec): 3 clusters Score: Raw -2441897.030224 + Penalty 4807.244651 = -2437089.785573 nChanged 727 SP:Iteration 3Q (8505.250000 sec): 3 clusters Score: Raw -2442146.573687 + Penalty 4807.244651 = -2437339.329036 nChanged 639 SP:Iteration 4Q (8505.500000 sec): 3 clusters Score: Raw -2442357.458579 + Penalty 4807.244651 = -2437550.213928 nChanged 572 SP:Iteration 5Q (8505.770000 sec): 3 clusters Score: Raw -2442549.850708 + Penalty 4807.244651 = -2437742.606057 nChanged 535 SP:Iteration 6Q (8505.990000 sec): 3 clusters Score: Raw -2442740.481698 + Penalty 4807.244651 = -2437933.237047 nChanged 527 SP:Iteration 7Q (8506.240000 sec): 3 clusters Score: Raw -2442945.360939 + Penalty 4807.244651 = -2438138.116288 nChanged 567 SP:Iteration 8Q (8506.520000 sec): 3 clusters Score: Raw -2443198.133653 + Penalty 4807.244651 = -2438390.889002 nChanged 640 SP:Iteration 9Q (8506.800000 sec): 3 clusters Score: Raw -2443520.177689 + Penalty 4807.244651 = -2438712.933038 nChanged 739 SP:Iteration 10Q (8507.070000 sec): 3 clusters Score: Raw -2443956.276234 + Penalty 4807.244651 = -2439149.031583 nChanged 857 SP:Iteration 11F (8507.370000 sec): 3 clusters Score: Raw -2444564.910028 + Penalty 4807.244651 = -2439757.665377 nChanged 889 SP:Iteration 12F (8507.660000 sec): 3 clusters Score: Raw -2445293.174135 + Penalty 4807.244651 = -2440485.929484 nChanged 765 SP:Iteration 13Q (8507.930000 sec): 3 clusters Score: Raw -2445939.314011 + Penalty 4807.244651 = -2441132.069360 nChanged 597 SP:Iteration 14Q (8508.180000 sec): 3 clusters Score: Raw -2446467.159655 + Penalty 4807.244651 = -2441659.915004 nChanged 383 SP:Iteration 15Q (8508.460000 sec): 3 clusters Score: Raw -2446814.192179 + Penalty 4807.244651 = -2442006.947528 nChanged 223 SP:Iteration 16Q (8508.690000 sec): 3 clusters Score: Raw -2447051.320766 + Penalty 4807.244651 = -2442244.076115 nChanged 126 SP:Iteration 17Q (8509.000000 sec): 3 clusters Score: Raw -2447194.033176 + Penalty 4807.244651 = -2442386.788525 nChanged 62 SP:Iteration 18Q (8509.210000 sec): 3 clusters Score: Raw -2447253.780975 + Penalty 4807.244651 = -2442446.536324 nChanged 27 SP:Iteration 19Q (8509.460000 sec): 3 clusters Score: Raw -2447289.661602 + Penalty 4807.244651 = -2442482.416951 nChanged 21 SP:Iteration 20F (8509.720000 sec): 3 clusters Score: Raw -2447314.166643 + Penalty 4807.244651 = -2442506.921992 nChanged 17 SP:Iteration 21Q (8510.020000 sec): 3 clusters Score: Raw -2447331.867286 + Penalty 4807.244651 = -2442524.622635 nChanged 12 SP:Iteration 22Q (8510.310000 sec): 3 clusters Score: Raw -2447346.217768 + Penalty 4807.244651 = -2442538.973117 nChanged 7 SP:Iteration 23Q (8510.530000 sec): 3 clusters Score: Raw -2447356.152595 + Penalty 4807.244651 = -2442548.907944 nChanged 10 SP:Iteration 24Q (8510.810000 sec): 3 clusters Score: Raw -2447366.597877 + Penalty 4807.244651 = -2442559.353226 nChanged 4 SP:Iteration 25Q (8511.080000 sec): 3 clusters Score: Raw -2447371.045398 + Penalty 4807.244651 = -2442563.800747 nChanged 2 SP:Iteration 26Q (8511.400000 sec): 3 clusters Score: Raw -2447372.990597 + Penalty 4807.244651 = -2442565.745946 nChanged 0 SP:Iteration 27F (8511.650000 sec): 3 clusters Score: Raw -2447372.990597 + Penalty 4807.244651 = -2442565.745946 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 6 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8511.740000 sec): 2 clusters Score: Raw -213675.633910 + Penalty 1806.124773 = -211869.509137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8511.980000 sec): 3 clusters Score: Raw -213273.335219 + Penalty 3612.249545 = -209661.085674 nChanged 449 SP:Iteration 1F (8512.170000 sec): 3 clusters Score: Raw -213796.896744 + Penalty 3612.249545 = -210184.647199 nChanged 162 SP:Iteration 2F (8512.340000 sec): 3 clusters Score: Raw -214159.065194 + Penalty 3612.249545 = -210546.815649 nChanged 132 SP:Iteration 3F (8512.500000 sec): 3 clusters Score: Raw -214468.991017 + Penalty 3612.249545 = -210856.741472 nChanged 110 SP:Iteration 4F (8512.670000 sec): 3 clusters Score: Raw -214702.735884 + Penalty 3612.249545 = -211090.486339 nChanged 72 SP:Iteration 5Q (8512.840000 sec): 3 clusters Score: Raw -214885.303571 + Penalty 3612.249545 = -211273.054026 nChanged 51 SP:Iteration 6Q (8512.950000 sec): 3 clusters Score: Raw -215026.834353 + Penalty 3612.249545 = -211414.584808 nChanged 30 SP:Iteration 7Q (8513.120000 sec): 3 clusters Score: Raw -215121.657029 + Penalty 3612.249545 = -211509.407484 nChanged 18 SP:Iteration 8Q (8513.290000 sec): 3 clusters Score: Raw -215168.273599 + Penalty 3612.249545 = -211556.024054 nChanged 7 SP:Iteration 9Q (8513.470000 sec): 3 clusters Score: Raw -215182.648221 + Penalty 3612.249545 = -211570.398676 nChanged 3 SP:Iteration 10Q (8513.620000 sec): 3 clusters Score: Raw -215188.867377 + Penalty 3612.249545 = -211576.617832 nChanged 3 SP:Iteration 11Q (8513.790000 sec): 3 clusters Score: Raw -215195.426643 + Penalty 3612.249545 = -211583.177097 nChanged 1 SP:Iteration 12Q (8514.020000 sec): 3 clusters Score: Raw -215197.362141 + Penalty 3612.249545 = -211585.112596 nChanged 1 SP:Iteration 13Q (8514.270000 sec): 3 clusters Score: Raw -215198.985167 + Penalty 3612.249545 = -211586.735622 nChanged 0 SP:Iteration 14F (8514.470000 sec): 3 clusters Score: Raw -215198.985167 + Penalty 3612.249545 = -211586.735622 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (60417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8514.890000 sec): 2 clusters Score: Raw -8861579.035483 + Penalty 2730.238399 = -8858848.797084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8515.430000 sec): 3 clusters Score: Raw -8823608.240333 + Penalty 5460.476797 = -8818147.763536 nChanged 28200 SP:Iteration 1F (8515.930000 sec): 3 clusters Score: Raw -8839254.658220 + Penalty 5460.476797 = -8833794.181422 nChanged 2313 SP:Iteration 2Q (8516.450000 sec): 3 clusters Score: Raw -8839894.532947 + Penalty 5460.476797 = -8834434.056150 nChanged 2309 SP:Iteration 3Q (8516.990000 sec): 3 clusters Score: Raw -8840568.648365 + Penalty 5460.476797 = -8835108.171568 nChanged 2404 SP:Iteration 4Q (8517.520000 sec): 3 clusters Score: Raw -8841382.315953 + Penalty 5460.476797 = -8835921.839155 nChanged 2504 SP:Iteration 5Q (8518.100000 sec): 3 clusters Score: Raw -8842427.001847 + Penalty 5460.476797 = -8836966.525050 nChanged 2959 SP:Iteration 6Q (8518.660000 sec): 3 clusters Score: Raw -8843966.066240 + Penalty 5460.476797 = -8838505.589443 nChanged 3486 SP:Iteration 7F (8519.170000 sec): 3 clusters Score: Raw -8846109.385827 + Penalty 5460.476797 = -8840648.909030 nChanged 3914 SP:Iteration 8F (8519.650000 sec): 3 clusters Score: Raw -8848909.876909 + Penalty 5460.476797 = -8843449.400111 nChanged 4203 SP:Iteration 9F (8520.170000 sec): 3 clusters Score: Raw -8852233.553309 + Penalty 5460.476797 = -8846773.076512 nChanged 3794 SP:Iteration 10F (8520.690000 sec): 3 clusters Score: Raw -8855334.415923 + Penalty 5460.476797 = -8849873.939126 nChanged 2953 SP:Iteration 11Q (8521.190000 sec): 3 clusters Score: Raw -8857702.459216 + Penalty 5460.476797 = -8852241.982418 nChanged 1960 SP:Iteration 12Q (8521.670000 sec): 3 clusters Score: Raw -8859229.656713 + Penalty 5460.476797 = -8853769.179915 nChanged 1232 SP:Iteration 13Q (8522.170000 sec): 3 clusters Score: Raw -8860160.237015 + Penalty 5460.476797 = -8854699.760218 nChanged 770 SP:Iteration 14Q (8522.710000 sec): 3 clusters Score: Raw -8860801.348656 + Penalty 5460.476797 = -8855340.871858 nChanged 461 SP:Iteration 15Q (8523.190000 sec): 3 clusters Score: Raw -8861216.735123 + Penalty 5460.476797 = -8855756.258326 nChanged 309 SP:Iteration 16Q (8523.630000 sec): 3 clusters Score: Raw -8861487.795513 + Penalty 5460.476797 = -8856027.318715 nChanged 178 SP:Iteration 17Q (8524.080000 sec): 3 clusters Score: Raw -8861626.944674 + Penalty 5460.476797 = -8856166.467877 nChanged 127 SP:Iteration 18Q (8524.510000 sec): 3 clusters Score: Raw -8861748.905457 + Penalty 5460.476797 = -8856288.428659 nChanged 101 SP:Iteration 19Q (8524.960000 sec): 3 clusters Score: Raw -8861828.184285 + Penalty 5460.476797 = -8856367.707488 nChanged 98 SP:Iteration 20F (8525.450000 sec): 3 clusters Score: Raw -8861900.869681 + Penalty 5460.476797 = -8856440.392884 nChanged 86 SP:Iteration 21Q (8525.940000 sec): 3 clusters Score: Raw -8861964.703385 + Penalty 5460.476797 = -8856504.226587 nChanged 80 SP:Iteration 22Q (8526.460000 sec): 3 clusters Score: Raw -8862029.688659 + Penalty 5460.476797 = -8856569.211862 nChanged 82 SP:Iteration 23Q (8526.950000 sec): 3 clusters Score: Raw -8862082.998148 + Penalty 5460.476797 = -8856622.521351 nChanged 66 SP:Iteration 24Q (8527.450000 sec): 3 clusters Score: Raw -8862119.261180 + Penalty 5460.476797 = -8856658.784382 nChanged 50 SP:Iteration 25Q (8527.950000 sec): 3 clusters Score: Raw -8862148.521942 + Penalty 5460.476797 = -8856688.045145 nChanged 39 SP:Iteration 26Q (8528.400000 sec): 3 clusters Score: Raw -8862167.351488 + Penalty 5460.476797 = -8856706.874690 nChanged 31 SP:Iteration 27Q (8528.900000 sec): 3 clusters Score: Raw -8862179.460362 + Penalty 5460.476797 = -8856718.983565 nChanged 21 SP:Iteration 28Q (8529.380000 sec): 3 clusters Score: Raw -8862191.916814 + Penalty 5460.476797 = -8856731.440017 nChanged 25 SP:Iteration 29Q (8529.850000 sec): 3 clusters Score: Raw -8862203.514490 + Penalty 5460.476797 = -8856743.037692 nChanged 32 SP:Iteration 30Q (8530.340000 sec): 3 clusters Score: Raw -8862216.898002 + Penalty 5460.476797 = -8856756.421204 nChanged 26 SP:Iteration 31Q (8530.810000 sec): 3 clusters Score: Raw -8862230.939209 + Penalty 5460.476797 = -8856770.462411 nChanged 31 SP:Iteration 32Q (8531.300000 sec): 3 clusters Score: Raw -8862245.225832 + Penalty 5460.476797 = -8856784.749035 nChanged 28 SP:Iteration 33Q (8531.730000 sec): 3 clusters Score: Raw -8862257.044382 + Penalty 5460.476797 = -8856796.567585 nChanged 29 SP:Iteration 34Q (8532.190000 sec): 3 clusters Score: Raw -8862268.014572 + Penalty 5460.476797 = -8856807.537775 nChanged 21 SP:Iteration 35Q (8532.650000 sec): 3 clusters Score: Raw -8862278.393621 + Penalty 5460.476797 = -8856817.916824 nChanged 19 SP:Iteration 36Q (8533.200000 sec): 3 clusters Score: Raw -8862286.975532 + Penalty 5460.476797 = -8856826.498735 nChanged 21 SP:Iteration 37Q (8533.620000 sec): 3 clusters Score: Raw -8862295.822358 + Penalty 5460.476797 = -8856835.345560 nChanged 11 SP:Iteration 38Q (8534.070000 sec): 3 clusters Score: Raw -8862300.209889 + Penalty 5460.476797 = -8856839.733091 nChanged 11 SP:Iteration 39Q (8534.550000 sec): 3 clusters Score: Raw -8862303.466316 + Penalty 5460.476797 = -8856842.989519 nChanged 9 SP:Iteration 40F (8535.030000 sec): 3 clusters Score: Raw -8862306.395503 + Penalty 5460.476797 = -8856845.918705 nChanged 3 SP:Iteration 41Q (8535.520000 sec): 3 clusters Score: Raw -8862307.567329 + Penalty 5460.476797 = -8856847.090532 nChanged 4 SP:Iteration 42Q (8535.970000 sec): 3 clusters Score: Raw -8862309.234509 + Penalty 5460.476797 = -8856848.757711 nChanged 4 SP:Iteration 43Q (8536.440000 sec): 3 clusters Score: Raw -8862310.601197 + Penalty 5460.476797 = -8856850.124399 nChanged 7 SP:Iteration 44Q (8536.920000 sec): 3 clusters Score: Raw -8862313.452041 + Penalty 5460.476797 = -8856852.975243 nChanged 6 SP:Iteration 45Q (8537.510000 sec): 3 clusters Score: Raw -8862315.886189 + Penalty 5460.476797 = -8856855.409392 nChanged 5 SP:Iteration 46Q (8537.980000 sec): 3 clusters Score: Raw -8862317.676761 + Penalty 5460.476797 = -8856857.199963 nChanged 4 SP:Iteration 47Q (8538.470000 sec): 3 clusters Score: Raw -8862319.374972 + Penalty 5460.476797 = -8856858.898174 nChanged 2 SP:Iteration 48Q (8538.920000 sec): 3 clusters Score: Raw -8862320.076201 + Penalty 5460.476797 = -8856859.599403 nChanged 1 SP:Iteration 49Q (8539.330000 sec): 3 clusters Score: Raw -8862320.453458 + Penalty 5460.476797 = -8856859.976660 nChanged 2 SP:Iteration 50Q (8539.760000 sec): 3 clusters Score: Raw -8862321.072159 + Penalty 5460.476797 = -8856860.595361 nChanged 1 SP:Iteration 51Q (8540.190000 sec): 3 clusters Score: Raw -8862321.458717 + Penalty 5460.476797 = -8856860.981920 nChanged 4 SP:Iteration 52Q (8540.610000 sec): 3 clusters Score: Raw -8862322.918445 + Penalty 5460.476797 = -8856862.441647 nChanged 6 SP:Iteration 53Q (8541.130000 sec): 3 clusters Score: Raw -8862325.010225 + Penalty 5460.476797 = -8856864.533428 nChanged 4 SP:Iteration 54Q (8541.620000 sec): 3 clusters Score: Raw -8862326.430118 + Penalty 5460.476797 = -8856865.953321 nChanged 7 SP:Iteration 55Q (8542.060000 sec): 3 clusters Score: Raw -8862329.569540 + Penalty 5460.476797 = -8856869.092742 nChanged 8 SP:Iteration 56Q (8542.500000 sec): 3 clusters Score: Raw -8862332.643227 + Penalty 5460.476797 = -8856872.166429 nChanged 9 SP:Iteration 57Q (8543.000000 sec): 3 clusters Score: Raw -8862336.252915 + Penalty 5460.476797 = -8856875.776117 nChanged 9 SP:Iteration 58Q (8543.480000 sec): 3 clusters Score: Raw -8862339.125550 + Penalty 5460.476797 = -8856878.648752 nChanged 5 SP:Iteration 59Q (8543.940000 sec): 3 clusters Score: Raw -8862340.560516 + Penalty 5460.476797 = -8856880.083719 nChanged 3 SP:Iteration 60F (8544.420000 sec): 3 clusters Score: Raw -8862341.827661 + Penalty 5460.476797 = -8856881.350864 nChanged 4 SP:Iteration 61Q (8544.880000 sec): 3 clusters Score: Raw -8862343.598325 + Penalty 5460.476797 = -8856883.121527 nChanged 8 SP:Iteration 62Q (8545.350000 sec): 3 clusters Score: Raw -8862345.824090 + Penalty 5460.476797 = -8856885.347293 nChanged 2 SP:Iteration 63Q (8545.960000 sec): 3 clusters Score: Raw -8862346.793277 + Penalty 5460.476797 = -8856886.316480 nChanged 2 SP:Iteration 64Q (8546.500000 sec): 3 clusters Score: Raw -8862347.141354 + Penalty 5460.476797 = -8856886.664557 nChanged 1 SP:Iteration 65Q (8546.980000 sec): 3 clusters Score: Raw -8862348.043503 + Penalty 5460.476797 = -8856887.566706 nChanged 2 SP:Iteration 66Q (8547.480000 sec): 3 clusters Score: Raw -8862348.697019 + Penalty 5460.476797 = -8856888.220222 nChanged 3 SP:Iteration 67Q (8547.980000 sec): 3 clusters Score: Raw -8862349.361795 + Penalty 5460.476797 = -8856888.884998 nChanged 3 SP:Iteration 68Q (8548.420000 sec): 3 clusters Score: Raw -8862350.112486 + Penalty 5460.476797 = -8856889.635689 nChanged 2 SP:Iteration 69Q (8548.940000 sec): 3 clusters Score: Raw -8862350.937597 + Penalty 5460.476797 = -8856890.460800 nChanged 1 SP:Iteration 70Q (8549.380000 sec): 3 clusters Score: Raw -8862351.163135 + Penalty 5460.476797 = -8856890.686337 nChanged 0 SP:Iteration 71F (8549.930000 sec): 3 clusters Score: Raw -8862351.163135 + Penalty 5460.476797 = -8856890.686337 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (5489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8550.070000 sec): 2 clusters Score: Raw -762107.846416 + Penalty 2135.404339 = -759972.442077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8550.320000 sec): 3 clusters Score: Raw -759488.880796 + Penalty 4270.808679 = -755218.072117 nChanged 2146 SP:Iteration 1F (8550.560000 sec): 3 clusters Score: Raw -760791.964136 + Penalty 4270.808679 = -756521.155457 nChanged 443 SP:Iteration 2F (8550.770000 sec): 3 clusters Score: Raw -761108.957641 + Penalty 4270.808679 = -756838.148963 nChanged 358 SP:Iteration 3F (8551.020000 sec): 3 clusters Score: Raw -761366.632291 + Penalty 4270.808679 = -757095.823613 nChanged 270 SP:Iteration 4Q (8551.260000 sec): 3 clusters Score: Raw -761553.673908 + Penalty 4270.808679 = -757282.865230 nChanged 254 SP:Iteration 5Q (8551.510000 sec): 3 clusters Score: Raw -761743.699436 + Penalty 4270.808679 = -757472.890757 nChanged 230 SP:Iteration 6Q (8551.720000 sec): 3 clusters Score: Raw -761886.181164 + Penalty 4270.808679 = -757615.372485 nChanged 177 SP:Iteration 7Q (8551.940000 sec): 3 clusters Score: Raw -761999.039119 + Penalty 4270.808679 = -757728.230440 nChanged 181 SP:Iteration 8Q (8552.180000 sec): 3 clusters Score: Raw -762114.262840 + Penalty 4270.808679 = -757843.454161 nChanged 155 SP:Iteration 9Q (8552.430000 sec): 3 clusters Score: Raw -762207.881568 + Penalty 4270.808679 = -757937.072889 nChanged 146 SP:Iteration 10Q (8552.670000 sec): 3 clusters Score: Raw -762283.448705 + Penalty 4270.808679 = -758012.640027 nChanged 121 SP:Iteration 11Q (8553.000000 sec): 3 clusters Score: Raw -762344.070569 + Penalty 4270.808679 = -758073.261891 nChanged 99 SP:Iteration 12Q (8553.220000 sec): 3 clusters Score: Raw -762392.369867 + Penalty 4270.808679 = -758121.561188 nChanged 108 SP:Iteration 13Q (8553.460000 sec): 3 clusters Score: Raw -762443.690876 + Penalty 4270.808679 = -758172.882197 nChanged 90 SP:Iteration 14Q (8553.680000 sec): 3 clusters Score: Raw -762480.559051 + Penalty 4270.808679 = -758209.750372 nChanged 76 SP:Iteration 15Q (8553.940000 sec): 3 clusters Score: Raw -762517.706550 + Penalty 4270.808679 = -758246.897871 nChanged 69 SP:Iteration 16Q (8554.120000 sec): 3 clusters Score: Raw -762544.870552 + Penalty 4270.808679 = -758274.061873 nChanged 51 SP:Iteration 17Q (8554.350000 sec): 3 clusters Score: Raw -762561.452172 + Penalty 4270.808679 = -758290.643493 nChanged 43 SP:Iteration 18Q (8554.610000 sec): 3 clusters Score: Raw -762573.925184 + Penalty 4270.808679 = -758303.116505 nChanged 28 SP:Iteration 19Q (8554.790000 sec): 3 clusters Score: Raw -762581.836793 + Penalty 4270.808679 = -758311.028115 nChanged 27 SP:Iteration 20F (8554.990000 sec): 3 clusters Score: Raw -762589.518886 + Penalty 4270.808679 = -758318.710207 nChanged 21 SP:Iteration 21Q (8555.190000 sec): 3 clusters Score: Raw -762595.652076 + Penalty 4270.808679 = -758324.843397 nChanged 20 SP:Iteration 22Q (8555.390000 sec): 3 clusters Score: Raw -762602.256990 + Penalty 4270.808679 = -758331.448311 nChanged 23 SP:Iteration 23Q (8555.640000 sec): 3 clusters Score: Raw -762609.301583 + Penalty 4270.808679 = -758338.492904 nChanged 20 SP:Iteration 24Q (8555.860000 sec): 3 clusters Score: Raw -762614.769737 + Penalty 4270.808679 = -758343.961058 nChanged 20 SP:Iteration 25Q (8556.050000 sec): 3 clusters Score: Raw -762621.303684 + Penalty 4270.808679 = -758350.495005 nChanged 16 SP:Iteration 26Q (8556.270000 sec): 3 clusters Score: Raw -762626.787913 + Penalty 4270.808679 = -758355.979234 nChanged 17 SP:Iteration 27Q (8556.490000 sec): 3 clusters Score: Raw -762631.776214 + Penalty 4270.808679 = -758360.967535 nChanged 8 SP:Iteration 28Q (8556.720000 sec): 3 clusters Score: Raw -762633.853991 + Penalty 4270.808679 = -758363.045312 nChanged 7 SP:Iteration 29Q (8556.980000 sec): 3 clusters Score: Raw -762635.386459 + Penalty 4270.808679 = -758364.577780 nChanged 4 SP:Iteration 30Q (8557.280000 sec): 3 clusters Score: Raw -762636.111773 + Penalty 4270.808679 = -758365.303094 nChanged 1 SP:Iteration 31Q (8557.500000 sec): 3 clusters Score: Raw -762636.241050 + Penalty 4270.808679 = -758365.432371 nChanged 0 SP:Iteration 32F (8557.720000 sec): 3 clusters Score: Raw -762636.241050 + Penalty 4270.808679 = -758365.432371 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 9 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8557.820000 sec): 2 clusters Score: Raw -174982.451366 + Penalty 1753.960631 = -173228.490735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8558.040000 sec): 3 clusters Score: Raw -174658.634337 + Penalty 3507.921263 = -171150.713075 nChanged 309 SP:Iteration 1F (8558.250000 sec): 3 clusters Score: Raw -174958.946722 + Penalty 3507.921263 = -171451.025459 nChanged 88 SP:Iteration 2F (8558.410000 sec): 3 clusters Score: Raw -175057.227336 + Penalty 3507.921263 = -171549.306074 nChanged 40 SP:Iteration 3Q (8558.630000 sec): 3 clusters Score: Raw -175117.177747 + Penalty 3507.921263 = -171609.256485 nChanged 31 SP:Iteration 4Q (8558.860000 sec): 3 clusters Score: Raw -175159.021092 + Penalty 3507.921263 = -171651.099830 nChanged 28 SP:Iteration 5Q (8559.070000 sec): 3 clusters Score: Raw -175188.664223 + Penalty 3507.921263 = -171680.742960 nChanged 13 SP:Iteration 6Q (8559.310000 sec): 3 clusters Score: Raw -175201.257765 + Penalty 3507.921263 = -171693.336503 nChanged 8 SP:Iteration 7Q (8559.520000 sec): 3 clusters Score: Raw -175208.512559 + Penalty 3507.921263 = -171700.591296 nChanged 3 SP:Iteration 8Q (8559.720000 sec): 3 clusters Score: Raw -175213.298969 + Penalty 3507.921263 = -171705.377706 nChanged 5 SP:Iteration 9Q (8559.930000 sec): 3 clusters Score: Raw -175216.342212 + Penalty 3507.921263 = -171708.420949 nChanged 0 SP:Iteration 10F (8560.160000 sec): 3 clusters Score: Raw -175216.342212 + Penalty 3507.921263 = -171708.420949 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 10 (6495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8560.340000 sec): 2 clusters Score: Raw -963869.214871 + Penalty 2177.139406 = -961692.075464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8560.570000 sec): 3 clusters Score: Raw -960592.501587 + Penalty 4354.278813 = -956238.222774 nChanged 2560 SP:Iteration 1F (8560.810000 sec): 3 clusters Score: Raw -961964.289392 + Penalty 4354.278813 = -957610.010580 nChanged 429 SP:Iteration 2F (8561.040000 sec): 3 clusters Score: Raw -962209.602666 + Penalty 4354.278813 = -957855.323853 nChanged 315 SP:Iteration 3Q (8561.320000 sec): 3 clusters Score: Raw -962371.624728 + Penalty 4354.278813 = -958017.345915 nChanged 254 SP:Iteration 4Q (8561.560000 sec): 3 clusters Score: Raw -962483.451567 + Penalty 4354.278813 = -958129.172755 nChanged 213 SP:Iteration 5Q (8561.770000 sec): 3 clusters Score: Raw -962593.049161 + Penalty 4354.278813 = -958238.770349 nChanged 191 SP:Iteration 6Q (8561.960000 sec): 3 clusters Score: Raw -962693.062586 + Penalty 4354.278813 = -958338.783773 nChanged 165 SP:Iteration 7Q (8562.180000 sec): 3 clusters Score: Raw -962776.410154 + Penalty 4354.278813 = -958422.131341 nChanged 153 SP:Iteration 8Q (8562.390000 sec): 3 clusters Score: Raw -962854.533668 + Penalty 4354.278813 = -958500.254855 nChanged 153 SP:Iteration 9Q (8562.600000 sec): 3 clusters Score: Raw -962930.763109 + Penalty 4354.278813 = -958576.484296 nChanged 151 SP:Iteration 10Q (8562.810000 sec): 3 clusters Score: Raw -963004.950080 + Penalty 4354.278813 = -958650.671267 nChanged 151 SP:Iteration 11Q (8563.050000 sec): 3 clusters Score: Raw -963091.348197 + Penalty 4354.278813 = -958737.069384 nChanged 164 SP:Iteration 12Q (8563.220000 sec): 3 clusters Score: Raw -963185.594506 + Penalty 4354.278813 = -958831.315693 nChanged 160 SP:Iteration 13Q (8563.430000 sec): 3 clusters Score: Raw -963277.003976 + Penalty 4354.278813 = -958922.725163 nChanged 174 SP:Iteration 14Q (8563.630000 sec): 3 clusters Score: Raw -963380.787905 + Penalty 4354.278813 = -959026.509093 nChanged 153 SP:Iteration 15Q (8563.860000 sec): 3 clusters Score: Raw -963479.566267 + Penalty 4354.278813 = -959125.287454 nChanged 141 SP:Iteration 16Q (8564.070000 sec): 3 clusters Score: Raw -963568.183629 + Penalty 4354.278813 = -959213.904816 nChanged 112 SP:Iteration 17Q (8564.340000 sec): 3 clusters Score: Raw -963632.786236 + Penalty 4354.278813 = -959278.507423 nChanged 101 SP:Iteration 18Q (8564.530000 sec): 3 clusters Score: Raw -963691.054976 + Penalty 4354.278813 = -959336.776163 nChanged 85 SP:Iteration 19Q (8564.780000 sec): 3 clusters Score: Raw -963753.469076 + Penalty 4354.278813 = -959399.190263 nChanged 98 SP:Iteration 20F (8565.020000 sec): 3 clusters Score: Raw -963831.989845 + Penalty 4354.278813 = -959477.711032 nChanged 90 SP:Iteration 21Q (8565.220000 sec): 3 clusters Score: Raw -963907.717108 + Penalty 4354.278813 = -959553.438295 nChanged 73 SP:Iteration 22Q (8565.470000 sec): 3 clusters Score: Raw -963966.726433 + Penalty 4354.278813 = -959612.447620 nChanged 62 SP:Iteration 23Q (8565.670000 sec): 3 clusters Score: Raw -964023.575804 + Penalty 4354.278813 = -959669.296991 nChanged 51 SP:Iteration 24Q (8565.850000 sec): 3 clusters Score: Raw -964068.405041 + Penalty 4354.278813 = -959714.126228 nChanged 39 SP:Iteration 25Q (8566.100000 sec): 3 clusters Score: Raw -964097.180046 + Penalty 4354.278813 = -959742.901233 nChanged 23 SP:Iteration 26Q (8566.300000 sec): 3 clusters Score: Raw -964119.691424 + Penalty 4354.278813 = -959765.412611 nChanged 23 SP:Iteration 27Q (8566.550000 sec): 3 clusters Score: Raw -964141.117131 + Penalty 4354.278813 = -959786.838318 nChanged 16 SP:Iteration 28Q (8566.740000 sec): 3 clusters Score: Raw -964151.177748 + Penalty 4354.278813 = -959796.898935 nChanged 9 SP:Iteration 29Q (8566.910000 sec): 3 clusters Score: Raw -964158.574634 + Penalty 4354.278813 = -959804.295821 nChanged 8 SP:Iteration 30Q (8567.130000 sec): 3 clusters Score: Raw -964163.687091 + Penalty 4354.278813 = -959809.408278 nChanged 6 SP:Iteration 31Q (8567.330000 sec): 3 clusters Score: Raw -964167.313832 + Penalty 4354.278813 = -959813.035020 nChanged 4 SP:Iteration 32Q (8567.570000 sec): 3 clusters Score: Raw -964170.337588 + Penalty 4354.278813 = -959816.058776 nChanged 6 SP:Iteration 33Q (8567.810000 sec): 3 clusters Score: Raw -964174.001215 + Penalty 4354.278813 = -959819.722402 nChanged 5 SP:Iteration 34Q (8568.090000 sec): 3 clusters Score: Raw -964180.688548 + Penalty 4354.278813 = -959826.409735 nChanged 4 SP:Iteration 35Q (8568.310000 sec): 3 clusters Score: Raw -964183.245873 + Penalty 4354.278813 = -959828.967060 nChanged 3 SP:Iteration 36Q (8568.490000 sec): 3 clusters Score: Raw -964184.906133 + Penalty 4354.278813 = -959830.627320 nChanged 2 SP:Iteration 37Q (8568.720000 sec): 3 clusters Score: Raw -964187.029525 + Penalty 4354.278813 = -959832.750712 nChanged 3 SP:Iteration 38Q (8568.900000 sec): 3 clusters Score: Raw -964189.011737 + Penalty 4354.278813 = -959834.732924 nChanged 4 SP:Iteration 39Q (8569.100000 sec): 3 clusters Score: Raw -964191.543447 + Penalty 4354.278813 = -959837.264634 nChanged 2 SP:Iteration 40F (8569.310000 sec): 3 clusters Score: Raw -964192.073761 + Penalty 4354.278813 = -959837.794948 nChanged 1 SP:Iteration 41Q (8569.490000 sec): 3 clusters Score: Raw -964192.896007 + Penalty 4354.278813 = -959838.617194 nChanged 0 SP:Iteration 42F (8569.710000 sec): 3 clusters Score: Raw -964192.896007 + Penalty 4354.278813 = -959838.617194 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8569.780000 sec): 2 clusters Score: Raw -123081.004012 + Penalty 1669.883669 = -121411.120343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8569.970000 sec): 3 clusters Score: Raw -122921.423502 + Penalty 3339.767338 = -119581.656164 nChanged 202 SP:Iteration 1F (8570.120000 sec): 3 clusters Score: Raw -123193.955415 + Penalty 3339.767338 = -119854.188076 nChanged 56 SP:Iteration 2F (8570.310000 sec): 3 clusters Score: Raw -123281.252431 + Penalty 3339.767338 = -119941.485093 nChanged 23 SP:Iteration 3Q (8570.490000 sec): 3 clusters Score: Raw -123312.019316 + Penalty 3339.767338 = -119972.251977 nChanged 11 SP:Iteration 4Q (8570.660000 sec): 3 clusters Score: Raw -123323.541772 + Penalty 3339.767338 = -119983.774433 nChanged 7 SP:Iteration 5Q (8570.820000 sec): 3 clusters Score: Raw -123338.118669 + Penalty 3339.767338 = -119998.351331 nChanged 7 SP:Iteration 6Q (8570.950000 sec): 3 clusters Score: Raw -123349.942125 + Penalty 3339.767338 = -120010.174787 nChanged 7 SP:Iteration 7Q (8571.150000 sec): 3 clusters Score: Raw -123373.105085 + Penalty 3339.767338 = -120033.337747 nChanged 7 SP:Iteration 8Q (8571.370000 sec): 3 clusters Score: Raw -123395.560888 + Penalty 3339.767338 = -120055.793550 nChanged 8 SP:Iteration 9Q (8571.620000 sec): 3 clusters Score: Raw -123412.569908 + Penalty 3339.767338 = -120072.802569 nChanged 7 SP:Iteration 10Q (8571.790000 sec): 3 clusters Score: Raw -123425.320665 + Penalty 3339.767338 = -120085.553327 nChanged 8 SP:Iteration 11Q (8571.960000 sec): 3 clusters Score: Raw -123439.635535 + Penalty 3339.767338 = -120099.868196 nChanged 9 SP:Iteration 12Q (8572.190000 sec): 3 clusters Score: Raw -123450.845427 + Penalty 3339.767338 = -120111.078089 nChanged 4 SP:Iteration 13Q (8572.350000 sec): 3 clusters Score: Raw -123453.837740 + Penalty 3339.767338 = -120114.070402 nChanged 0 SP:Iteration 14F (8572.510000 sec): 3 clusters Score: Raw -123453.837740 + Penalty 3339.767338 = -120114.070402 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8572.610000 sec): 2 clusters Score: Raw -129863.261884 + Penalty 1689.461583 = -128173.800301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8572.770000 sec): 3 clusters Score: Raw -129663.012843 + Penalty 3378.923167 = -126284.089676 nChanged 217 SP:Iteration 1F (8572.910000 sec): 3 clusters Score: Raw -129902.829500 + Penalty 3378.923167 = -126523.906333 nChanged 64 SP:Iteration 2F (8573.090000 sec): 3 clusters Score: Raw -129988.601798 + Penalty 3378.923167 = -126609.678631 nChanged 34 SP:Iteration 3Q (8573.270000 sec): 3 clusters Score: Raw -130040.651576 + Penalty 3378.923167 = -126661.728409 nChanged 26 SP:Iteration 4Q (8573.440000 sec): 3 clusters Score: Raw -130067.923690 + Penalty 3378.923167 = -126689.000524 nChanged 8 SP:Iteration 5Q (8573.580000 sec): 3 clusters Score: Raw -130078.120678 + Penalty 3378.923167 = -126699.197511 nChanged 7 SP:Iteration 6Q (8573.790000 sec): 3 clusters Score: Raw -130086.683537 + Penalty 3378.923167 = -126707.760370 nChanged 6 SP:Iteration 7Q (8573.960000 sec): 3 clusters Score: Raw -130094.455972 + Penalty 3378.923167 = -126715.532806 nChanged 3 SP:Iteration 8Q (8574.110000 sec): 3 clusters Score: Raw -130104.348616 + Penalty 3378.923167 = -126725.425449 nChanged 7 SP:Iteration 9Q (8574.310000 sec): 3 clusters Score: Raw -130117.801051 + Penalty 3378.923167 = -126738.877885 nChanged 8 SP:Iteration 10Q (8574.430000 sec): 3 clusters Score: Raw -130128.897165 + Penalty 3378.923167 = -126749.973999 nChanged 4 SP:Iteration 11Q (8574.570000 sec): 3 clusters Score: Raw -130131.967879 + Penalty 3378.923167 = -126753.044713 nChanged 4 SP:Iteration 12Q (8574.720000 sec): 3 clusters Score: Raw -130136.206162 + Penalty 3378.923167 = -126757.282996 nChanged 4 SP:Iteration 13Q (8574.910000 sec): 3 clusters Score: Raw -130141.823753 + Penalty 3378.923167 = -126762.900586 nChanged 4 SP:Iteration 14Q (8575.110000 sec): 3 clusters Score: Raw -130147.669565 + Penalty 3378.923167 = -126768.746398 nChanged 4 SP:Iteration 15Q (8575.290000 sec): 3 clusters Score: Raw -130151.439012 + Penalty 3378.923167 = -126772.515846 nChanged 2 SP:Iteration 16Q (8575.430000 sec): 3 clusters Score: Raw -130154.489029 + Penalty 3378.923167 = -126775.565863 nChanged 1 SP:Iteration 17Q (8575.640000 sec): 3 clusters Score: Raw -130155.753976 + Penalty 3378.923167 = -126776.830809 nChanged 3 SP:Iteration 18Q (8575.830000 sec): 3 clusters Score: Raw -130159.906199 + Penalty 3378.923167 = -126780.983032 nChanged 5 SP:Iteration 19Q (8576.010000 sec): 3 clusters Score: Raw -130165.881144 + Penalty 3378.923167 = -126786.957977 nChanged 6 SP:Iteration 20F (8576.220000 sec): 3 clusters Score: Raw -130173.469579 + Penalty 3378.923167 = -126794.546412 nChanged 3 SP:Iteration 21Q (8576.430000 sec): 3 clusters Score: Raw -130176.698663 + Penalty 3378.923167 = -126797.775497 nChanged 4 SP:Iteration 22Q (8576.570000 sec): 3 clusters Score: Raw -130186.480964 + Penalty 3378.923167 = -126807.557798 nChanged 5 SP:Iteration 23Q (8576.810000 sec): 3 clusters Score: Raw -130194.283324 + Penalty 3378.923167 = -126815.360158 nChanged 4 SP:Iteration 24Q (8576.950000 sec): 3 clusters Score: Raw -130198.924970 + Penalty 3378.923167 = -126820.001803 nChanged 0 SP:Iteration 25F (8577.180000 sec): 3 clusters Score: Raw -130198.924970 + Penalty 3378.923167 = -126820.001803 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8577.340000 sec): 2 clusters Score: Raw -23738.663897 + Penalty 1291.952566 = -22446.711331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8577.590000 sec): 3 clusters Score: Raw -24023.987477 + Penalty 2583.905132 = -21440.082346 nChanged 13 SP:Iteration 1F (8577.830000 sec): 3 clusters Score: Raw -24078.760565 + Penalty 2583.905132 = -21494.855434 nChanged 2 SP:Iteration 2Q (8578.050000 sec): 3 clusters Score: Raw -24087.426176 + Penalty 2583.905132 = -21503.521044 nChanged 1 SP:Iteration 3Q (8578.220000 sec): 3 clusters Score: Raw -24092.634666 + Penalty 2583.905132 = -21508.729534 nChanged 1 SP:Iteration 4Q (8578.400000 sec): 3 clusters Score: Raw -24096.783063 + Penalty 2583.905132 = -21512.877931 nChanged 1 SP:Iteration 5Q (8578.620000 sec): 3 clusters Score: Raw -24099.525894 + Penalty 2583.905132 = -21515.620762 nChanged 0 SP:Iteration 6F (8578.800000 sec): 3 clusters Score: Raw -24099.525894 + Penalty 2583.905132 = -21515.620762 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 14 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8578.910000 sec): 2 clusters Score: Raw -39965.720326 + Penalty 1425.849461 = -38539.870866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8579.080000 sec): 3 clusters Score: Raw -40184.593567 + Penalty 2851.698921 = -37332.894646 nChanged 50 SP:Iteration 1F (8579.230000 sec): 3 clusters Score: Raw -40339.585605 + Penalty 2851.698921 = -37487.886684 nChanged 14 SP:Iteration 2Q (8579.490000 sec): 3 clusters Score: Raw -40378.341104 + Penalty 2851.698921 = -37526.642183 nChanged 9 SP:Iteration 3Q (8579.620000 sec): 3 clusters Score: Raw -40410.377072 + Penalty 2851.698921 = -37558.678151 nChanged 9 SP:Iteration 4Q (8579.800000 sec): 3 clusters Score: Raw -40455.925494 + Penalty 2851.698921 = -37604.226573 nChanged 8 SP:Iteration 5Q (8579.930000 sec): 3 clusters Score: Raw -40484.464181 + Penalty 2851.698921 = -37632.765260 nChanged 5 SP:Iteration 6Q (8580.160000 sec): 3 clusters Score: Raw -40500.707386 + Penalty 2851.698921 = -37649.008465 nChanged 1 SP:Iteration 7Q (8580.350000 sec): 3 clusters Score: Raw -40502.593287 + Penalty 2851.698921 = -37650.894366 nChanged 2 SP:Iteration 8Q (8580.480000 sec): 3 clusters Score: Raw -40508.719296 + Penalty 2851.698921 = -37657.020375 nChanged 2 SP:Iteration 9Q (8580.680000 sec): 3 clusters Score: Raw -40514.684034 + Penalty 2851.698921 = -37662.985113 nChanged 2 SP:Iteration 10Q (8580.840000 sec): 3 clusters Score: Raw -40519.223637 + Penalty 2851.698921 = -37667.524716 nChanged 1 SP:Iteration 11Q (8581.010000 sec): 3 clusters Score: Raw -40523.197688 + Penalty 2851.698921 = -37671.498767 nChanged 0 SP:Iteration 12F (8581.220000 sec): 3 clusters Score: Raw -40523.197688 + Penalty 2851.698921 = -37671.498767 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8581.350000 sec): 2 clusters Score: Raw -29160.708452 + Penalty 1345.387604 = -27815.320847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8581.540000 sec): 3 clusters Score: Raw -29466.424697 + Penalty 2690.775209 = -26775.649488 nChanged 26 SP:Iteration 1F (8581.710000 sec): 3 clusters Score: Raw -29545.405036 + Penalty 2690.775209 = -26854.629828 nChanged 8 SP:Iteration 2Q (8581.870000 sec): 3 clusters Score: Raw -29564.620291 + Penalty 2690.775209 = -26873.845083 nChanged 0 SP:Iteration 3F (8582.020000 sec): 3 clusters Score: Raw -29564.620291 + Penalty 2690.775209 = -26873.845083 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8582.120000 sec): 2 clusters Score: Raw -144994.447120 + Penalty 1719.005008 = -143275.442112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8582.280000 sec): 3 clusters Score: Raw -144743.382239 + Penalty 3438.010016 = -141305.372223 nChanged 267 SP:Iteration 1F (8582.470000 sec): 3 clusters Score: Raw -145051.340851 + Penalty 3438.010016 = -141613.330836 nChanged 71 SP:Iteration 2F (8582.640000 sec): 3 clusters Score: Raw -145162.102101 + Penalty 3438.010016 = -141724.092085 nChanged 39 SP:Iteration 3Q (8582.810000 sec): 3 clusters Score: Raw -145206.555425 + Penalty 3438.010016 = -141768.545409 nChanged 17 SP:Iteration 4Q (8583.030000 sec): 3 clusters Score: Raw -145225.888460 + Penalty 3438.010016 = -141787.878444 nChanged 13 SP:Iteration 5Q (8583.220000 sec): 3 clusters Score: Raw -145242.902027 + Penalty 3438.010016 = -141804.892011 nChanged 8 SP:Iteration 6Q (8583.430000 sec): 3 clusters Score: Raw -145253.778565 + Penalty 3438.010016 = -141815.768550 nChanged 9 SP:Iteration 7Q (8583.580000 sec): 3 clusters Score: Raw -145268.368218 + Penalty 3438.010016 = -141830.358202 nChanged 10 SP:Iteration 8Q (8583.760000 sec): 3 clusters Score: Raw -145287.138355 + Penalty 3438.010016 = -141849.128340 nChanged 9 SP:Iteration 9Q (8584.000000 sec): 3 clusters Score: Raw -145297.244404 + Penalty 3438.010016 = -141859.234388 nChanged 5 SP:Iteration 10Q (8584.170000 sec): 3 clusters Score: Raw -145303.400307 + Penalty 3438.010016 = -141865.390291 nChanged 3 SP:Iteration 11Q (8584.320000 sec): 3 clusters Score: Raw -145310.582949 + Penalty 3438.010016 = -141872.572934 nChanged 5 SP:Iteration 12Q (8584.520000 sec): 3 clusters Score: Raw -145317.274948 + Penalty 3438.010016 = -141879.264932 nChanged 4 SP:Iteration 13Q (8584.670000 sec): 3 clusters Score: Raw -145322.591802 + Penalty 3438.010016 = -141884.581787 nChanged 5 SP:Iteration 14Q (8584.870000 sec): 3 clusters Score: Raw -145328.468353 + Penalty 3438.010016 = -141890.458338 nChanged 2 SP:Iteration 15Q (8585.040000 sec): 3 clusters Score: Raw -145331.596644 + Penalty 3438.010016 = -141893.586629 nChanged 5 SP:Iteration 16Q (8585.240000 sec): 3 clusters Score: Raw -145337.665860 + Penalty 3438.010016 = -141899.655844 nChanged 1 SP:Iteration 17Q (8585.420000 sec): 3 clusters Score: Raw -145339.299900 + Penalty 3438.010016 = -141901.289884 nChanged 0 SP:Iteration 18F (8585.600000 sec): 3 clusters Score: Raw -145339.299900 + Penalty 3438.010016 = -141901.289884 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (16655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.850000 sec): 2 clusters Score: Raw -2508249.082813 + Penalty 2410.675506 = -2505838.407307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.100000 sec): 3 clusters Score: Raw -2498753.366694 + Penalty 4821.351012 = -2493932.015682 nChanged 7268 SP:Iteration 1F (8586.380000 sec): 3 clusters Score: Raw -2502499.509829 + Penalty 4821.351012 = -2497678.158817 nChanged 927 SP:Iteration 2F (8586.680000 sec): 3 clusters Score: Raw -2502876.652660 + Penalty 4821.351012 = -2498055.301648 nChanged 863 SP:Iteration 3F (8586.990000 sec): 3 clusters Score: Raw -2503255.938309 + Penalty 4821.351012 = -2498434.587297 nChanged 856 SP:Iteration 4F (8587.260000 sec): 3 clusters Score: Raw -2503688.876070 + Penalty 4821.351012 = -2498867.525058 nChanged 893 SP:Iteration 5F (8587.560000 sec): 3 clusters Score: Raw -2504165.127975 + Penalty 4821.351012 = -2499343.776962 nChanged 921 SP:Iteration 6F (8587.860000 sec): 3 clusters Score: Raw -2504693.328043 + Penalty 4821.351012 = -2499871.977031 nChanged 931 SP:Iteration 7F (8588.090000 sec): 3 clusters Score: Raw -2505255.976458 + Penalty 4821.351012 = -2500434.625446 nChanged 889 SP:Iteration 8F (8588.360000 sec): 3 clusters Score: Raw -2505832.245699 + Penalty 4821.351012 = -2501010.894687 nChanged 814 SP:Iteration 9Q (8588.630000 sec): 3 clusters Score: Raw -2506398.341966 + Penalty 4821.351012 = -2501576.990953 nChanged 685 SP:Iteration 10Q (8588.860000 sec): 3 clusters Score: Raw -2506889.493429 + Penalty 4821.351012 = -2502068.142416 nChanged 576 SP:Iteration 11Q (8589.160000 sec): 3 clusters Score: Raw -2507319.020769 + Penalty 4821.351012 = -2502497.669757 nChanged 435 SP:Iteration 12Q (8589.470000 sec): 3 clusters Score: Raw -2507626.740698 + Penalty 4821.351012 = -2502805.389686 nChanged 331 SP:Iteration 13Q (8589.770000 sec): 3 clusters Score: Raw -2507838.764896 + Penalty 4821.351012 = -2503017.413884 nChanged 249 SP:Iteration 14Q (8590.060000 sec): 3 clusters Score: Raw -2507986.994300 + Penalty 4821.351012 = -2503165.643288 nChanged 193 SP:Iteration 15Q (8590.300000 sec): 3 clusters Score: Raw -2508091.291949 + Penalty 4821.351012 = -2503269.940937 nChanged 151 SP:Iteration 16Q (8590.630000 sec): 3 clusters Score: Raw -2508171.735323 + Penalty 4821.351012 = -2503350.384311 nChanged 117 SP:Iteration 17Q (8590.970000 sec): 3 clusters Score: Raw -2508233.520486 + Penalty 4821.351012 = -2503412.169474 nChanged 121 SP:Iteration 18Q (8591.360000 sec): 3 clusters Score: Raw -2508289.894445 + Penalty 4821.351012 = -2503468.543433 nChanged 114 SP:Iteration 19Q (8591.670000 sec): 3 clusters Score: Raw -2508345.595098 + Penalty 4821.351012 = -2503524.244086 nChanged 83 SP:Iteration 20F (8591.970000 sec): 3 clusters Score: Raw -2508375.693216 + Penalty 4821.351012 = -2503554.342204 nChanged 59 SP:Iteration 21Q (8592.260000 sec): 3 clusters Score: Raw -2508395.730437 + Penalty 4821.351012 = -2503574.379424 nChanged 60 SP:Iteration 22Q (8592.560000 sec): 3 clusters Score: Raw -2508415.654915 + Penalty 4821.351012 = -2503594.303902 nChanged 50 SP:Iteration 23Q (8592.840000 sec): 3 clusters Score: Raw -2508429.157111 + Penalty 4821.351012 = -2503607.806099 nChanged 38 SP:Iteration 24Q (8593.140000 sec): 3 clusters Score: Raw -2508441.358755 + Penalty 4821.351012 = -2503620.007742 nChanged 38 SP:Iteration 25Q (8593.490000 sec): 3 clusters Score: Raw -2508453.896580 + Penalty 4821.351012 = -2503632.545568 nChanged 38 SP:Iteration 26Q (8593.780000 sec): 3 clusters Score: Raw -2508465.263137 + Penalty 4821.351012 = -2503643.912125 nChanged 31 SP:Iteration 27Q (8594.070000 sec): 3 clusters Score: Raw -2508472.946295 + Penalty 4821.351012 = -2503651.595282 nChanged 24 SP:Iteration 28Q (8594.300000 sec): 3 clusters Score: Raw -2508479.697743 + Penalty 4821.351012 = -2503658.346731 nChanged 28 SP:Iteration 29Q (8594.680000 sec): 3 clusters Score: Raw -2508490.129208 + Penalty 4821.351012 = -2503668.778196 nChanged 28 SP:Iteration 30Q (8594.980000 sec): 3 clusters Score: Raw -2508497.749001 + Penalty 4821.351012 = -2503676.397989 nChanged 24 SP:Iteration 31Q (8595.230000 sec): 3 clusters Score: Raw -2508505.640972 + Penalty 4821.351012 = -2503684.289960 nChanged 24 SP:Iteration 32Q (8595.500000 sec): 3 clusters Score: Raw -2508513.715997 + Penalty 4821.351012 = -2503692.364985 nChanged 29 SP:Iteration 33Q (8595.810000 sec): 3 clusters Score: Raw -2508521.284182 + Penalty 4821.351012 = -2503699.933170 nChanged 26 SP:Iteration 34Q (8596.100000 sec): 3 clusters Score: Raw -2508529.831080 + Penalty 4821.351012 = -2503708.480067 nChanged 13 SP:Iteration 35Q (8596.410000 sec): 3 clusters Score: Raw -2508534.548080 + Penalty 4821.351012 = -2503713.197068 nChanged 16 SP:Iteration 36Q (8596.700000 sec): 3 clusters Score: Raw -2508539.780541 + Penalty 4821.351012 = -2503718.429529 nChanged 16 SP:Iteration 37Q (8596.970000 sec): 3 clusters Score: Raw -2508544.178673 + Penalty 4821.351012 = -2503722.827660 nChanged 11 SP:Iteration 38Q (8597.160000 sec): 3 clusters Score: Raw -2508546.355376 + Penalty 4821.351012 = -2503725.004363 nChanged 11 SP:Iteration 39Q (8597.450000 sec): 3 clusters Score: Raw -2508549.059725 + Penalty 4821.351012 = -2503727.708713 nChanged 7 SP:Iteration 40F (8597.720000 sec): 3 clusters Score: Raw -2508550.249695 + Penalty 4821.351012 = -2503728.898683 nChanged 5 SP:Iteration 41Q (8597.990000 sec): 3 clusters Score: Raw -2508551.296443 + Penalty 4821.351012 = -2503729.945431 nChanged 5 SP:Iteration 42Q (8598.300000 sec): 3 clusters Score: Raw -2508552.116198 + Penalty 4821.351012 = -2503730.765185 nChanged 4 SP:Iteration 43Q (8598.580000 sec): 3 clusters Score: Raw -2508553.360107 + Penalty 4821.351012 = -2503732.009094 nChanged 3 SP:Iteration 44Q (8598.840000 sec): 3 clusters Score: Raw -2508554.024975 + Penalty 4821.351012 = -2503732.673962 nChanged 2 SP:Iteration 45Q (8599.130000 sec): 3 clusters Score: Raw -2508554.265895 + Penalty 4821.351012 = -2503732.914883 nChanged 3 SP:Iteration 46Q (8599.430000 sec): 3 clusters Score: Raw -2508554.848951 + Penalty 4821.351012 = -2503733.497938 nChanged 5 SP:Iteration 47Q (8599.750000 sec): 3 clusters Score: Raw -2508555.649572 + Penalty 4821.351012 = -2503734.298560 nChanged 3 SP:Iteration 48Q (8600.010000 sec): 3 clusters Score: Raw -2508556.194240 + Penalty 4821.351012 = -2503734.843228 nChanged 2 SP:Iteration 49Q (8600.300000 sec): 3 clusters Score: Raw -2508556.996979 + Penalty 4821.351012 = -2503735.645967 nChanged 5 SP:Iteration 50Q (8600.570000 sec): 3 clusters Score: Raw -2508558.513118 + Penalty 4821.351012 = -2503737.162106 nChanged 8 SP:Iteration 51Q (8600.860000 sec): 3 clusters Score: Raw -2508560.387748 + Penalty 4821.351012 = -2503739.036736 nChanged 5 SP:Iteration 52Q (8601.180000 sec): 3 clusters Score: Raw -2508561.801418 + Penalty 4821.351012 = -2503740.450405 nChanged 7 SP:Iteration 53Q (8601.440000 sec): 3 clusters Score: Raw -2508563.958586 + Penalty 4821.351012 = -2503742.607573 nChanged 12 SP:Iteration 54Q (8601.760000 sec): 3 clusters Score: Raw -2508566.682036 + Penalty 4821.351012 = -2503745.331024 nChanged 7 SP:Iteration 55Q (8602.050000 sec): 3 clusters Score: Raw -2508568.609979 + Penalty 4821.351012 = -2503747.258967 nChanged 3 SP:Iteration 56Q (8602.360000 sec): 3 clusters Score: Raw -2508569.048463 + Penalty 4821.351012 = -2503747.697450 nChanged 0 SP:Iteration 57F (8602.670000 sec): 3 clusters Score: Raw -2508569.048463 + Penalty 4821.351012 = -2503747.697450 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 18 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8602.760000 sec): 2 clusters Score: Raw -206978.723264 + Penalty 1805.442047 = -205173.281217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8602.980000 sec): 3 clusters Score: Raw -206501.099063 + Penalty 3610.884093 = -202890.214969 nChanged 449 SP:Iteration 1F (8603.180000 sec): 3 clusters Score: Raw -206982.458393 + Penalty 3610.884093 = -203371.574299 nChanged 129 SP:Iteration 2F (8603.400000 sec): 3 clusters Score: Raw -207173.149334 + Penalty 3610.884093 = -203562.265241 nChanged 79 SP:Iteration 3F (8603.580000 sec): 3 clusters Score: Raw -207298.108408 + Penalty 3610.884093 = -203687.224315 nChanged 70 SP:Iteration 4Q (8603.820000 sec): 3 clusters Score: Raw -207422.702840 + Penalty 3610.884093 = -203811.818746 nChanged 62 SP:Iteration 5Q (8603.940000 sec): 3 clusters Score: Raw -207556.850815 + Penalty 3610.884093 = -203945.966722 nChanged 56 SP:Iteration 6Q (8604.120000 sec): 3 clusters Score: Raw -207681.135697 + Penalty 3610.884093 = -204070.251603 nChanged 48 SP:Iteration 7Q (8604.360000 sec): 3 clusters Score: Raw -207767.345227 + Penalty 3610.884093 = -204156.461134 nChanged 37 SP:Iteration 8Q (8604.500000 sec): 3 clusters Score: Raw -207827.604928 + Penalty 3610.884093 = -204216.720834 nChanged 30 SP:Iteration 9Q (8604.720000 sec): 3 clusters Score: Raw -207895.156330 + Penalty 3610.884093 = -204284.272236 nChanged 28 SP:Iteration 10Q (8604.850000 sec): 3 clusters Score: Raw -207963.954074 + Penalty 3610.884093 = -204353.069981 nChanged 22 SP:Iteration 11Q (8605.050000 sec): 3 clusters Score: Raw -207999.581062 + Penalty 3610.884093 = -204388.696968 nChanged 22 SP:Iteration 12Q (8605.270000 sec): 3 clusters Score: Raw -208038.051059 + Penalty 3610.884093 = -204427.166966 nChanged 19 SP:Iteration 13Q (8605.460000 sec): 3 clusters Score: Raw -208070.166695 + Penalty 3610.884093 = -204459.282602 nChanged 14 SP:Iteration 14Q (8605.690000 sec): 3 clusters Score: Raw -208089.385433 + Penalty 3610.884093 = -204478.501340 nChanged 10 SP:Iteration 15Q (8605.890000 sec): 3 clusters Score: Raw -208102.886726 + Penalty 3610.884093 = -204492.002632 nChanged 6 SP:Iteration 16Q (8606.060000 sec): 3 clusters Score: Raw -208110.450503 + Penalty 3610.884093 = -204499.566409 nChanged 4 SP:Iteration 17Q (8606.260000 sec): 3 clusters Score: Raw -208113.364973 + Penalty 3610.884093 = -204502.480880 nChanged 2 SP:Iteration 18Q (8606.480000 sec): 3 clusters Score: Raw -208117.036259 + Penalty 3610.884093 = -204506.152165 nChanged 4 SP:Iteration 19Q (8606.650000 sec): 3 clusters Score: Raw -208125.062032 + Penalty 3610.884093 = -204514.177939 nChanged 2 SP:Iteration 20F (8606.820000 sec): 3 clusters Score: Raw -208127.275440 + Penalty 3610.884093 = -204516.391347 nChanged 2 SP:Iteration 21Q (8606.970000 sec): 3 clusters Score: Raw -208131.342102 + Penalty 3610.884093 = -204520.458009 nChanged 6 SP:Iteration 22Q (8607.140000 sec): 3 clusters Score: Raw -208140.637941 + Penalty 3610.884093 = -204529.753847 nChanged 10 SP:Iteration 23Q (8607.330000 sec): 3 clusters Score: Raw -208150.555013 + Penalty 3610.884093 = -204539.670920 nChanged 4 SP:Iteration 24Q (8607.510000 sec): 3 clusters Score: Raw -208153.583222 + Penalty 3610.884093 = -204542.699129 nChanged 1 SP:Iteration 25Q (8607.700000 sec): 3 clusters Score: Raw -208154.327330 + Penalty 3610.884093 = -204543.443237 nChanged 0 SP:Iteration 26F (8607.840000 sec): 3 clusters Score: Raw -208154.327330 + Penalty 3610.884093 = -204543.443237 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 19 (1358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8607.950000 sec): 2 clusters Score: Raw -190100.989575 + Penalty 1789.014540 = -188311.975035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8608.150000 sec): 3 clusters Score: Raw -189739.619713 + Penalty 3578.029081 = -186161.590632 nChanged 398 SP:Iteration 1F (8608.320000 sec): 3 clusters Score: Raw -190125.924082 + Penalty 3578.029081 = -186547.895001 nChanged 95 SP:Iteration 2F (8608.530000 sec): 3 clusters Score: Raw -190270.023680 + Penalty 3578.029081 = -186691.994599 nChanged 55 SP:Iteration 3Q (8608.730000 sec): 3 clusters Score: Raw -190352.011717 + Penalty 3578.029081 = -186773.982636 nChanged 53 SP:Iteration 4Q (8608.920000 sec): 3 clusters Score: Raw -190447.411677 + Penalty 3578.029081 = -186869.382596 nChanged 52 SP:Iteration 5Q (8609.090000 sec): 3 clusters Score: Raw -190562.442767 + Penalty 3578.029081 = -186984.413686 nChanged 65 SP:Iteration 6Q (8609.350000 sec): 3 clusters Score: Raw -190682.061929 + Penalty 3578.029081 = -187104.032848 nChanged 67 SP:Iteration 7Q (8609.590000 sec): 3 clusters Score: Raw -190845.555494 + Penalty 3578.029081 = -187267.526413 nChanged 69 SP:Iteration 8F (8609.770000 sec): 3 clusters Score: Raw -191018.362789 + Penalty 3578.029081 = -187440.333708 nChanged 69 SP:Iteration 9F (8610.030000 sec): 3 clusters Score: Raw -191214.165414 + Penalty 3578.029081 = -187636.136334 nChanged 64 SP:Iteration 10Q (8610.250000 sec): 3 clusters Score: Raw -191403.995495 + Penalty 3578.029081 = -187825.966414 nChanged 50 SP:Iteration 11Q (8610.540000 sec): 3 clusters Score: Raw -191524.477170 + Penalty 3578.029081 = -187946.448089 nChanged 36 SP:Iteration 12Q (8610.740000 sec): 3 clusters Score: Raw -191638.368807 + Penalty 3578.029081 = -188060.339726 nChanged 31 SP:Iteration 13Q (8610.980000 sec): 3 clusters Score: Raw -191771.778164 + Penalty 3578.029081 = -188193.749083 nChanged 23 SP:Iteration 14Q (8611.230000 sec): 3 clusters Score: Raw -191848.910755 + Penalty 3578.029081 = -188270.881675 nChanged 11 SP:Iteration 15Q (8611.380000 sec): 3 clusters Score: Raw -191872.599242 + Penalty 3578.029081 = -188294.570161 nChanged 11 SP:Iteration 16Q (8611.560000 sec): 3 clusters Score: Raw -191892.733294 + Penalty 3578.029081 = -188314.704214 nChanged 8 SP:Iteration 17Q (8611.770000 sec): 3 clusters Score: Raw -191903.294861 + Penalty 3578.029081 = -188325.265780 nChanged 3 SP:Iteration 18Q (8611.960000 sec): 3 clusters Score: Raw -191907.249564 + Penalty 3578.029081 = -188329.220483 nChanged 1 SP:Iteration 19Q (8612.100000 sec): 3 clusters Score: Raw -191908.154423 + Penalty 3578.029081 = -188330.125342 nChanged 1 SP:Iteration 20F (8612.260000 sec): 3 clusters Score: Raw -191909.614106 + Penalty 3578.029081 = -188331.585025 nChanged 1 SP:Iteration 21Q (8612.460000 sec): 3 clusters Score: Raw -191913.387493 + Penalty 3578.029081 = -188335.358412 nChanged 0 SP:Iteration 22F (8612.640000 sec): 3 clusters Score: Raw -191913.387493 + Penalty 3578.029081 = -188335.358412 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (3051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8612.770000 sec): 2 clusters Score: Raw -452815.339029 + Penalty 1989.759722 = -450825.579307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8613.010000 sec): 3 clusters Score: Raw -451508.617072 + Penalty 3979.519444 = -447529.097628 nChanged 1060 SP:Iteration 1F (8613.190000 sec): 3 clusters Score: Raw -452166.390108 + Penalty 3979.519444 = -448186.870665 nChanged 230 SP:Iteration 2F (8613.410000 sec): 3 clusters Score: Raw -452328.697187 + Penalty 3979.519444 = -448349.177743 nChanged 148 SP:Iteration 3Q (8613.600000 sec): 3 clusters Score: Raw -452440.510539 + Penalty 3979.519444 = -448460.991095 nChanged 109 SP:Iteration 4Q (8613.810000 sec): 3 clusters Score: Raw -452507.780309 + Penalty 3979.519444 = -448528.260865 nChanged 61 SP:Iteration 5Q (8614.080000 sec): 3 clusters Score: Raw -452543.650624 + Penalty 3979.519444 = -448564.131180 nChanged 50 SP:Iteration 6Q (8614.260000 sec): 3 clusters Score: Raw -452570.769698 + Penalty 3979.519444 = -448591.250254 nChanged 31 SP:Iteration 7Q (8614.550000 sec): 3 clusters Score: Raw -452583.571210 + Penalty 3979.519444 = -448604.051766 nChanged 22 SP:Iteration 8Q (8614.750000 sec): 3 clusters Score: Raw -452592.576973 + Penalty 3979.519444 = -448613.057529 nChanged 26 SP:Iteration 9Q (8614.960000 sec): 3 clusters Score: Raw -452604.701057 + Penalty 3979.519444 = -448625.181614 nChanged 30 SP:Iteration 10Q (8615.150000 sec): 3 clusters Score: Raw -452621.157439 + Penalty 3979.519444 = -448641.637995 nChanged 33 SP:Iteration 11Q (8615.300000 sec): 3 clusters Score: Raw -452642.339466 + Penalty 3979.519444 = -448662.820022 nChanged 33 SP:Iteration 12Q (8615.490000 sec): 3 clusters Score: Raw -452658.564409 + Penalty 3979.519444 = -448679.044965 nChanged 25 SP:Iteration 13Q (8615.680000 sec): 3 clusters Score: Raw -452671.119818 + Penalty 3979.519444 = -448691.600374 nChanged 25 SP:Iteration 14Q (8615.880000 sec): 3 clusters Score: Raw -452682.841728 + Penalty 3979.519444 = -448703.322284 nChanged 16 SP:Iteration 15Q (8616.020000 sec): 3 clusters Score: Raw -452689.956444 + Penalty 3979.519444 = -448710.437001 nChanged 21 SP:Iteration 16Q (8616.260000 sec): 3 clusters Score: Raw -452697.493558 + Penalty 3979.519444 = -448717.974114 nChanged 12 SP:Iteration 17Q (8616.460000 sec): 3 clusters Score: Raw -452703.486329 + Penalty 3979.519444 = -448723.966885 nChanged 8 SP:Iteration 18Q (8616.630000 sec): 3 clusters Score: Raw -452706.586191 + Penalty 3979.519444 = -448727.066747 nChanged 8 SP:Iteration 19Q (8616.860000 sec): 3 clusters Score: Raw -452709.462872 + Penalty 3979.519444 = -448729.943428 nChanged 6 SP:Iteration 20F (8617.120000 sec): 3 clusters Score: Raw -452711.272308 + Penalty 3979.519444 = -448731.752864 nChanged 3 SP:Iteration 21Q (8617.320000 sec): 3 clusters Score: Raw -452711.953878 + Penalty 3979.519444 = -448732.434435 nChanged 0 SP:Iteration 22F (8617.530000 sec): 3 clusters Score: Raw -452711.953878 + Penalty 3979.519444 = -448732.434435 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 21 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8617.680000 sec): 2 clusters Score: Raw -33930.068279 + Penalty 1380.001061 = -32550.067218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8617.860000 sec): 3 clusters Score: Raw -34182.080020 + Penalty 2760.002122 = -31422.077898 nChanged 22 SP:Iteration 1F (8618.010000 sec): 3 clusters Score: Raw -34297.436506 + Penalty 2760.002122 = -31537.434384 nChanged 11 SP:Iteration 2Q (8618.220000 sec): 3 clusters Score: Raw -34373.679946 + Penalty 2760.002122 = -31613.677824 nChanged 6 SP:Iteration 3Q (8618.400000 sec): 3 clusters Score: Raw -34453.360186 + Penalty 2760.002122 = -31693.358064 nChanged 5 SP:Iteration 4Q (8618.570000 sec): 3 clusters Score: Raw -34475.867277 + Penalty 2760.002122 = -31715.865155 nChanged 3 SP:Iteration 5Q (8618.740000 sec): 3 clusters Score: Raw -34496.328868 + Penalty 2760.002122 = -31736.326746 nChanged 1 SP:Iteration 6Q (8618.860000 sec): 3 clusters Score: Raw -34501.593752 + Penalty 2760.002122 = -31741.591630 nChanged 1 SP:Iteration 7Q (8619.120000 sec): 3 clusters Score: Raw -34504.401555 + Penalty 2760.002122 = -31744.399433 nChanged 1 SP:Iteration 8Q (8619.350000 sec): 3 clusters Score: Raw -34506.414439 + Penalty 2760.002122 = -31746.412317 nChanged 1 SP:Iteration 9Q (8619.500000 sec): 3 clusters Score: Raw -34510.333246 + Penalty 2760.002122 = -31750.331124 nChanged 0 SP:Iteration 10F (8619.690000 sec): 3 clusters Score: Raw -34510.333246 + Penalty 2760.002122 = -31750.331124 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 22 (74192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8620.180000 sec): 2 clusters Score: Raw -11157130.149412 + Penalty 2781.174078 = -11154348.975334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8620.790000 sec): 3 clusters Score: Raw -11110201.889405 + Penalty 5562.348157 = -11104639.541248 nChanged 34731 SP:Iteration 1F (8621.360000 sec): 3 clusters Score: Raw -11129934.301261 + Penalty 5562.348157 = -11124371.953104 nChanged 2863 SP:Iteration 2Q (8621.970000 sec): 3 clusters Score: Raw -11130876.882723 + Penalty 5562.348157 = -11125314.534566 nChanged 3138 SP:Iteration 3Q (8622.710000 sec): 3 clusters Score: Raw -11132099.241734 + Penalty 5562.348157 = -11126536.893577 nChanged 3381 SP:Iteration 4Q (8623.350000 sec): 3 clusters Score: Raw -11133720.847328 + Penalty 5562.348157 = -11128158.499172 nChanged 4020 SP:Iteration 5F (8623.860000 sec): 3 clusters Score: Raw -11136128.061609 + Penalty 5562.348157 = -11130565.713452 nChanged 4907 SP:Iteration 6F (8624.510000 sec): 3 clusters Score: Raw -11139700.579409 + Penalty 5562.348157 = -11134138.231252 nChanged 5626 SP:Iteration 7F (8625.100000 sec): 3 clusters Score: Raw -11144350.998932 + Penalty 5562.348157 = -11138788.650775 nChanged 5537 SP:Iteration 8F (8625.670000 sec): 3 clusters Score: Raw -11149295.280577 + Penalty 5562.348157 = -11143732.932421 nChanged 4377 SP:Iteration 9F (8626.300000 sec): 3 clusters Score: Raw -11153312.224070 + Penalty 5562.348157 = -11147749.875913 nChanged 2601 SP:Iteration 10Q (8626.920000 sec): 3 clusters Score: Raw -11155637.614633 + Penalty 5562.348157 = -11150075.266476 nChanged 1205 SP:Iteration 11Q (8627.480000 sec): 3 clusters Score: Raw -11156674.337349 + Penalty 5562.348157 = -11151111.989192 nChanged 454 SP:Iteration 12Q (8628.050000 sec): 3 clusters Score: Raw -11157086.566270 + Penalty 5562.348157 = -11151524.218113 nChanged 170 SP:Iteration 13Q (8628.580000 sec): 3 clusters Score: Raw -11157252.668648 + Penalty 5562.348157 = -11151690.320491 nChanged 83 SP:Iteration 14Q (8629.080000 sec): 3 clusters Score: Raw -11157344.925551 + Penalty 5562.348157 = -11151782.577395 nChanged 42 SP:Iteration 15Q (8629.610000 sec): 3 clusters Score: Raw -11157400.330409 + Penalty 5562.348157 = -11151837.982252 nChanged 30 SP:Iteration 16Q (8630.120000 sec): 3 clusters Score: Raw -11157438.648373 + Penalty 5562.348157 = -11151876.300216 nChanged 15 SP:Iteration 17Q (8630.660000 sec): 3 clusters Score: Raw -11157457.551706 + Penalty 5562.348157 = -11151895.203549 nChanged 11 SP:Iteration 18Q (8631.200000 sec): 3 clusters Score: Raw -11157469.708988 + Penalty 5562.348157 = -11151907.360831 nChanged 5 SP:Iteration 19Q (8631.680000 sec): 3 clusters Score: Raw -11157475.381976 + Penalty 5562.348157 = -11151913.033819 nChanged 6 SP:Iteration 20F (8632.330000 sec): 3 clusters Score: Raw -11157483.216288 + Penalty 5562.348157 = -11151920.868131 nChanged 6 SP:Iteration 21Q (8632.850000 sec): 3 clusters Score: Raw -11157492.448341 + Penalty 5562.348157 = -11151930.100184 nChanged 3 SP:Iteration 22Q (8633.390000 sec): 3 clusters Score: Raw -11157497.341693 + Penalty 5562.348157 = -11151934.993536 nChanged 5 SP:Iteration 23Q (8633.900000 sec): 3 clusters Score: Raw -11157500.361357 + Penalty 5562.348157 = -11151938.013201 nChanged 2 SP:Iteration 24Q (8634.450000 sec): 3 clusters Score: Raw -11157502.726613 + Penalty 5562.348157 = -11151940.378456 nChanged 2 SP:Iteration 25Q (8635.040000 sec): 3 clusters Score: Raw -11157505.264098 + Penalty 5562.348157 = -11151942.915941 nChanged 3 SP:Iteration 26Q (8635.590000 sec): 3 clusters Score: Raw -11157508.767760 + Penalty 5562.348157 = -11151946.419603 nChanged 1 SP:Iteration 27Q (8636.200000 sec): 3 clusters Score: Raw -11157509.812893 + Penalty 5562.348157 = -11151947.464736 nChanged 1 SP:Iteration 28Q (8636.830000 sec): 3 clusters Score: Raw -11157511.234209 + Penalty 5562.348157 = -11151948.886052 nChanged 1 SP:Iteration 29Q (8637.430000 sec): 3 clusters Score: Raw -11157513.298094 + Penalty 5562.348157 = -11151950.949937 nChanged 0 SP:Iteration 30F (8638.020000 sec): 3 clusters Score: Raw -11157513.298094 + Penalty 5562.348157 = -11151950.949937 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 23 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8638.170000 sec): 2 clusters Score: Raw -31870.829284 + Penalty 1347.563057 = -30523.266227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8638.310000 sec): 3 clusters Score: Raw -32027.265593 + Penalty 2695.126114 = -29332.139479 nChanged 17 SP:Iteration 1F (8638.540000 sec): 3 clusters Score: Raw -32079.623849 + Penalty 2695.126114 = -29384.497735 nChanged 2 SP:Iteration 2Q (8638.710000 sec): 3 clusters Score: Raw -32089.255651 + Penalty 2695.126114 = -29394.129538 nChanged 1 SP:Iteration 3Q (8638.860000 sec): 3 clusters Score: Raw -32092.733378 + Penalty 2695.126114 = -29397.607264 nChanged 1 SP:Iteration 4Q (8639.060000 sec): 3 clusters Score: Raw -32098.027285 + Penalty 2695.126114 = -29402.901171 nChanged 0 SP:Iteration 5F (8639.290000 sec): 3 clusters Score: Raw -32098.027285 + Penalty 2695.126114 = -29402.901171 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 24 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8639.410000 sec): 2 clusters Score: Raw -68303.125328 + Penalty 1548.553391 = -66754.571937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8639.610000 sec): 3 clusters Score: Raw -68340.042870 + Penalty 3097.106783 = -65242.936087 nChanged 105 SP:Iteration 1F (8639.800000 sec): 3 clusters Score: Raw -68549.409419 + Penalty 3097.106783 = -65452.302636 nChanged 23 SP:Iteration 2Q (8639.990000 sec): 3 clusters Score: Raw -68613.253977 + Penalty 3097.106783 = -65516.147194 nChanged 9 SP:Iteration 3Q (8640.170000 sec): 3 clusters Score: Raw -68645.067156 + Penalty 3097.106783 = -65547.960374 nChanged 5 SP:Iteration 4Q (8640.330000 sec): 3 clusters Score: Raw -68656.955697 + Penalty 3097.106783 = -65559.848914 nChanged 6 SP:Iteration 5Q (8640.510000 sec): 3 clusters Score: Raw -68688.708309 + Penalty 3097.106783 = -65591.601526 nChanged 7 SP:Iteration 6Q (8640.740000 sec): 3 clusters Score: Raw -68714.011778 + Penalty 3097.106783 = -65616.904996 nChanged 4 SP:Iteration 7Q (8640.840000 sec): 3 clusters Score: Raw -68723.362966 + Penalty 3097.106783 = -65626.256183 nChanged 3 SP:Iteration 8Q (8641.090000 sec): 3 clusters Score: Raw -68733.137861 + Penalty 3097.106783 = -65636.031079 nChanged 3 SP:Iteration 9Q (8641.280000 sec): 3 clusters Score: Raw -68739.909696 + Penalty 3097.106783 = -65642.802914 nChanged 1 SP:Iteration 10Q (8641.510000 sec): 3 clusters Score: Raw -68746.719195 + Penalty 3097.106783 = -65649.612412 nChanged 2 SP:Iteration 11Q (8641.700000 sec): 3 clusters Score: Raw -68751.901886 + Penalty 3097.106783 = -65654.795103 nChanged 1 SP:Iteration 12Q (8641.930000 sec): 3 clusters Score: Raw -68753.766538 + Penalty 3097.106783 = -65656.659755 nChanged 0 SP:Iteration 13F (8642.120000 sec): 3 clusters Score: Raw -68753.766538 + Penalty 3097.106783 = -65656.659755 nChanged 0 Iteration 99Q (8665.140000 sec): 26 clusters Score: Raw -109975184.178596 + Penalty 83852.366236 = -109891331.812360 nChanged 48 Iteration 100F (8703.520000 sec): 26 clusters Score: Raw -109975186.982051 + Penalty 83852.366236 = -109891334.615815 nChanged 56 Iteration 101Q (8724.360000 sec): 26 clusters Score: Raw -109975191.719485 + Penalty 83852.366236 = -109891339.353249 nChanged 48 Iteration 102Q (8745.160000 sec): 26 clusters Score: Raw -109975195.227189 + Penalty 83852.366236 = -109891342.860953 nChanged 37 Iteration 103Q (8765.890000 sec): 26 clusters Score: Raw -109975195.547039 + Penalty 83852.366236 = -109891343.180803 nChanged 33 Iteration 104Q (8787.400000 sec): 26 clusters Score: Raw -109975195.993299 + Penalty 83852.366236 = -109891343.627063 nChanged 24 Iteration 105Q (8808.750000 sec): 26 clusters Score: Raw -109975196.405342 + Penalty 83852.366236 = -109891344.039106 nChanged 18 Iteration 106Q (8829.910000 sec): 26 clusters Score: Raw -109975196.735458 + Penalty 83852.366236 = -109891344.369222 nChanged 24 Iteration 107Q (8849.670000 sec): 26 clusters Score: Raw -109975197.273575 + Penalty 83852.366236 = -109891344.907339 nChanged 23 Iteration 108Q (8872.160000 sec): 26 clusters Score: Raw -109975197.628055 + Penalty 83852.366236 = -109891345.261820 nChanged 22 Iteration 109Q (8893.870000 sec): 26 clusters Score: Raw -109975198.001980 + Penalty 83852.366236 = -109891345.635745 nChanged 20 Iteration 110Q (8915.740000 sec): 26 clusters Score: Raw -109975198.456853 + Penalty 83852.366236 = -109891346.090617 nChanged 23 Iteration 111Q (8937.350000 sec): 26 clusters Score: Raw -109975198.850636 + Penalty 83852.366236 = -109891346.484401 nChanged 20 Iteration 112Q (8960.260000 sec): 26 clusters Score: Raw -109975199.296006 + Penalty 83852.366236 = -109891346.929770 nChanged 15 Iteration 113Q (8984.610000 sec): 26 clusters Score: Raw -109975199.887817 + Penalty 83852.366236 = -109891347.521582 nChanged 14 Iteration 114Q (9006.040000 sec): 26 clusters Score: Raw -109975200.216167 + Penalty 83852.366236 = -109891347.849931 nChanged 10 Iteration 115Q (9028.860000 sec): 26 clusters Score: Raw -109975200.760542 + Penalty 83852.366236 = -109891348.394306 nChanged 5 Iteration 116Q (9047.620000 sec): 26 clusters Score: Raw -109975201.046419 + Penalty 83852.366236 = -109891348.680183 nChanged 2 Iteration 117Q (9068.690000 sec): 26 clusters Score: Raw -109975201.123391 + Penalty 83852.366236 = -109891348.757155 nChanged 1 Iteration 118Q (9089.580000 sec): 26 clusters Score: Raw -109975201.161697 + Penalty 83852.366236 = -109891348.795461 nChanged 0 Iteration 119F (9126.960000 sec): 26 clusters Score: Raw -109975201.161697 + Penalty 83852.366236 = -109891348.795461 nChanged 0 Compute initial score before splitting: Score: Raw -109975201.161697 + Penalty 83852.366236 = -109891348.795461 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 1 (178343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9127.920000 sec): 2 clusters Score: Raw -26654433.640257 + Penalty 2998.683057 = -26651434.957200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9129.040000 sec): 3 clusters Score: Raw -26538004.881792 + Penalty 5997.366115 = -26532007.515677 nChanged 85460 SP:Iteration 1F (9130.130000 sec): 3 clusters Score: Raw -26588867.991379 + Penalty 5997.366115 = -26582870.625264 nChanged 6416 SP:Iteration 2Q (9131.280000 sec): 3 clusters Score: Raw -26590861.512860 + Penalty 5997.366115 = -26584864.146745 nChanged 7329 SP:Iteration 3Q (9132.440000 sec): 3 clusters Score: Raw -26593637.071848 + Penalty 5997.366115 = -26587639.705734 nChanged 8518 SP:Iteration 4Q (9133.590000 sec): 3 clusters Score: Raw -26597657.984814 + Penalty 5997.366115 = -26591660.618699 nChanged 10266 SP:Iteration 5F (9134.900000 sec): 3 clusters Score: Raw -26603872.154202 + Penalty 5997.366115 = -26597874.788087 nChanged 12022 SP:Iteration 6F (9136.030000 sec): 3 clusters Score: Raw -26612779.440831 + Penalty 5997.366115 = -26606782.074716 nChanged 12731 SP:Iteration 7F (9137.080000 sec): 3 clusters Score: Raw -26624386.506121 + Penalty 5997.366115 = -26618389.140006 nChanged 11646 SP:Iteration 8F (9138.240000 sec): 3 clusters Score: Raw -26635016.523002 + Penalty 5997.366115 = -26629019.156887 nChanged 8670 SP:Iteration 9Q (9139.380000 sec): 3 clusters Score: Raw -26640882.695606 + Penalty 5997.366115 = -26634885.329491 nChanged 5511 SP:Iteration 10Q (9140.420000 sec): 3 clusters Score: Raw -26643406.857145 + Penalty 5997.366115 = -26637409.491030 nChanged 3592 SP:Iteration 11Q (9141.480000 sec): 3 clusters Score: Raw -26644693.530898 + Penalty 5997.366115 = -26638696.164783 nChanged 2609 SP:Iteration 12Q (9142.520000 sec): 3 clusters Score: Raw -26645507.081909 + Penalty 5997.366115 = -26639509.715794 nChanged 2117 SP:Iteration 13Q (9143.540000 sec): 3 clusters Score: Raw -26646064.107936 + Penalty 5997.366115 = -26640066.741821 nChanged 1686 SP:Iteration 14Q (9144.640000 sec): 3 clusters Score: Raw -26646426.251529 + Penalty 5997.366115 = -26640428.885414 nChanged 1369 SP:Iteration 15Q (9145.720000 sec): 3 clusters Score: Raw -26646665.393100 + Penalty 5997.366115 = -26640668.026985 nChanged 1108 SP:Iteration 16Q (9146.810000 sec): 3 clusters Score: Raw -26646820.727652 + Penalty 5997.366115 = -26640823.361537 nChanged 877 SP:Iteration 17Q (9147.980000 sec): 3 clusters Score: Raw -26646925.344427 + Penalty 5997.366115 = -26640927.978312 nChanged 737 SP:Iteration 18Q (9149.070000 sec): 3 clusters Score: Raw -26647000.467707 + Penalty 5997.366115 = -26641003.101592 nChanged 602 SP:Iteration 19Q (9150.100000 sec): 3 clusters Score: Raw -26647048.569880 + Penalty 5997.366115 = -26641051.203765 nChanged 511 SP:Iteration 20F (9151.210000 sec): 3 clusters Score: Raw -26647083.953193 + Penalty 5997.366115 = -26641086.587078 nChanged 421 SP:Iteration 21Q (9152.290000 sec): 3 clusters Score: Raw -26647109.548143 + Penalty 5997.366115 = -26641112.182028 nChanged 336 SP:Iteration 22Q (9153.410000 sec): 3 clusters Score: Raw -26647128.109948 + Penalty 5997.366115 = -26641130.743833 nChanged 328 SP:Iteration 23Q (9154.450000 sec): 3 clusters Score: Raw -26647146.632438 + Penalty 5997.366115 = -26641149.266323 nChanged 318 SP:Iteration 24Q (9155.540000 sec): 3 clusters Score: Raw -26647162.945653 + Penalty 5997.366115 = -26641165.579538 nChanged 269 SP:Iteration 25Q (9156.620000 sec): 3 clusters Score: Raw -26647175.283084 + Penalty 5997.366115 = -26641177.916969 nChanged 248 SP:Iteration 26Q (9157.680000 sec): 3 clusters Score: Raw -26647186.482086 + Penalty 5997.366115 = -26641189.115971 nChanged 221 SP:Iteration 27Q (9158.750000 sec): 3 clusters Score: Raw -26647195.694730 + Penalty 5997.366115 = -26641198.328615 nChanged 186 SP:Iteration 28Q (9159.850000 sec): 3 clusters Score: Raw -26647202.604088 + Penalty 5997.366115 = -26641205.237973 nChanged 190 SP:Iteration 29Q (9160.890000 sec): 3 clusters Score: Raw -26647209.145982 + Penalty 5997.366115 = -26641211.779867 nChanged 182 SP:Iteration 30Q (9161.920000 sec): 3 clusters Score: Raw -26647215.263398 + Penalty 5997.366115 = -26641217.897283 nChanged 168 SP:Iteration 31Q (9163.050000 sec): 3 clusters Score: Raw -26647220.647226 + Penalty 5997.366115 = -26641223.281111 nChanged 158 SP:Iteration 32Q (9164.020000 sec): 3 clusters Score: Raw -26647226.020501 + Penalty 5997.366115 = -26641228.654386 nChanged 154 SP:Iteration 33Q (9165.070000 sec): 3 clusters Score: Raw -26647231.720710 + Penalty 5997.366115 = -26641234.354596 nChanged 159 SP:Iteration 34Q (9166.160000 sec): 3 clusters Score: Raw -26647237.972974 + Penalty 5997.366115 = -26641240.606859 nChanged 149 SP:Iteration 35Q (9167.190000 sec): 3 clusters Score: Raw -26647242.770625 + Penalty 5997.366115 = -26641245.404510 nChanged 136 SP:Iteration 36Q (9168.300000 sec): 3 clusters Score: Raw -26647247.150240 + Penalty 5997.366115 = -26641249.784125 nChanged 131 SP:Iteration 37Q (9169.420000 sec): 3 clusters Score: Raw -26647251.192136 + Penalty 5997.366115 = -26641253.826021 nChanged 129 SP:Iteration 38Q (9170.550000 sec): 3 clusters Score: Raw -26647254.800608 + Penalty 5997.366115 = -26641257.434493 nChanged 139 SP:Iteration 39Q (9171.660000 sec): 3 clusters Score: Raw -26647258.532520 + Penalty 5997.366115 = -26641261.166405 nChanged 122 SP:Iteration 40F (9172.920000 sec): 3 clusters Score: Raw -26647261.646411 + Penalty 5997.366115 = -26641264.280296 nChanged 123 SP:Iteration 41Q (9174.060000 sec): 3 clusters Score: Raw -26647264.973978 + Penalty 5997.366115 = -26641267.607863 nChanged 127 SP:Iteration 42Q (9175.150000 sec): 3 clusters Score: Raw -26647269.043995 + Penalty 5997.366115 = -26641271.677880 nChanged 141 SP:Iteration 43Q (9176.210000 sec): 3 clusters Score: Raw -26647273.526057 + Penalty 5997.366115 = -26641276.159942 nChanged 137 SP:Iteration 44Q (9177.310000 sec): 3 clusters Score: Raw -26647277.665003 + Penalty 5997.366115 = -26641280.298888 nChanged 139 SP:Iteration 45Q (9178.380000 sec): 3 clusters Score: Raw -26647281.799364 + Penalty 5997.366115 = -26641284.433249 nChanged 140 SP:Iteration 46Q (9179.360000 sec): 3 clusters Score: Raw -26647285.777400 + Penalty 5997.366115 = -26641288.411285 nChanged 138 SP:Iteration 47Q (9180.420000 sec): 3 clusters Score: Raw -26647289.576060 + Penalty 5997.366115 = -26641292.209945 nChanged 129 SP:Iteration 48Q (9181.550000 sec): 3 clusters Score: Raw -26647293.291453 + Penalty 5997.366115 = -26641295.925339 nChanged 111 SP:Iteration 49Q (9182.600000 sec): 3 clusters Score: Raw -26647296.026484 + Penalty 5997.366115 = -26641298.660369 nChanged 97 SP:Iteration 50Q (9183.600000 sec): 3 clusters Score: Raw -26647298.394436 + Penalty 5997.366115 = -26641301.028321 nChanged 99 SP:Iteration 51Q (9184.600000 sec): 3 clusters Score: Raw -26647300.868224 + Penalty 5997.366115 = -26641303.502109 nChanged 99 SP:Iteration 52Q (9185.820000 sec): 3 clusters Score: Raw -26647303.415239 + Penalty 5997.366115 = -26641306.049124 nChanged 108 SP:Iteration 53Q (9186.940000 sec): 3 clusters Score: Raw -26647306.800205 + Penalty 5997.366115 = -26641309.434090 nChanged 135 SP:Iteration 54Q (9188.000000 sec): 3 clusters Score: Raw -26647310.984589 + Penalty 5997.366115 = -26641313.618474 nChanged 121 SP:Iteration 55Q (9189.020000 sec): 3 clusters Score: Raw -26647314.276088 + Penalty 5997.366115 = -26641316.909973 nChanged 111 SP:Iteration 56Q (9190.020000 sec): 3 clusters Score: Raw -26647317.138760 + Penalty 5997.366115 = -26641319.772645 nChanged 105 SP:Iteration 57Q (9191.090000 sec): 3 clusters Score: Raw -26647319.971450 + Penalty 5997.366115 = -26641322.605336 nChanged 109 SP:Iteration 58Q (9192.130000 sec): 3 clusters Score: Raw -26647322.742866 + Penalty 5997.366115 = -26641325.376751 nChanged 95 SP:Iteration 59Q (9193.100000 sec): 3 clusters Score: Raw -26647325.492623 + Penalty 5997.366115 = -26641328.126508 nChanged 106 SP:Iteration 60F (9194.230000 sec): 3 clusters Score: Raw -26647328.360771 + Penalty 5997.366115 = -26641330.994656 nChanged 96 SP:Iteration 61Q (9195.310000 sec): 3 clusters Score: Raw -26647330.686264 + Penalty 5997.366115 = -26641333.320149 nChanged 84 SP:Iteration 62Q (9196.440000 sec): 3 clusters Score: Raw -26647332.507328 + Penalty 5997.366115 = -26641335.141213 nChanged 88 SP:Iteration 63Q (9197.570000 sec): 3 clusters Score: Raw -26647334.627136 + Penalty 5997.366115 = -26641337.261021 nChanged 91 SP:Iteration 64Q (9198.670000 sec): 3 clusters Score: Raw -26647336.668642 + Penalty 5997.366115 = -26641339.302527 nChanged 84 SP:Iteration 65Q (9199.690000 sec): 3 clusters Score: Raw -26647338.603010 + Penalty 5997.366115 = -26641341.236895 nChanged 79 SP:Iteration 66Q (9200.810000 sec): 3 clusters Score: Raw -26647340.487725 + Penalty 5997.366115 = -26641343.121610 nChanged 82 SP:Iteration 67Q (9201.870000 sec): 3 clusters Score: Raw -26647342.415692 + Penalty 5997.366115 = -26641345.049577 nChanged 86 SP:Iteration 68Q (9202.970000 sec): 3 clusters Score: Raw -26647344.267740 + Penalty 5997.366115 = -26641346.901625 nChanged 84 SP:Iteration 69Q (9204.030000 sec): 3 clusters Score: Raw -26647346.247805 + Penalty 5997.366115 = -26641348.881690 nChanged 93 SP:Iteration 70Q (9205.100000 sec): 3 clusters Score: Raw -26647348.674052 + Penalty 5997.366115 = -26641351.307937 nChanged 112 SP:Iteration 71Q (9206.130000 sec): 3 clusters Score: Raw -26647351.433454 + Penalty 5997.366115 = -26641354.067339 nChanged 91 SP:Iteration 72Q (9207.180000 sec): 3 clusters Score: Raw -26647353.823493 + Penalty 5997.366115 = -26641356.457378 nChanged 96 SP:Iteration 73Q (9208.310000 sec): 3 clusters Score: Raw -26647356.198271 + Penalty 5997.366115 = -26641358.832156 nChanged 98 SP:Iteration 74Q (9209.620000 sec): 3 clusters Score: Raw -26647358.919576 + Penalty 5997.366115 = -26641361.553461 nChanged 113 SP:Iteration 75Q (9210.760000 sec): 3 clusters Score: Raw -26647362.114765 + Penalty 5997.366115 = -26641364.748650 nChanged 114 SP:Iteration 76Q (9211.840000 sec): 3 clusters Score: Raw -26647365.845187 + Penalty 5997.366115 = -26641368.479072 nChanged 134 SP:Iteration 77Q (9212.890000 sec): 3 clusters Score: Raw -26647370.091551 + Penalty 5997.366115 = -26641372.725436 nChanged 131 SP:Iteration 78Q (9213.990000 sec): 3 clusters Score: Raw -26647374.360351 + Penalty 5997.366115 = -26641376.994236 nChanged 127 SP:Iteration 79Q (9215.120000 sec): 3 clusters Score: Raw -26647378.263176 + Penalty 5997.366115 = -26641380.897061 nChanged 126 SP:Iteration 80F (9216.260000 sec): 3 clusters Score: Raw -26647382.053271 + Penalty 5997.366115 = -26641384.687156 nChanged 131 SP:Iteration 81Q (9217.390000 sec): 3 clusters Score: Raw -26647386.349502 + Penalty 5997.366115 = -26641388.983387 nChanged 142 SP:Iteration 82Q (9218.460000 sec): 3 clusters Score: Raw -26647391.459308 + Penalty 5997.366115 = -26641394.093193 nChanged 147 SP:Iteration 83Q (9219.580000 sec): 3 clusters Score: Raw -26647396.310358 + Penalty 5997.366115 = -26641398.944243 nChanged 147 SP:Iteration 84Q (9220.610000 sec): 3 clusters Score: Raw -26647401.335372 + Penalty 5997.366115 = -26641403.969257 nChanged 154 SP:Iteration 85Q (9221.690000 sec): 3 clusters Score: Raw -26647407.260387 + Penalty 5997.366115 = -26641409.894273 nChanged 152 SP:Iteration 86Q (9222.840000 sec): 3 clusters Score: Raw -26647413.112518 + Penalty 5997.366115 = -26641415.746403 nChanged 152 SP:Iteration 87Q (9223.980000 sec): 3 clusters Score: Raw -26647418.502378 + Penalty 5997.366115 = -26641421.136264 nChanged 153 SP:Iteration 88Q (9225.070000 sec): 3 clusters Score: Raw -26647424.099051 + Penalty 5997.366115 = -26641426.732937 nChanged 159 SP:Iteration 89Q (9226.110000 sec): 3 clusters Score: Raw -26647429.727149 + Penalty 5997.366115 = -26641432.361034 nChanged 158 SP:Iteration 90Q (9227.120000 sec): 3 clusters Score: Raw -26647435.626166 + Penalty 5997.366115 = -26641438.260051 nChanged 169 SP:Iteration 91Q (9228.190000 sec): 3 clusters Score: Raw -26647441.925009 + Penalty 5997.366115 = -26641444.558894 nChanged 171 SP:Iteration 92Q (9229.240000 sec): 3 clusters Score: Raw -26647448.965978 + Penalty 5997.366115 = -26641451.599863 nChanged 188 SP:Iteration 93Q (9230.280000 sec): 3 clusters Score: Raw -26647456.244020 + Penalty 5997.366115 = -26641458.877905 nChanged 178 SP:Iteration 94Q (9231.300000 sec): 3 clusters Score: Raw -26647462.745433 + Penalty 5997.366115 = -26641465.379318 nChanged 164 SP:Iteration 95Q (9232.340000 sec): 3 clusters Score: Raw -26647468.365727 + Penalty 5997.366115 = -26641470.999612 nChanged 154 SP:Iteration 96Q (9233.500000 sec): 3 clusters Score: Raw -26647473.875151 + Penalty 5997.366115 = -26641476.509036 nChanged 158 SP:Iteration 97Q (9234.540000 sec): 3 clusters Score: Raw -26647479.277580 + Penalty 5997.366115 = -26641481.911465 nChanged 156 SP:Iteration 98Q (9235.640000 sec): 3 clusters Score: Raw -26647484.620206 + Penalty 5997.366115 = -26641487.254091 nChanged 156 SP:Iteration 99Q (9236.800000 sec): 3 clusters Score: Raw -26647490.227980 + Penalty 5997.366115 = -26641492.861865 nChanged 151 SP:Iteration 100F (9237.920000 sec): 3 clusters Score: Raw -26647495.519527 + Penalty 5997.366115 = -26641498.153412 nChanged 141 SP:Iteration 101Q (9239.030000 sec): 3 clusters Score: Raw -26647500.445316 + Penalty 5997.366115 = -26641503.079201 nChanged 139 SP:Iteration 102Q (9240.100000 sec): 3 clusters Score: Raw -26647506.004677 + Penalty 5997.366115 = -26641508.638562 nChanged 131 SP:Iteration 103Q (9241.180000 sec): 3 clusters Score: Raw -26647510.137971 + Penalty 5997.366115 = -26641512.771856 nChanged 116 SP:Iteration 104Q (9242.300000 sec): 3 clusters Score: Raw -26647513.821378 + Penalty 5997.366115 = -26641516.455263 nChanged 135 SP:Iteration 105Q (9243.360000 sec): 3 clusters Score: Raw -26647518.148244 + Penalty 5997.366115 = -26641520.782129 nChanged 138 SP:Iteration 106Q (9244.410000 sec): 3 clusters Score: Raw -26647522.261079 + Penalty 5997.366115 = -26641524.894964 nChanged 142 SP:Iteration 107Q (9245.460000 sec): 3 clusters Score: Raw -26647526.467656 + Penalty 5997.366115 = -26641529.101541 nChanged 123 SP:Iteration 108Q (9246.640000 sec): 3 clusters Score: Raw -26647530.144121 + Penalty 5997.366115 = -26641532.778006 nChanged 117 SP:Iteration 109Q (9247.860000 sec): 3 clusters Score: Raw -26647533.399341 + Penalty 5997.366115 = -26641536.033226 nChanged 123 SP:Iteration 110Q (9248.940000 sec): 3 clusters Score: Raw -26647536.998993 + Penalty 5997.366115 = -26641539.632879 nChanged 126 SP:Iteration 111Q (9250.060000 sec): 3 clusters Score: Raw -26647540.920776 + Penalty 5997.366115 = -26641543.554661 nChanged 132 SP:Iteration 112Q (9251.150000 sec): 3 clusters Score: Raw -26647545.213788 + Penalty 5997.366115 = -26641547.847673 nChanged 130 SP:Iteration 113Q (9252.240000 sec): 3 clusters Score: Raw -26647549.356207 + Penalty 5997.366115 = -26641551.990093 nChanged 123 SP:Iteration 114Q (9253.290000 sec): 3 clusters Score: Raw -26647553.918157 + Penalty 5997.366115 = -26641556.552042 nChanged 132 SP:Iteration 115Q (9254.380000 sec): 3 clusters Score: Raw -26647558.648438 + Penalty 5997.366115 = -26641561.282323 nChanged 156 SP:Iteration 116Q (9255.460000 sec): 3 clusters Score: Raw -26647564.740419 + Penalty 5997.366115 = -26641567.374304 nChanged 161 SP:Iteration 117Q (9256.570000 sec): 3 clusters Score: Raw -26647570.859504 + Penalty 5997.366115 = -26641573.493389 nChanged 157 SP:Iteration 118Q (9257.700000 sec): 3 clusters Score: Raw -26647576.773588 + Penalty 5997.366115 = -26641579.407473 nChanged 173 SP:Iteration 119Q (9258.840000 sec): 3 clusters Score: Raw -26647583.962453 + Penalty 5997.366115 = -26641586.596338 nChanged 181 SP:Iteration 120F (9260.110000 sec): 3 clusters Score: Raw -26647591.549558 + Penalty 5997.366115 = -26641594.183443 nChanged 188 SP:Iteration 121Q (9261.230000 sec): 3 clusters Score: Raw -26647600.605562 + Penalty 5997.366115 = -26641603.239447 nChanged 202 SP:Iteration 122Q (9262.390000 sec): 3 clusters Score: Raw -26647609.887064 + Penalty 5997.366115 = -26641612.520949 nChanged 217 SP:Iteration 123Q (9263.460000 sec): 3 clusters Score: Raw -26647619.346578 + Penalty 5997.366115 = -26641621.980463 nChanged 207 SP:Iteration 124Q (9264.590000 sec): 3 clusters Score: Raw -26647628.133607 + Penalty 5997.366115 = -26641630.767492 nChanged 208 SP:Iteration 125Q (9265.690000 sec): 3 clusters Score: Raw -26647638.067673 + Penalty 5997.366115 = -26641640.701558 nChanged 212 SP:Iteration 126Q (9266.830000 sec): 3 clusters Score: Raw -26647648.635711 + Penalty 5997.366115 = -26641651.269596 nChanged 228 SP:Iteration 127Q (9268.030000 sec): 3 clusters Score: Raw -26647660.710966 + Penalty 5997.366115 = -26641663.344851 nChanged 238 SP:Iteration 128Q (9269.120000 sec): 3 clusters Score: Raw -26647674.657310 + Penalty 5997.366115 = -26641677.291195 nChanged 262 SP:Iteration 129Q (9270.110000 sec): 3 clusters Score: Raw -26647691.699267 + Penalty 5997.366115 = -26641694.333152 nChanged 290 SP:Iteration 130Q (9271.220000 sec): 3 clusters Score: Raw -26647711.398602 + Penalty 5997.366115 = -26641714.032487 nChanged 310 SP:Iteration 131Q (9272.400000 sec): 3 clusters Score: Raw -26647731.355454 + Penalty 5997.366115 = -26641733.989339 nChanged 322 SP:Iteration 132Q (9273.470000 sec): 3 clusters Score: Raw -26647754.407679 + Penalty 5997.366115 = -26641757.041564 nChanged 346 SP:Iteration 133Q (9274.510000 sec): 3 clusters Score: Raw -26647781.646508 + Penalty 5997.366115 = -26641784.280393 nChanged 361 SP:Iteration 134Q (9275.520000 sec): 3 clusters Score: Raw -26647810.993890 + Penalty 5997.366115 = -26641813.627775 nChanged 404 SP:Iteration 135Q (9276.610000 sec): 3 clusters Score: Raw -26647847.825177 + Penalty 5997.366115 = -26641850.459062 nChanged 468 SP:Iteration 136Q (9277.620000 sec): 3 clusters Score: Raw -26647895.047200 + Penalty 5997.366115 = -26641897.681085 nChanged 500 SP:Iteration 137Q (9278.640000 sec): 3 clusters Score: Raw -26647949.672584 + Penalty 5997.366115 = -26641952.306469 nChanged 517 SP:Iteration 138Q (9279.680000 sec): 3 clusters Score: Raw -26648008.934806 + Penalty 5997.366115 = -26642011.568691 nChanged 580 SP:Iteration 139Q (9280.670000 sec): 3 clusters Score: Raw -26648083.035095 + Penalty 5997.366115 = -26642085.668980 nChanged 635 SP:Iteration 140F (9281.720000 sec): 3 clusters Score: Raw -26648172.071247 + Penalty 5997.366115 = -26642174.705132 nChanged 699 SP:Iteration 141Q (9282.700000 sec): 3 clusters Score: Raw -26648279.927609 + Penalty 5997.366115 = -26642282.561494 nChanged 719 SP:Iteration 142Q (9283.630000 sec): 3 clusters Score: Raw -26648405.622083 + Penalty 5997.366115 = -26642408.255968 nChanged 801 SP:Iteration 143Q (9284.540000 sec): 3 clusters Score: Raw -26648557.522698 + Penalty 5997.366115 = -26642560.156583 nChanged 881 SP:Iteration 144Q (9285.460000 sec): 3 clusters Score: Raw -26648765.423824 + Penalty 5997.366115 = -26642768.057709 nChanged 1003 SP:Iteration 145Q (9286.350000 sec): 3 clusters Score: Raw -26649042.649752 + Penalty 5997.366115 = -26643045.283637 nChanged 1122 SP:Iteration 146Q (9287.330000 sec): 3 clusters Score: Raw -26649389.064731 + Penalty 5997.366115 = -26643391.698616 nChanged 1184 SP:Iteration 147Q (9288.310000 sec): 3 clusters Score: Raw -26649812.305992 + Penalty 5997.366115 = -26643814.939878 nChanged 1265 SP:Iteration 148Q (9289.260000 sec): 3 clusters Score: Raw -26650310.336467 + Penalty 5997.366115 = -26644312.970353 nChanged 1333 SP:Iteration 149Q (9290.180000 sec): 3 clusters Score: Raw -26650933.464541 + Penalty 5997.366115 = -26644936.098426 nChanged 1417 SP:Iteration 150Q (9291.050000 sec): 3 clusters Score: Raw -26651662.629953 + Penalty 5997.366115 = -26645665.263838 nChanged 1409 SP:Iteration 151Q (9291.960000 sec): 3 clusters Score: Raw -26652408.844714 + Penalty 5997.366115 = -26646411.478599 nChanged 1326 SP:Iteration 152Q (9292.870000 sec): 3 clusters Score: Raw -26653075.668293 + Penalty 5997.366115 = -26647078.302178 nChanged 1171 SP:Iteration 153Q (9293.790000 sec): 3 clusters Score: Raw -26653629.950404 + Penalty 5997.366115 = -26647632.584289 nChanged 988 SP:Iteration 154Q (9294.760000 sec): 3 clusters Score: Raw -26654063.378854 + Penalty 5997.366115 = -26648066.012739 nChanged 848 SP:Iteration 155Q (9295.820000 sec): 3 clusters Score: Raw -26654394.232851 + Penalty 5997.366115 = -26648396.866736 nChanged 717 SP:Iteration 156Q (9296.850000 sec): 3 clusters Score: Raw -26654601.809345 + Penalty 5997.366115 = -26648604.443230 nChanged 525 SP:Iteration 157Q (9297.900000 sec): 3 clusters Score: Raw -26654717.495259 + Penalty 5997.366115 = -26648720.129144 nChanged 427 SP:Iteration 158Q (9299.000000 sec): 3 clusters Score: Raw -26654799.735917 + Penalty 5997.366115 = -26648802.369802 nChanged 369 SP:Iteration 159Q (9299.990000 sec): 3 clusters Score: Raw -26654870.654316 + Penalty 5997.366115 = -26648873.288201 nChanged 347 SP:Iteration 160F (9301.180000 sec): 3 clusters Score: Raw -26654931.393215 + Penalty 5997.366115 = -26648934.027100 nChanged 326 SP:Iteration 161Q (9302.180000 sec): 3 clusters Score: Raw -26654982.744000 + Penalty 5997.366115 = -26648985.377885 nChanged 263 SP:Iteration 162Q (9303.230000 sec): 3 clusters Score: Raw -26655019.259002 + Penalty 5997.366115 = -26649021.892887 nChanged 236 SP:Iteration 163Q (9304.320000 sec): 3 clusters Score: Raw -26655052.141654 + Penalty 5997.366115 = -26649054.775539 nChanged 229 SP:Iteration 164Q (9305.320000 sec): 3 clusters Score: Raw -26655084.112949 + Penalty 5997.366115 = -26649086.746834 nChanged 230 SP:Iteration 165Q (9306.320000 sec): 3 clusters Score: Raw -26655114.615810 + Penalty 5997.366115 = -26649117.249695 nChanged 217 SP:Iteration 166Q (9307.340000 sec): 3 clusters Score: Raw -26655143.036896 + Penalty 5997.366115 = -26649145.670782 nChanged 203 SP:Iteration 167Q (9308.460000 sec): 3 clusters Score: Raw -26655167.130764 + Penalty 5997.366115 = -26649169.764649 nChanged 170 SP:Iteration 168Q (9309.600000 sec): 3 clusters Score: Raw -26655186.254343 + Penalty 5997.366115 = -26649188.888229 nChanged 152 SP:Iteration 169Q (9310.600000 sec): 3 clusters Score: Raw -26655200.841621 + Penalty 5997.366115 = -26649203.475506 nChanged 130 SP:Iteration 170Q (9311.700000 sec): 3 clusters Score: Raw -26655211.963654 + Penalty 5997.366115 = -26649214.597539 nChanged 111 SP:Iteration 171Q (9312.610000 sec): 3 clusters Score: Raw -26655222.115141 + Penalty 5997.366115 = -26649224.749026 nChanged 111 SP:Iteration 172Q (9313.560000 sec): 3 clusters Score: Raw -26655232.403270 + Penalty 5997.366115 = -26649235.037155 nChanged 110 SP:Iteration 173Q (9314.640000 sec): 3 clusters Score: Raw -26655242.626003 + Penalty 5997.366115 = -26649245.259888 nChanged 104 SP:Iteration 174Q (9315.640000 sec): 3 clusters Score: Raw -26655252.165321 + Penalty 5997.366115 = -26649254.799206 nChanged 81 SP:Iteration 175Q (9316.630000 sec): 3 clusters Score: Raw -26655261.021261 + Penalty 5997.366115 = -26649263.655146 nChanged 87 SP:Iteration 176Q (9317.560000 sec): 3 clusters Score: Raw -26655270.749481 + Penalty 5997.366115 = -26649273.383366 nChanged 90 SP:Iteration 177Q (9318.520000 sec): 3 clusters Score: Raw -26655280.399546 + Penalty 5997.366115 = -26649283.033431 nChanged 83 SP:Iteration 178Q (9319.430000 sec): 3 clusters Score: Raw -26655288.202746 + Penalty 5997.366115 = -26649290.836631 nChanged 81 SP:Iteration 179Q (9320.490000 sec): 3 clusters Score: Raw -26655294.493049 + Penalty 5997.366115 = -26649297.126934 nChanged 67 SP:Iteration 180F (9321.550000 sec): 3 clusters Score: Raw -26655299.783429 + Penalty 5997.366115 = -26649302.417314 nChanged 52 SP:Iteration 181Q (9322.560000 sec): 3 clusters Score: Raw -26655303.230591 + Penalty 5997.366115 = -26649305.864476 nChanged 34 SP:Iteration 182Q (9323.550000 sec): 3 clusters Score: Raw -26655305.135580 + Penalty 5997.366115 = -26649307.769465 nChanged 33 SP:Iteration 183Q (9324.610000 sec): 3 clusters Score: Raw -26655306.900394 + Penalty 5997.366115 = -26649309.534279 nChanged 33 SP:Iteration 184Q (9325.650000 sec): 3 clusters Score: Raw -26655308.720355 + Penalty 5997.366115 = -26649311.354241 nChanged 24 SP:Iteration 185Q (9326.630000 sec): 3 clusters Score: Raw -26655310.078039 + Penalty 5997.366115 = -26649312.711924 nChanged 25 SP:Iteration 186Q (9327.660000 sec): 3 clusters Score: Raw -26655311.325310 + Penalty 5997.366115 = -26649313.959195 nChanged 22 SP:Iteration 187Q (9328.700000 sec): 3 clusters Score: Raw -26655312.625558 + Penalty 5997.366115 = -26649315.259443 nChanged 20 SP:Iteration 188Q (9329.800000 sec): 3 clusters Score: Raw -26655313.992675 + Penalty 5997.366115 = -26649316.626560 nChanged 22 SP:Iteration 189Q (9330.880000 sec): 3 clusters Score: Raw -26655315.343770 + Penalty 5997.366115 = -26649317.977655 nChanged 23 SP:Iteration 190Q (9331.880000 sec): 3 clusters Score: Raw -26655316.556441 + Penalty 5997.366115 = -26649319.190326 nChanged 19 SP:Iteration 191Q (9332.910000 sec): 3 clusters Score: Raw -26655317.698124 + Penalty 5997.366115 = -26649320.332009 nChanged 18 SP:Iteration 192Q (9334.120000 sec): 3 clusters Score: Raw -26655318.606377 + Penalty 5997.366115 = -26649321.240262 nChanged 15 SP:Iteration 193Q (9335.180000 sec): 3 clusters Score: Raw -26655319.513665 + Penalty 5997.366115 = -26649322.147550 nChanged 13 SP:Iteration 194Q (9336.210000 sec): 3 clusters Score: Raw -26655320.304262 + Penalty 5997.366115 = -26649322.938147 nChanged 11 SP:Iteration 195Q (9337.230000 sec): 3 clusters Score: Raw -26655320.830609 + Penalty 5997.366115 = -26649323.464495 nChanged 12 SP:Iteration 196Q (9338.330000 sec): 3 clusters Score: Raw -26655321.457206 + Penalty 5997.366115 = -26649324.091091 nChanged 11 SP:Iteration 197Q (9339.440000 sec): 3 clusters Score: Raw -26655321.912552 + Penalty 5997.366115 = -26649324.546437 nChanged 10 SP:Iteration 198Q (9340.430000 sec): 3 clusters Score: Raw -26655322.374640 + Penalty 5997.366115 = -26649325.008525 nChanged 11 SP:Iteration 199Q (9341.420000 sec): 3 clusters Score: Raw -26655322.831829 + Penalty 5997.366115 = -26649325.465714 nChanged 10 SP:Iteration 200F (9342.510000 sec): 3 clusters Score: Raw -26655323.226384 + Penalty 5997.366115 = -26649325.860269 nChanged 9 SP:Iteration 201Q (9343.580000 sec): 3 clusters Score: Raw -26655323.787917 + Penalty 5997.366115 = -26649326.421802 nChanged 13 SP:Iteration 202Q (9344.610000 sec): 3 clusters Score: Raw -26655324.400030 + Penalty 5997.366115 = -26649327.033915 nChanged 11 SP:Iteration 203Q (9345.650000 sec): 3 clusters Score: Raw -26655325.061482 + Penalty 5997.366115 = -26649327.695367 nChanged 10 SP:Iteration 204Q (9346.810000 sec): 3 clusters Score: Raw -26655325.598626 + Penalty 5997.366115 = -26649328.232511 nChanged 10 SP:Iteration 205Q (9347.880000 sec): 3 clusters Score: Raw -26655326.112995 + Penalty 5997.366115 = -26649328.746880 nChanged 11 SP:Iteration 206Q (9348.940000 sec): 3 clusters Score: Raw -26655326.613899 + Penalty 5997.366115 = -26649329.247784 nChanged 11 SP:Iteration 207Q (9349.990000 sec): 3 clusters Score: Raw -26655327.162172 + Penalty 5997.366115 = -26649329.796057 nChanged 12 SP:Iteration 208Q (9351.050000 sec): 3 clusters Score: Raw -26655327.686967 + Penalty 5997.366115 = -26649330.320852 nChanged 12 SP:Iteration 209Q (9352.060000 sec): 3 clusters Score: Raw -26655328.110950 + Penalty 5997.366115 = -26649330.744836 nChanged 9 SP:Iteration 210Q (9353.130000 sec): 3 clusters Score: Raw -26655328.486628 + Penalty 5997.366115 = -26649331.120514 nChanged 6 SP:Iteration 211Q (9354.180000 sec): 3 clusters Score: Raw -26655328.779413 + Penalty 5997.366115 = -26649331.413298 nChanged 13 SP:Iteration 212Q (9355.280000 sec): 3 clusters Score: Raw -26655329.388288 + Penalty 5997.366115 = -26649332.022173 nChanged 21 SP:Iteration 213Q (9356.290000 sec): 3 clusters Score: Raw -26655330.784955 + Penalty 5997.366115 = -26649333.418840 nChanged 16 SP:Iteration 214Q (9357.300000 sec): 3 clusters Score: Raw -26655331.532848 + Penalty 5997.366115 = -26649334.166733 nChanged 12 SP:Iteration 215Q (9358.450000 sec): 3 clusters Score: Raw -26655332.371460 + Penalty 5997.366115 = -26649335.005345 nChanged 18 SP:Iteration 216Q (9359.670000 sec): 3 clusters Score: Raw -26655333.328835 + Penalty 5997.366115 = -26649335.962720 nChanged 12 SP:Iteration 217Q (9360.670000 sec): 3 clusters Score: Raw -26655334.005180 + Penalty 5997.366115 = -26649336.639065 nChanged 18 SP:Iteration 218Q (9361.640000 sec): 3 clusters Score: Raw -26655335.355117 + Penalty 5997.366115 = -26649337.989003 nChanged 17 SP:Iteration 219Q (9362.690000 sec): 3 clusters Score: Raw -26655336.140702 + Penalty 5997.366115 = -26649338.774587 nChanged 16 SP:Iteration 220F (9363.950000 sec): 3 clusters Score: Raw -26655337.027129 + Penalty 5997.366115 = -26649339.661014 nChanged 21 SP:Iteration 221Q (9364.920000 sec): 3 clusters Score: Raw -26655338.229710 + Penalty 5997.366115 = -26649340.863595 nChanged 20 SP:Iteration 222Q (9365.840000 sec): 3 clusters Score: Raw -26655339.429363 + Penalty 5997.366115 = -26649342.063248 nChanged 20 SP:Iteration 223Q (9366.940000 sec): 3 clusters Score: Raw -26655340.387466 + Penalty 5997.366115 = -26649343.021351 nChanged 19 SP:Iteration 224Q (9368.100000 sec): 3 clusters Score: Raw -26655341.329177 + Penalty 5997.366115 = -26649343.963063 nChanged 20 SP:Iteration 225Q (9369.090000 sec): 3 clusters Score: Raw -26655342.413086 + Penalty 5997.366115 = -26649345.046971 nChanged 22 SP:Iteration 226Q (9370.060000 sec): 3 clusters Score: Raw -26655343.535844 + Penalty 5997.366115 = -26649346.169729 nChanged 15 SP:Iteration 227Q (9371.210000 sec): 3 clusters Score: Raw -26655344.431544 + Penalty 5997.366115 = -26649347.065429 nChanged 17 SP:Iteration 228Q (9372.330000 sec): 3 clusters Score: Raw -26655345.581589 + Penalty 5997.366115 = -26649348.215474 nChanged 24 SP:Iteration 229Q (9373.360000 sec): 3 clusters Score: Raw -26655346.848350 + Penalty 5997.366115 = -26649349.482235 nChanged 18 SP:Iteration 230Q (9374.440000 sec): 3 clusters Score: Raw -26655347.919034 + Penalty 5997.366115 = -26649350.552920 nChanged 18 SP:Iteration 231Q (9375.470000 sec): 3 clusters Score: Raw -26655348.862931 + Penalty 5997.366115 = -26649351.496816 nChanged 15 SP:Iteration 232Q (9376.630000 sec): 3 clusters Score: Raw -26655349.810323 + Penalty 5997.366115 = -26649352.444208 nChanged 11 SP:Iteration 233Q (9377.800000 sec): 3 clusters Score: Raw -26655350.331901 + Penalty 5997.366115 = -26649352.965786 nChanged 12 SP:Iteration 234Q (9378.910000 sec): 3 clusters Score: Raw -26655350.882096 + Penalty 5997.366115 = -26649353.515981 nChanged 14 SP:Iteration 235Q (9379.920000 sec): 3 clusters Score: Raw -26655351.642215 + Penalty 5997.366115 = -26649354.276100 nChanged 21 SP:Iteration 236Q (9381.030000 sec): 3 clusters Score: Raw -26655352.852348 + Penalty 5997.366115 = -26649355.486234 nChanged 20 SP:Iteration 237Q (9382.180000 sec): 3 clusters Score: Raw -26655353.879128 + Penalty 5997.366115 = -26649356.513013 nChanged 15 SP:Iteration 238Q (9383.260000 sec): 3 clusters Score: Raw -26655354.683684 + Penalty 5997.366115 = -26649357.317569 nChanged 13 SP:Iteration 239Q (9384.250000 sec): 3 clusters Score: Raw -26655355.433913 + Penalty 5997.366115 = -26649358.067798 nChanged 13 SP:Iteration 240F (9385.390000 sec): 3 clusters Score: Raw -26655356.071164 + Penalty 5997.366115 = -26649358.705049 nChanged 10 SP:Iteration 241Q (9386.360000 sec): 3 clusters Score: Raw -26655356.477733 + Penalty 5997.366115 = -26649359.111618 nChanged 5 SP:Iteration 242Q (9387.320000 sec): 3 clusters Score: Raw -26655356.727655 + Penalty 5997.366115 = -26649359.361541 nChanged 7 SP:Iteration 243Q (9388.240000 sec): 3 clusters Score: Raw -26655357.235517 + Penalty 5997.366115 = -26649359.869402 nChanged 8 SP:Iteration 244Q (9389.150000 sec): 3 clusters Score: Raw -26655357.627538 + Penalty 5997.366115 = -26649360.261423 nChanged 6 SP:Iteration 245Q (9390.130000 sec): 3 clusters Score: Raw -26655357.838750 + Penalty 5997.366115 = -26649360.472635 nChanged 2 SP:Iteration 246Q (9391.010000 sec): 3 clusters Score: Raw -26655357.890957 + Penalty 5997.366115 = -26649360.524842 nChanged 1 SP:Iteration 247Q (9391.950000 sec): 3 clusters Score: Raw -26655357.932335 + Penalty 5997.366115 = -26649360.566220 nChanged 0 SP:Iteration 248F (9393.010000 sec): 3 clusters Score: Raw -26655357.932335 + Penalty 5997.366115 = -26649360.566220 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (371369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9394.750000 sec): 2 clusters Score: Raw -55160568.484339 + Penalty 3180.587961 = -55157387.896378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9396.800000 sec): 3 clusters Score: Raw -54913154.616067 + Penalty 6361.175922 = -54906793.440145 nChanged 180526 SP:Iteration 1F (9398.760000 sec): 3 clusters Score: Raw -55020306.478768 + Penalty 6361.175922 = -55013945.302845 nChanged 7679 SP:Iteration 2Q (9400.900000 sec): 3 clusters Score: Raw -55021391.068427 + Penalty 6361.175922 = -55015029.892505 nChanged 7935 SP:Iteration 3Q (9403.100000 sec): 3 clusters Score: Raw -55022642.228308 + Penalty 6361.175922 = -55016281.052386 nChanged 8687 SP:Iteration 4Q (9405.180000 sec): 3 clusters Score: Raw -55024293.306508 + Penalty 6361.175922 = -55017932.130586 nChanged 10389 SP:Iteration 5Q (9407.210000 sec): 3 clusters Score: Raw -55026741.143858 + Penalty 6361.175922 = -55020379.967935 nChanged 13025 SP:Iteration 6Q (9409.410000 sec): 3 clusters Score: Raw -55030648.789078 + Penalty 6361.175922 = -55024287.613156 nChanged 16616 SP:Iteration 7Q (9411.600000 sec): 3 clusters Score: Raw -55037262.373802 + Penalty 6361.175922 = -55030901.197879 nChanged 21280 SP:Iteration 8F (9413.840000 sec): 3 clusters Score: Raw -55048502.443218 + Penalty 6361.175922 = -55042141.267296 nChanged 26854 SP:Iteration 9F (9416.030000 sec): 3 clusters Score: Raw -55066728.377885 + Penalty 6361.175922 = -55060367.201962 nChanged 30476 SP:Iteration 10F (9418.420000 sec): 3 clusters Score: Raw -55092058.893245 + Penalty 6361.175922 = -55085697.717323 nChanged 29727 SP:Iteration 11F (9420.520000 sec): 3 clusters Score: Raw -55120319.449855 + Penalty 6361.175922 = -55113958.273933 nChanged 22410 SP:Iteration 12F (9422.660000 sec): 3 clusters Score: Raw -55142752.780345 + Penalty 6361.175922 = -55136391.604423 nChanged 12049 SP:Iteration 13Q (9424.800000 sec): 3 clusters Score: Raw -55154615.953397 + Penalty 6361.175922 = -55148254.777474 nChanged 4669 SP:Iteration 14Q (9427.060000 sec): 3 clusters Score: Raw -55158873.772143 + Penalty 6361.175922 = -55152512.596221 nChanged 1513 SP:Iteration 15Q (9428.910000 sec): 3 clusters Score: Raw -55160204.312439 + Penalty 6361.175922 = -55153843.136516 nChanged 457 SP:Iteration 16Q (9430.850000 sec): 3 clusters Score: Raw -55160592.282620 + Penalty 6361.175922 = -55154231.106698 nChanged 166 SP:Iteration 17Q (9432.610000 sec): 3 clusters Score: Raw -55160738.761846 + Penalty 6361.175922 = -55154377.585923 nChanged 92 SP:Iteration 18Q (9434.300000 sec): 3 clusters Score: Raw -55160822.904833 + Penalty 6361.175922 = -55154461.728911 nChanged 49 SP:Iteration 19Q (9436.120000 sec): 3 clusters Score: Raw -55160862.320427 + Penalty 6361.175922 = -55154501.144505 nChanged 37 SP:Iteration 20F (9438.120000 sec): 3 clusters Score: Raw -55160895.615203 + Penalty 6361.175922 = -55154534.439280 nChanged 27 SP:Iteration 21Q (9440.130000 sec): 3 clusters Score: Raw -55160922.540214 + Penalty 6361.175922 = -55154561.364291 nChanged 27 SP:Iteration 22Q (9441.850000 sec): 3 clusters Score: Raw -55160945.824909 + Penalty 6361.175922 = -55154584.648986 nChanged 13 SP:Iteration 23Q (9443.590000 sec): 3 clusters Score: Raw -55160955.218292 + Penalty 6361.175922 = -55154594.042370 nChanged 10 SP:Iteration 24Q (9445.400000 sec): 3 clusters Score: Raw -55160967.836981 + Penalty 6361.175922 = -55154606.661059 nChanged 14 SP:Iteration 25Q (9447.290000 sec): 3 clusters Score: Raw -55160981.835213 + Penalty 6361.175922 = -55154620.659291 nChanged 16 SP:Iteration 26Q (9449.410000 sec): 3 clusters Score: Raw -55160990.320374 + Penalty 6361.175922 = -55154629.144451 nChanged 4 SP:Iteration 27Q (9451.320000 sec): 3 clusters Score: Raw -55160993.271594 + Penalty 6361.175922 = -55154632.095671 nChanged 3 SP:Iteration 28Q (9453.490000 sec): 3 clusters Score: Raw -55160996.993811 + Penalty 6361.175922 = -55154635.817889 nChanged 2 SP:Iteration 29Q (9455.250000 sec): 3 clusters Score: Raw -55160998.893722 + Penalty 6361.175922 = -55154637.717800 nChanged 3 SP:Iteration 30Q (9457.130000 sec): 3 clusters Score: Raw -55161001.027163 + Penalty 6361.175922 = -55154639.851240 nChanged 2 SP:Iteration 31Q (9458.830000 sec): 3 clusters Score: Raw -55161002.215272 + Penalty 6361.175922 = -55154641.039349 nChanged 0 SP:Iteration 32F (9460.990000 sec): 3 clusters Score: Raw -55161002.215272 + Penalty 6361.175922 = -55154641.039349 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (4687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9461.280000 sec): 2 clusters Score: Raw -670857.450755 + Penalty 2096.231903 = -668761.218852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9461.540000 sec): 3 clusters Score: Raw -668651.643285 + Penalty 4192.463807 = -664459.179478 nChanged 1753 SP:Iteration 1F (9461.770000 sec): 3 clusters Score: Raw -669970.497205 + Penalty 4192.463807 = -665778.033398 nChanged 428 SP:Iteration 2F (9462.000000 sec): 3 clusters Score: Raw -670328.911195 + Penalty 4192.463807 = -666136.447388 nChanged 331 SP:Iteration 3F (9462.270000 sec): 3 clusters Score: Raw -670567.204280 + Penalty 4192.463807 = -666374.740473 nChanged 271 SP:Iteration 4F (9462.470000 sec): 3 clusters Score: Raw -670777.962528 + Penalty 4192.463807 = -666585.498721 nChanged 288 SP:Iteration 5F (9462.710000 sec): 3 clusters Score: Raw -671042.621791 + Penalty 4192.463807 = -666850.157984 nChanged 312 SP:Iteration 6F (9462.940000 sec): 3 clusters Score: Raw -671386.487070 + Penalty 4192.463807 = -667194.023263 nChanged 283 SP:Iteration 7F (9463.210000 sec): 3 clusters Score: Raw -671734.904523 + Penalty 4192.463807 = -667542.440716 nChanged 245 SP:Iteration 8F (9463.460000 sec): 3 clusters Score: Raw -672020.766914 + Penalty 4192.463807 = -667828.303107 nChanged 162 SP:Iteration 9Q (9463.670000 sec): 3 clusters Score: Raw -672191.294684 + Penalty 4192.463807 = -667998.830877 nChanged 98 SP:Iteration 10Q (9463.870000 sec): 3 clusters Score: Raw -672279.877366 + Penalty 4192.463807 = -668087.413559 nChanged 64 SP:Iteration 11Q (9464.100000 sec): 3 clusters Score: Raw -672324.420675 + Penalty 4192.463807 = -668131.956868 nChanged 39 SP:Iteration 12Q (9464.350000 sec): 3 clusters Score: Raw -672354.536753 + Penalty 4192.463807 = -668162.072946 nChanged 20 SP:Iteration 13Q (9464.550000 sec): 3 clusters Score: Raw -672365.525919 + Penalty 4192.463807 = -668173.062112 nChanged 8 SP:Iteration 14Q (9464.750000 sec): 3 clusters Score: Raw -672371.818926 + Penalty 4192.463807 = -668179.355119 nChanged 11 SP:Iteration 15Q (9464.980000 sec): 3 clusters Score: Raw -672380.024574 + Penalty 4192.463807 = -668187.560767 nChanged 8 SP:Iteration 16Q (9465.170000 sec): 3 clusters Score: Raw -672384.590360 + Penalty 4192.463807 = -668192.126554 nChanged 2 SP:Iteration 17Q (9465.420000 sec): 3 clusters Score: Raw -672386.333184 + Penalty 4192.463807 = -668193.869377 nChanged 4 SP:Iteration 18Q (9465.690000 sec): 3 clusters Score: Raw -672390.191467 + Penalty 4192.463807 = -668197.727660 nChanged 3 SP:Iteration 19Q (9465.910000 sec): 3 clusters Score: Raw -672392.744689 + Penalty 4192.463807 = -668200.280882 nChanged 5 SP:Iteration 20F (9466.200000 sec): 3 clusters Score: Raw -672396.357402 + Penalty 4192.463807 = -668203.893595 nChanged 3 SP:Iteration 21Q (9466.410000 sec): 3 clusters Score: Raw -672397.667606 + Penalty 4192.463807 = -668205.203799 nChanged 2 SP:Iteration 22Q (9466.690000 sec): 3 clusters Score: Raw -672398.572190 + Penalty 4192.463807 = -668206.108383 nChanged 0 SP:Iteration 23F (9466.930000 sec): 3 clusters Score: Raw -672398.572190 + Penalty 4192.463807 = -668206.108383 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 4 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9467.050000 sec): 2 clusters Score: Raw -51030.449778 + Penalty 1471.196806 = -49559.252971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9467.230000 sec): 3 clusters Score: Raw -51110.599079 + Penalty 2942.393613 = -48168.205466 nChanged 46 SP:Iteration 1F (9467.410000 sec): 3 clusters Score: Raw -51238.739645 + Penalty 2942.393613 = -48296.346032 nChanged 13 SP:Iteration 2Q (9467.650000 sec): 3 clusters Score: Raw -51295.158800 + Penalty 2942.393613 = -48352.765187 nChanged 10 SP:Iteration 3Q (9467.780000 sec): 3 clusters Score: Raw -51321.556826 + Penalty 2942.393613 = -48379.163213 nChanged 3 SP:Iteration 4Q (9468.020000 sec): 3 clusters Score: Raw -51327.785145 + Penalty 2942.393613 = -48385.391532 nChanged 2 SP:Iteration 5Q (9468.180000 sec): 3 clusters Score: Raw -51333.890727 + Penalty 2942.393613 = -48391.497114 nChanged 3 SP:Iteration 6Q (9468.330000 sec): 3 clusters Score: Raw -51339.649408 + Penalty 2942.393613 = -48397.255795 nChanged 2 SP:Iteration 7Q (9468.510000 sec): 3 clusters Score: Raw -51343.832111 + Penalty 2942.393613 = -48401.438498 nChanged 1 SP:Iteration 8Q (9468.680000 sec): 3 clusters Score: Raw -51345.092438 + Penalty 2942.393613 = -48402.698825 nChanged 0 SP:Iteration 9F (9468.830000 sec): 3 clusters Score: Raw -51345.092438 + Penalty 2942.393613 = -48402.698825 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 5 (16193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9469.040000 sec): 2 clusters Score: Raw -2447784.105744 + Penalty 2403.698914 = -2445380.406830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9469.360000 sec): 3 clusters Score: Raw -2438468.233474 + Penalty 4807.397827 = -2433660.835647 nChanged 7040 SP:Iteration 1F (9469.640000 sec): 3 clusters Score: Raw -2442168.912780 + Penalty 4807.397827 = -2437361.514953 nChanged 916 SP:Iteration 2F (9469.900000 sec): 3 clusters Score: Raw -2442524.379364 + Penalty 4807.397827 = -2437716.981537 nChanged 761 SP:Iteration 3Q (9470.180000 sec): 3 clusters Score: Raw -2442798.798933 + Penalty 4807.397827 = -2437991.401106 nChanged 627 SP:Iteration 4Q (9470.440000 sec): 3 clusters Score: Raw -2443029.370919 + Penalty 4807.397827 = -2438221.973092 nChanged 551 SP:Iteration 5Q (9470.710000 sec): 3 clusters Score: Raw -2443223.706751 + Penalty 4807.397827 = -2438416.308924 nChanged 515 SP:Iteration 6Q (9471.010000 sec): 3 clusters Score: Raw -2443427.459348 + Penalty 4807.397827 = -2438620.061521 nChanged 552 SP:Iteration 7Q (9471.260000 sec): 3 clusters Score: Raw -2443673.573536 + Penalty 4807.397827 = -2438866.175709 nChanged 581 SP:Iteration 8Q (9471.520000 sec): 3 clusters Score: Raw -2443953.278277 + Penalty 4807.397827 = -2439145.880450 nChanged 642 SP:Iteration 9Q (9471.840000 sec): 3 clusters Score: Raw -2444288.322136 + Penalty 4807.397827 = -2439480.924309 nChanged 681 SP:Iteration 10Q (9472.080000 sec): 3 clusters Score: Raw -2444695.507903 + Penalty 4807.397827 = -2439888.110076 nChanged 751 SP:Iteration 11Q (9472.370000 sec): 3 clusters Score: Raw -2445192.509518 + Penalty 4807.397827 = -2440385.111691 nChanged 809 SP:Iteration 12Q (9472.650000 sec): 3 clusters Score: Raw -2445786.653959 + Penalty 4807.397827 = -2440979.256132 nChanged 766 SP:Iteration 13Q (9472.950000 sec): 3 clusters Score: Raw -2446390.773791 + Penalty 4807.397827 = -2441583.375963 nChanged 647 SP:Iteration 14Q (9473.310000 sec): 3 clusters Score: Raw -2446915.455592 + Penalty 4807.397827 = -2442108.057764 nChanged 485 SP:Iteration 15Q (9473.580000 sec): 3 clusters Score: Raw -2447312.925169 + Penalty 4807.397827 = -2442505.527341 nChanged 311 SP:Iteration 16Q (9473.830000 sec): 3 clusters Score: Raw -2447565.544242 + Penalty 4807.397827 = -2442758.146415 nChanged 193 SP:Iteration 17Q (9474.120000 sec): 3 clusters Score: Raw -2447733.199615 + Penalty 4807.397827 = -2442925.801788 nChanged 127 SP:Iteration 18Q (9474.370000 sec): 3 clusters Score: Raw -2447846.213810 + Penalty 4807.397827 = -2443038.815982 nChanged 79 SP:Iteration 19Q (9474.640000 sec): 3 clusters Score: Raw -2447918.085061 + Penalty 4807.397827 = -2443110.687234 nChanged 59 SP:Iteration 20F (9474.890000 sec): 3 clusters Score: Raw -2447974.044309 + Penalty 4807.397827 = -2443166.646482 nChanged 40 SP:Iteration 21Q (9475.200000 sec): 3 clusters Score: Raw -2448012.092168 + Penalty 4807.397827 = -2443204.694341 nChanged 31 SP:Iteration 22Q (9475.490000 sec): 3 clusters Score: Raw -2448040.469663 + Penalty 4807.397827 = -2443233.071836 nChanged 15 SP:Iteration 23Q (9475.710000 sec): 3 clusters Score: Raw -2448057.646981 + Penalty 4807.397827 = -2443250.249154 nChanged 13 SP:Iteration 24Q (9476.010000 sec): 3 clusters Score: Raw -2448069.652626 + Penalty 4807.397827 = -2443262.254799 nChanged 7 SP:Iteration 25Q (9476.360000 sec): 3 clusters Score: Raw -2448074.154692 + Penalty 4807.397827 = -2443266.756864 nChanged 3 SP:Iteration 26Q (9476.590000 sec): 3 clusters Score: Raw -2448077.736366 + Penalty 4807.397827 = -2443270.338538 nChanged 7 SP:Iteration 27Q (9476.870000 sec): 3 clusters Score: Raw -2448083.476394 + Penalty 4807.397827 = -2443276.078566 nChanged 2 SP:Iteration 28Q (9477.120000 sec): 3 clusters Score: Raw -2448084.593689 + Penalty 4807.397827 = -2443277.195862 nChanged 2 SP:Iteration 29Q (9477.340000 sec): 3 clusters Score: Raw -2448087.758605 + Penalty 4807.397827 = -2443280.360778 nChanged 7 SP:Iteration 30Q (9477.630000 sec): 3 clusters Score: Raw -2448095.566047 + Penalty 4807.397827 = -2443288.168219 nChanged 5 SP:Iteration 31Q (9477.910000 sec): 3 clusters Score: Raw -2448099.245498 + Penalty 4807.397827 = -2443291.847671 nChanged 2 SP:Iteration 32Q (9478.220000 sec): 3 clusters Score: Raw -2448102.962555 + Penalty 4807.397827 = -2443295.564727 nChanged 2 SP:Iteration 33Q (9478.490000 sec): 3 clusters Score: Raw -2448105.948027 + Penalty 4807.397827 = -2443298.550200 nChanged 1 SP:Iteration 34Q (9478.810000 sec): 3 clusters Score: Raw -2448107.080206 + Penalty 4807.397827 = -2443299.682378 nChanged 0 SP:Iteration 35F (9479.040000 sec): 3 clusters Score: Raw -2448107.080206 + Penalty 4807.397827 = -2443299.682378 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 6 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9479.190000 sec): 2 clusters Score: Raw -213675.633910 + Penalty 1806.124773 = -211869.509137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9479.350000 sec): 3 clusters Score: Raw -213249.436227 + Penalty 3612.249545 = -209637.186682 nChanged 410 SP:Iteration 1F (9479.540000 sec): 3 clusters Score: Raw -213610.244681 + Penalty 3612.249545 = -209997.995136 nChanged 94 SP:Iteration 2F (9479.730000 sec): 3 clusters Score: Raw -213792.307029 + Penalty 3612.249545 = -210180.057483 nChanged 77 SP:Iteration 3F (9479.880000 sec): 3 clusters Score: Raw -213948.743425 + Penalty 3612.249545 = -210336.493880 nChanged 88 SP:Iteration 4F (9480.080000 sec): 3 clusters Score: Raw -214158.714577 + Penalty 3612.249545 = -210546.465032 nChanged 94 SP:Iteration 5F (9480.270000 sec): 3 clusters Score: Raw -214359.970784 + Penalty 3612.249545 = -210747.721239 nChanged 93 SP:Iteration 6F (9480.420000 sec): 3 clusters Score: Raw -214551.651920 + Penalty 3612.249545 = -210939.402375 nChanged 84 SP:Iteration 7F (9480.570000 sec): 3 clusters Score: Raw -214723.033905 + Penalty 3612.249545 = -211110.784360 nChanged 61 SP:Iteration 8Q (9480.810000 sec): 3 clusters Score: Raw -214842.995880 + Penalty 3612.249545 = -211230.746335 nChanged 43 SP:Iteration 9Q (9481.010000 sec): 3 clusters Score: Raw -214911.694399 + Penalty 3612.249545 = -211299.444854 nChanged 32 SP:Iteration 10Q (9481.200000 sec): 3 clusters Score: Raw -214969.447164 + Penalty 3612.249545 = -211357.197619 nChanged 24 SP:Iteration 11Q (9481.390000 sec): 3 clusters Score: Raw -215018.802528 + Penalty 3612.249545 = -211406.552983 nChanged 14 SP:Iteration 12Q (9481.580000 sec): 3 clusters Score: Raw -215045.454951 + Penalty 3612.249545 = -211433.205406 nChanged 10 SP:Iteration 13Q (9481.730000 sec): 3 clusters Score: Raw -215065.407787 + Penalty 3612.249545 = -211453.158242 nChanged 7 SP:Iteration 14Q (9481.930000 sec): 3 clusters Score: Raw -215082.755704 + Penalty 3612.249545 = -211470.506159 nChanged 7 SP:Iteration 15Q (9482.120000 sec): 3 clusters Score: Raw -215095.774125 + Penalty 3612.249545 = -211483.524580 nChanged 6 SP:Iteration 16Q (9482.320000 sec): 3 clusters Score: Raw -215106.915640 + Penalty 3612.249545 = -211494.666095 nChanged 6 SP:Iteration 17Q (9482.500000 sec): 3 clusters Score: Raw -215119.749635 + Penalty 3612.249545 = -211507.500090 nChanged 2 SP:Iteration 18Q (9482.660000 sec): 3 clusters Score: Raw -215123.233600 + Penalty 3612.249545 = -211510.984055 nChanged 4 SP:Iteration 19Q (9482.820000 sec): 3 clusters Score: Raw -215134.126722 + Penalty 3612.249545 = -211521.877177 nChanged 5 SP:Iteration 20F (9482.990000 sec): 3 clusters Score: Raw -215143.512374 + Penalty 3612.249545 = -211531.262829 nChanged 3 SP:Iteration 21Q (9483.180000 sec): 3 clusters Score: Raw -215150.247310 + Penalty 3612.249545 = -211537.997765 nChanged 3 SP:Iteration 22Q (9483.360000 sec): 3 clusters Score: Raw -215158.141684 + Penalty 3612.249545 = -211545.892139 nChanged 2 SP:Iteration 23Q (9483.540000 sec): 3 clusters Score: Raw -215159.538864 + Penalty 3612.249545 = -211547.289319 nChanged 1 SP:Iteration 24Q (9483.780000 sec): 3 clusters Score: Raw -215159.984662 + Penalty 3612.249545 = -211547.735117 nChanged 0 SP:Iteration 25F (9484.020000 sec): 3 clusters Score: Raw -215159.984662 + Penalty 3612.249545 = -211547.735117 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (60454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9484.560000 sec): 2 clusters Score: Raw -8866993.507744 + Penalty 2730.390230 = -8864263.117514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9485.110000 sec): 3 clusters Score: Raw -8829334.622135 + Penalty 5460.780460 = -8823873.841675 nChanged 28015 SP:Iteration 1F (9485.610000 sec): 3 clusters Score: Raw -8845001.414223 + Penalty 5460.780460 = -8839540.633763 nChanged 2199 SP:Iteration 2Q (9486.130000 sec): 3 clusters Score: Raw -8845554.806437 + Penalty 5460.780460 = -8840094.025977 nChanged 2097 SP:Iteration 3Q (9486.630000 sec): 3 clusters Score: Raw -8846128.995954 + Penalty 5460.780460 = -8840668.215494 nChanged 2083 SP:Iteration 4Q (9487.120000 sec): 3 clusters Score: Raw -8846718.280325 + Penalty 5460.780460 = -8841257.499865 nChanged 2073 SP:Iteration 5Q (9487.600000 sec): 3 clusters Score: Raw -8847408.412785 + Penalty 5460.780460 = -8841947.632325 nChanged 2231 SP:Iteration 6Q (9488.080000 sec): 3 clusters Score: Raw -8848263.659949 + Penalty 5460.780460 = -8842802.879489 nChanged 2448 SP:Iteration 7Q (9488.640000 sec): 3 clusters Score: Raw -8849407.748543 + Penalty 5460.780460 = -8843946.968083 nChanged 2737 SP:Iteration 8Q (9489.230000 sec): 3 clusters Score: Raw -8850883.645697 + Penalty 5460.780460 = -8845422.865237 nChanged 2907 SP:Iteration 9Q (9489.780000 sec): 3 clusters Score: Raw -8852694.045731 + Penalty 5460.780460 = -8847233.265271 nChanged 3043 SP:Iteration 10F (9490.220000 sec): 3 clusters Score: Raw -8854557.003316 + Penalty 5460.780460 = -8849096.222856 nChanged 3006 SP:Iteration 11Q (9490.710000 sec): 3 clusters Score: Raw -8856219.786619 + Penalty 5460.780460 = -8850759.006159 nChanged 2736 SP:Iteration 12Q (9491.330000 sec): 3 clusters Score: Raw -8857568.336106 + Penalty 5460.780460 = -8852107.555646 nChanged 2363 SP:Iteration 13Q (9491.860000 sec): 3 clusters Score: Raw -8858598.266809 + Penalty 5460.780460 = -8853137.486349 nChanged 2060 SP:Iteration 14Q (9492.340000 sec): 3 clusters Score: Raw -8859389.499679 + Penalty 5460.780460 = -8853928.719219 nChanged 1824 SP:Iteration 15Q (9492.830000 sec): 3 clusters Score: Raw -8860078.596216 + Penalty 5460.780460 = -8854617.815756 nChanged 1627 SP:Iteration 16Q (9493.360000 sec): 3 clusters Score: Raw -8860666.690825 + Penalty 5460.780460 = -8855205.910365 nChanged 1518 SP:Iteration 17Q (9493.890000 sec): 3 clusters Score: Raw -8861242.945587 + Penalty 5460.780460 = -8855782.165127 nChanged 1490 SP:Iteration 18Q (9494.390000 sec): 3 clusters Score: Raw -8861810.817966 + Penalty 5460.780460 = -8856350.037506 nChanged 1417 SP:Iteration 19Q (9494.920000 sec): 3 clusters Score: Raw -8862356.221835 + Penalty 5460.780460 = -8856895.441375 nChanged 1336 SP:Iteration 20F (9495.420000 sec): 3 clusters Score: Raw -8862874.692726 + Penalty 5460.780460 = -8857413.912266 nChanged 1344 SP:Iteration 21Q (9495.860000 sec): 3 clusters Score: Raw -8863405.622834 + Penalty 5460.780460 = -8857944.842374 nChanged 1284 SP:Iteration 22Q (9496.350000 sec): 3 clusters Score: Raw -8863922.315043 + Penalty 5460.780460 = -8858461.534583 nChanged 1198 SP:Iteration 23Q (9496.810000 sec): 3 clusters Score: Raw -8864397.274824 + Penalty 5460.780460 = -8858936.494364 nChanged 1128 SP:Iteration 24Q (9497.220000 sec): 3 clusters Score: Raw -8864845.968371 + Penalty 5460.780460 = -8859385.187911 nChanged 1027 SP:Iteration 25Q (9497.730000 sec): 3 clusters Score: Raw -8865245.466011 + Penalty 5460.780460 = -8859784.685551 nChanged 885 SP:Iteration 26Q (9498.220000 sec): 3 clusters Score: Raw -8865579.640084 + Penalty 5460.780460 = -8860118.859624 nChanged 818 SP:Iteration 27Q (9498.700000 sec): 3 clusters Score: Raw -8865887.293820 + Penalty 5460.780460 = -8860426.513360 nChanged 761 SP:Iteration 28Q (9499.200000 sec): 3 clusters Score: Raw -8866156.916046 + Penalty 5460.780460 = -8860696.135586 nChanged 626 SP:Iteration 29Q (9499.700000 sec): 3 clusters Score: Raw -8866386.915456 + Penalty 5460.780460 = -8860926.134996 nChanged 539 SP:Iteration 30Q (9500.210000 sec): 3 clusters Score: Raw -8866582.007790 + Penalty 5460.780460 = -8861121.227330 nChanged 479 SP:Iteration 31Q (9500.720000 sec): 3 clusters Score: Raw -8866747.416908 + Penalty 5460.780460 = -8861286.636448 nChanged 402 SP:Iteration 32Q (9501.140000 sec): 3 clusters Score: Raw -8866886.241360 + Penalty 5460.780460 = -8861425.460900 nChanged 342 SP:Iteration 33Q (9501.610000 sec): 3 clusters Score: Raw -8866993.806159 + Penalty 5460.780460 = -8861533.025699 nChanged 270 SP:Iteration 34Q (9502.060000 sec): 3 clusters Score: Raw -8867067.493126 + Penalty 5460.780460 = -8861606.712666 nChanged 241 SP:Iteration 35Q (9502.560000 sec): 3 clusters Score: Raw -8867131.731695 + Penalty 5460.780460 = -8861670.951235 nChanged 218 SP:Iteration 36Q (9503.060000 sec): 3 clusters Score: Raw -8867191.244606 + Penalty 5460.780460 = -8861730.464146 nChanged 177 SP:Iteration 37Q (9503.540000 sec): 3 clusters Score: Raw -8867239.021880 + Penalty 5460.780460 = -8861778.241420 nChanged 132 SP:Iteration 38Q (9504.020000 sec): 3 clusters Score: Raw -8867274.753779 + Penalty 5460.780460 = -8861813.973319 nChanged 112 SP:Iteration 39Q (9504.490000 sec): 3 clusters Score: Raw -8867305.546988 + Penalty 5460.780460 = -8861844.766528 nChanged 103 SP:Iteration 40F (9505.030000 sec): 3 clusters Score: Raw -8867332.777335 + Penalty 5460.780460 = -8861871.996875 nChanged 96 SP:Iteration 41Q (9505.460000 sec): 3 clusters Score: Raw -8867356.894147 + Penalty 5460.780460 = -8861896.113687 nChanged 72 SP:Iteration 42Q (9505.820000 sec): 3 clusters Score: Raw -8867374.020609 + Penalty 5460.780460 = -8861913.240149 nChanged 66 SP:Iteration 43Q (9506.210000 sec): 3 clusters Score: Raw -8867390.280488 + Penalty 5460.780460 = -8861929.500028 nChanged 57 SP:Iteration 44Q (9506.630000 sec): 3 clusters Score: Raw -8867403.083222 + Penalty 5460.780460 = -8861942.302762 nChanged 49 SP:Iteration 45Q (9507.070000 sec): 3 clusters Score: Raw -8867413.470003 + Penalty 5460.780460 = -8861952.689543 nChanged 50 SP:Iteration 46Q (9507.510000 sec): 3 clusters Score: Raw -8867426.627420 + Penalty 5460.780460 = -8861965.846960 nChanged 51 SP:Iteration 47Q (9507.980000 sec): 3 clusters Score: Raw -8867439.513441 + Penalty 5460.780460 = -8861978.732981 nChanged 56 SP:Iteration 48Q (9508.480000 sec): 3 clusters Score: Raw -8867451.987355 + Penalty 5460.780460 = -8861991.206895 nChanged 39 SP:Iteration 49Q (9508.910000 sec): 3 clusters Score: Raw -8867461.626537 + Penalty 5460.780460 = -8862000.846077 nChanged 50 SP:Iteration 50Q (9509.320000 sec): 3 clusters Score: Raw -8867472.313177 + Penalty 5460.780460 = -8862011.532717 nChanged 41 SP:Iteration 51Q (9509.880000 sec): 3 clusters Score: Raw -8867482.544126 + Penalty 5460.780460 = -8862021.763666 nChanged 36 SP:Iteration 52Q (9510.400000 sec): 3 clusters Score: Raw -8867490.077772 + Penalty 5460.780460 = -8862029.297312 nChanged 24 SP:Iteration 53Q (9510.910000 sec): 3 clusters Score: Raw -8867494.402508 + Penalty 5460.780460 = -8862033.622048 nChanged 16 SP:Iteration 54Q (9511.380000 sec): 3 clusters Score: Raw -8867497.926441 + Penalty 5460.780460 = -8862037.145981 nChanged 22 SP:Iteration 55Q (9511.780000 sec): 3 clusters Score: Raw -8867502.281937 + Penalty 5460.780460 = -8862041.501477 nChanged 15 SP:Iteration 56Q (9512.300000 sec): 3 clusters Score: Raw -8867504.841567 + Penalty 5460.780460 = -8862044.061107 nChanged 9 SP:Iteration 57Q (9512.760000 sec): 3 clusters Score: Raw -8867506.382323 + Penalty 5460.780460 = -8862045.601863 nChanged 4 SP:Iteration 58Q (9513.300000 sec): 3 clusters Score: Raw -8867506.952820 + Penalty 5460.780460 = -8862046.172360 nChanged 6 SP:Iteration 59Q (9513.750000 sec): 3 clusters Score: Raw -8867507.892595 + Penalty 5460.780460 = -8862047.112135 nChanged 7 SP:Iteration 60F (9514.330000 sec): 3 clusters Score: Raw -8867508.708317 + Penalty 5460.780460 = -8862047.927857 nChanged 2 SP:Iteration 61Q (9514.870000 sec): 3 clusters Score: Raw -8867509.104628 + Penalty 5460.780460 = -8862048.324168 nChanged 2 SP:Iteration 62Q (9515.340000 sec): 3 clusters Score: Raw -8867509.385436 + Penalty 5460.780460 = -8862048.604976 nChanged 4 SP:Iteration 63Q (9515.810000 sec): 3 clusters Score: Raw -8867509.723706 + Penalty 5460.780460 = -8862048.943246 nChanged 2 SP:Iteration 64Q (9516.280000 sec): 3 clusters Score: Raw -8867510.049583 + Penalty 5460.780460 = -8862049.269123 nChanged 3 SP:Iteration 65Q (9516.800000 sec): 3 clusters Score: Raw -8867510.448670 + Penalty 5460.780460 = -8862049.668210 nChanged 4 SP:Iteration 66Q (9517.300000 sec): 3 clusters Score: Raw -8867510.898877 + Penalty 5460.780460 = -8862050.118417 nChanged 3 SP:Iteration 67Q (9517.760000 sec): 3 clusters Score: Raw -8867511.476387 + Penalty 5460.780460 = -8862050.695927 nChanged 2 SP:Iteration 68Q (9518.250000 sec): 3 clusters Score: Raw -8867511.737922 + Penalty 5460.780460 = -8862050.957462 nChanged 1 SP:Iteration 69Q (9518.740000 sec): 3 clusters Score: Raw -8867511.806493 + Penalty 5460.780460 = -8862051.026033 nChanged 0 SP:Iteration 70F (9519.250000 sec): 3 clusters Score: Raw -8867511.806493 + Penalty 5460.780460 = -8862051.026033 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (5496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9519.400000 sec): 2 clusters Score: Raw -763087.550790 + Penalty 2135.720407 = -760951.830384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9519.610000 sec): 3 clusters Score: Raw -760468.449254 + Penalty 4271.440814 = -756197.008440 nChanged 2102 SP:Iteration 1F (9519.830000 sec): 3 clusters Score: Raw -761778.540736 + Penalty 4271.440814 = -757507.099922 nChanged 412 SP:Iteration 2F (9520.090000 sec): 3 clusters Score: Raw -762082.749169 + Penalty 4271.440814 = -757811.308356 nChanged 296 SP:Iteration 3F (9520.350000 sec): 3 clusters Score: Raw -762308.307847 + Penalty 4271.440814 = -758036.867033 nChanged 256 SP:Iteration 4Q (9520.560000 sec): 3 clusters Score: Raw -762478.146829 + Penalty 4271.440814 = -758206.706015 nChanged 232 SP:Iteration 5Q (9520.860000 sec): 3 clusters Score: Raw -762640.583414 + Penalty 4271.440814 = -758369.142600 nChanged 195 SP:Iteration 6Q (9521.100000 sec): 3 clusters Score: Raw -762776.303467 + Penalty 4271.440814 = -758504.862653 nChanged 196 SP:Iteration 7Q (9521.300000 sec): 3 clusters Score: Raw -762902.239382 + Penalty 4271.440814 = -758630.798568 nChanged 172 SP:Iteration 8Q (9521.520000 sec): 3 clusters Score: Raw -763015.428624 + Penalty 4271.440814 = -758743.987811 nChanged 170 SP:Iteration 9Q (9521.780000 sec): 3 clusters Score: Raw -763114.354331 + Penalty 4271.440814 = -758842.913517 nChanged 143 SP:Iteration 10Q (9522.050000 sec): 3 clusters Score: Raw -763189.213715 + Penalty 4271.440814 = -758917.772901 nChanged 126 SP:Iteration 11Q (9522.310000 sec): 3 clusters Score: Raw -763253.341729 + Penalty 4271.440814 = -758981.900916 nChanged 108 SP:Iteration 12Q (9522.550000 sec): 3 clusters Score: Raw -763310.356994 + Penalty 4271.440814 = -759038.916181 nChanged 109 SP:Iteration 13Q (9522.790000 sec): 3 clusters Score: Raw -763360.297630 + Penalty 4271.440814 = -759088.856817 nChanged 93 SP:Iteration 14Q (9523.030000 sec): 3 clusters Score: Raw -763405.030108 + Penalty 4271.440814 = -759133.589294 nChanged 96 SP:Iteration 15Q (9523.280000 sec): 3 clusters Score: Raw -763453.474680 + Penalty 4271.440814 = -759182.033867 nChanged 73 SP:Iteration 16Q (9523.540000 sec): 3 clusters Score: Raw -763487.975778 + Penalty 4271.440814 = -759216.534965 nChanged 73 SP:Iteration 17Q (9523.730000 sec): 3 clusters Score: Raw -763518.731214 + Penalty 4271.440814 = -759247.290400 nChanged 50 SP:Iteration 18Q (9523.940000 sec): 3 clusters Score: Raw -763536.231225 + Penalty 4271.440814 = -759264.790411 nChanged 40 SP:Iteration 19Q (9524.120000 sec): 3 clusters Score: Raw -763550.056597 + Penalty 4271.440814 = -759278.615783 nChanged 36 SP:Iteration 20F (9524.390000 sec): 3 clusters Score: Raw -763564.191592 + Penalty 4271.440814 = -759292.750778 nChanged 35 SP:Iteration 21Q (9524.650000 sec): 3 clusters Score: Raw -763577.889164 + Penalty 4271.440814 = -759306.448350 nChanged 30 SP:Iteration 22Q (9524.850000 sec): 3 clusters Score: Raw -763589.122078 + Penalty 4271.440814 = -759317.681264 nChanged 25 SP:Iteration 23Q (9525.070000 sec): 3 clusters Score: Raw -763599.973756 + Penalty 4271.440814 = -759328.532942 nChanged 27 SP:Iteration 24Q (9525.290000 sec): 3 clusters Score: Raw -763610.665165 + Penalty 4271.440814 = -759339.224351 nChanged 29 SP:Iteration 25Q (9525.520000 sec): 3 clusters Score: Raw -763622.288984 + Penalty 4271.440814 = -759350.848170 nChanged 37 SP:Iteration 26Q (9525.690000 sec): 3 clusters Score: Raw -763635.688354 + Penalty 4271.440814 = -759364.247540 nChanged 29 SP:Iteration 27Q (9525.960000 sec): 3 clusters Score: Raw -763646.069401 + Penalty 4271.440814 = -759374.628587 nChanged 30 SP:Iteration 28Q (9526.170000 sec): 3 clusters Score: Raw -763657.990456 + Penalty 4271.440814 = -759386.549642 nChanged 30 SP:Iteration 29Q (9526.430000 sec): 3 clusters Score: Raw -763669.397417 + Penalty 4271.440814 = -759397.956603 nChanged 30 SP:Iteration 30Q (9526.710000 sec): 3 clusters Score: Raw -763679.348144 + Penalty 4271.440814 = -759407.907331 nChanged 24 SP:Iteration 31Q (9526.950000 sec): 3 clusters Score: Raw -763688.048742 + Penalty 4271.440814 = -759416.607928 nChanged 22 SP:Iteration 32Q (9527.180000 sec): 3 clusters Score: Raw -763697.892843 + Penalty 4271.440814 = -759426.452030 nChanged 24 SP:Iteration 33Q (9527.450000 sec): 3 clusters Score: Raw -763706.364418 + Penalty 4271.440814 = -759434.923605 nChanged 21 SP:Iteration 34Q (9527.710000 sec): 3 clusters Score: Raw -763715.100413 + Penalty 4271.440814 = -759443.659599 nChanged 17 SP:Iteration 35Q (9527.950000 sec): 3 clusters Score: Raw -763724.204956 + Penalty 4271.440814 = -759452.764142 nChanged 25 SP:Iteration 36Q (9528.170000 sec): 3 clusters Score: Raw -763736.546444 + Penalty 4271.440814 = -759465.105631 nChanged 28 SP:Iteration 37Q (9528.370000 sec): 3 clusters Score: Raw -763750.159143 + Penalty 4271.440814 = -759478.718330 nChanged 29 SP:Iteration 38Q (9528.570000 sec): 3 clusters Score: Raw -763759.730159 + Penalty 4271.440814 = -759488.289346 nChanged 19 SP:Iteration 39Q (9528.760000 sec): 3 clusters Score: Raw -763765.903492 + Penalty 4271.440814 = -759494.462679 nChanged 18 SP:Iteration 40F (9529.010000 sec): 3 clusters Score: Raw -763771.815564 + Penalty 4271.440814 = -759500.374750 nChanged 8 SP:Iteration 41Q (9529.190000 sec): 3 clusters Score: Raw -763774.757269 + Penalty 4271.440814 = -759503.316456 nChanged 9 SP:Iteration 42Q (9529.420000 sec): 3 clusters Score: Raw -763778.522972 + Penalty 4271.440814 = -759507.082159 nChanged 9 SP:Iteration 43Q (9529.640000 sec): 3 clusters Score: Raw -763782.382544 + Penalty 4271.440814 = -759510.941731 nChanged 11 SP:Iteration 44Q (9529.910000 sec): 3 clusters Score: Raw -763786.704922 + Penalty 4271.440814 = -759515.264108 nChanged 11 SP:Iteration 45Q (9530.150000 sec): 3 clusters Score: Raw -763790.102881 + Penalty 4271.440814 = -759518.662067 nChanged 7 SP:Iteration 46Q (9530.330000 sec): 3 clusters Score: Raw -763793.102889 + Penalty 4271.440814 = -759521.662075 nChanged 13 SP:Iteration 47Q (9530.510000 sec): 3 clusters Score: Raw -763797.293774 + Penalty 4271.440814 = -759525.852960 nChanged 12 SP:Iteration 48Q (9530.800000 sec): 3 clusters Score: Raw -763802.199378 + Penalty 4271.440814 = -759530.758564 nChanged 9 SP:Iteration 49Q (9530.990000 sec): 3 clusters Score: Raw -763806.714293 + Penalty 4271.440814 = -759535.273480 nChanged 11 SP:Iteration 50Q (9531.240000 sec): 3 clusters Score: Raw -763810.459591 + Penalty 4271.440814 = -759539.018777 nChanged 9 SP:Iteration 51Q (9531.440000 sec): 3 clusters Score: Raw -763814.346972 + Penalty 4271.440814 = -759542.906158 nChanged 12 SP:Iteration 52Q (9531.690000 sec): 3 clusters Score: Raw -763818.399351 + Penalty 4271.440814 = -759546.958537 nChanged 10 SP:Iteration 53Q (9531.920000 sec): 3 clusters Score: Raw -763823.760312 + Penalty 4271.440814 = -759552.319498 nChanged 11 SP:Iteration 54Q (9532.150000 sec): 3 clusters Score: Raw -763828.621822 + Penalty 4271.440814 = -759557.181008 nChanged 9 SP:Iteration 55Q (9532.400000 sec): 3 clusters Score: Raw -763833.651535 + Penalty 4271.440814 = -759562.210721 nChanged 14 SP:Iteration 56Q (9532.650000 sec): 3 clusters Score: Raw -763839.059869 + Penalty 4271.440814 = -759567.619056 nChanged 7 SP:Iteration 57Q (9532.880000 sec): 3 clusters Score: Raw -763841.560623 + Penalty 4271.440814 = -759570.119809 nChanged 5 SP:Iteration 58Q (9533.110000 sec): 3 clusters Score: Raw -763843.138297 + Penalty 4271.440814 = -759571.697483 nChanged 4 SP:Iteration 59Q (9533.380000 sec): 3 clusters Score: Raw -763844.910874 + Penalty 4271.440814 = -759573.470061 nChanged 2 SP:Iteration 60F (9533.570000 sec): 3 clusters Score: Raw -763845.831204 + Penalty 4271.440814 = -759574.390390 nChanged 1 SP:Iteration 61Q (9533.810000 sec): 3 clusters Score: Raw -763846.003584 + Penalty 4271.440814 = -759574.562771 nChanged 1 SP:Iteration 62Q (9534.020000 sec): 3 clusters Score: Raw -763846.151245 + Penalty 4271.440814 = -759574.710432 nChanged 1 SP:Iteration 63Q (9534.190000 sec): 3 clusters Score: Raw -763846.272412 + Penalty 4271.440814 = -759574.831598 nChanged 1 SP:Iteration 64Q (9534.430000 sec): 3 clusters Score: Raw -763846.852125 + Penalty 4271.440814 = -759575.411311 nChanged 3 SP:Iteration 65Q (9534.650000 sec): 3 clusters Score: Raw -763848.016262 + Penalty 4271.440814 = -759576.575448 nChanged 1 SP:Iteration 66Q (9534.870000 sec): 3 clusters Score: Raw -763848.552607 + Penalty 4271.440814 = -759577.111794 nChanged 1 SP:Iteration 67Q (9535.060000 sec): 3 clusters Score: Raw -763848.870286 + Penalty 4271.440814 = -759577.429472 nChanged 4 SP:Iteration 68Q (9535.270000 sec): 3 clusters Score: Raw -763850.365308 + Penalty 4271.440814 = -759578.924494 nChanged 3 SP:Iteration 69Q (9535.470000 sec): 3 clusters Score: Raw -763852.359222 + Penalty 4271.440814 = -759580.918408 nChanged 4 SP:Iteration 70Q (9535.700000 sec): 3 clusters Score: Raw -763854.086180 + Penalty 4271.440814 = -759582.645366 nChanged 3 SP:Iteration 71Q (9535.920000 sec): 3 clusters Score: Raw -763855.515763 + Penalty 4271.440814 = -759584.074950 nChanged 4 SP:Iteration 72Q (9536.110000 sec): 3 clusters Score: Raw -763856.884562 + Penalty 4271.440814 = -759585.443749 nChanged 5 SP:Iteration 73Q (9536.310000 sec): 3 clusters Score: Raw -763858.642401 + Penalty 4271.440814 = -759587.201587 nChanged 3 SP:Iteration 74Q (9536.510000 sec): 3 clusters Score: Raw -763859.848211 + Penalty 4271.440814 = -759588.407398 nChanged 4 SP:Iteration 75Q (9536.780000 sec): 3 clusters Score: Raw -763860.924194 + Penalty 4271.440814 = -759589.483380 nChanged 3 SP:Iteration 76Q (9537.050000 sec): 3 clusters Score: Raw -763861.864122 + Penalty 4271.440814 = -759590.423309 nChanged 4 SP:Iteration 77Q (9537.240000 sec): 3 clusters Score: Raw -763862.774753 + Penalty 4271.440814 = -759591.333939 nChanged 2 SP:Iteration 78Q (9537.480000 sec): 3 clusters Score: Raw -763863.588970 + Penalty 4271.440814 = -759592.148156 nChanged 3 SP:Iteration 79Q (9537.680000 sec): 3 clusters Score: Raw -763864.374521 + Penalty 4271.440814 = -759592.933707 nChanged 2 SP:Iteration 80F (9537.880000 sec): 3 clusters Score: Raw -763864.953307 + Penalty 4271.440814 = -759593.512494 nChanged 3 SP:Iteration 81Q (9538.030000 sec): 3 clusters Score: Raw -763866.155822 + Penalty 4271.440814 = -759594.715009 nChanged 1 SP:Iteration 82Q (9538.260000 sec): 3 clusters Score: Raw -763866.339195 + Penalty 4271.440814 = -759594.898381 nChanged 0 SP:Iteration 83F (9538.460000 sec): 3 clusters Score: Raw -763866.339195 + Penalty 4271.440814 = -759594.898381 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 9 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9538.560000 sec): 2 clusters Score: Raw -174982.451366 + Penalty 1753.960631 = -173228.490735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9538.780000 sec): 3 clusters Score: Raw -174678.471021 + Penalty 3507.921263 = -171170.549758 nChanged 302 SP:Iteration 1F (9538.930000 sec): 3 clusters Score: Raw -174950.968426 + Penalty 3507.921263 = -171443.047163 nChanged 68 SP:Iteration 2F (9539.060000 sec): 3 clusters Score: Raw -175042.940614 + Penalty 3507.921263 = -171535.019351 nChanged 36 SP:Iteration 3Q (9539.200000 sec): 3 clusters Score: Raw -175083.083098 + Penalty 3507.921263 = -171575.161835 nChanged 31 SP:Iteration 4Q (9539.360000 sec): 3 clusters Score: Raw -175118.765463 + Penalty 3507.921263 = -171610.844201 nChanged 21 SP:Iteration 5Q (9539.540000 sec): 3 clusters Score: Raw -175144.846837 + Penalty 3507.921263 = -171636.925575 nChanged 12 SP:Iteration 6Q (9539.640000 sec): 3 clusters Score: Raw -175158.879809 + Penalty 3507.921263 = -171650.958546 nChanged 8 SP:Iteration 7Q (9539.780000 sec): 3 clusters Score: Raw -175166.997614 + Penalty 3507.921263 = -171659.076352 nChanged 1 SP:Iteration 8Q (9539.930000 sec): 3 clusters Score: Raw -175168.643932 + Penalty 3507.921263 = -171660.722669 nChanged 0 SP:Iteration 9F (9540.110000 sec): 3 clusters Score: Raw -175168.643932 + Penalty 3507.921263 = -171660.722669 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 10 (6483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9540.210000 sec): 2 clusters Score: Raw -962061.796174 + Penalty 2176.680784 = -959885.115390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9540.440000 sec): 3 clusters Score: Raw -958773.600893 + Penalty 4353.361568 = -954420.239325 nChanged 2532 SP:Iteration 1F (9540.660000 sec): 3 clusters Score: Raw -960114.048768 + Penalty 4353.361568 = -955760.687200 nChanged 457 SP:Iteration 2F (9540.850000 sec): 3 clusters Score: Raw -960341.211383 + Penalty 4353.361568 = -955987.849815 nChanged 312 SP:Iteration 3Q (9541.080000 sec): 3 clusters Score: Raw -960488.348654 + Penalty 4353.361568 = -956134.987086 nChanged 240 SP:Iteration 4Q (9541.310000 sec): 3 clusters Score: Raw -960594.786137 + Penalty 4353.361568 = -956241.424569 nChanged 197 SP:Iteration 5Q (9541.500000 sec): 3 clusters Score: Raw -960673.889627 + Penalty 4353.361568 = -956320.528059 nChanged 164 SP:Iteration 6Q (9541.700000 sec): 3 clusters Score: Raw -960739.735447 + Penalty 4353.361568 = -956386.373879 nChanged 153 SP:Iteration 7Q (9541.900000 sec): 3 clusters Score: Raw -960797.940513 + Penalty 4353.361568 = -956444.578945 nChanged 136 SP:Iteration 8Q (9542.080000 sec): 3 clusters Score: Raw -960849.773788 + Penalty 4353.361568 = -956496.412220 nChanged 129 SP:Iteration 9Q (9542.320000 sec): 3 clusters Score: Raw -960904.215456 + Penalty 4353.361568 = -956550.853888 nChanged 118 SP:Iteration 10Q (9542.560000 sec): 3 clusters Score: Raw -960951.695692 + Penalty 4353.361568 = -956598.334124 nChanged 110 SP:Iteration 11Q (9542.760000 sec): 3 clusters Score: Raw -960988.242621 + Penalty 4353.361568 = -956634.881053 nChanged 94 SP:Iteration 12Q (9542.980000 sec): 3 clusters Score: Raw -961020.460632 + Penalty 4353.361568 = -956667.099064 nChanged 90 SP:Iteration 13Q (9543.190000 sec): 3 clusters Score: Raw -961053.182127 + Penalty 4353.361568 = -956699.820559 nChanged 103 SP:Iteration 14Q (9543.400000 sec): 3 clusters Score: Raw -961091.583459 + Penalty 4353.361568 = -956738.221891 nChanged 123 SP:Iteration 15Q (9543.610000 sec): 3 clusters Score: Raw -961140.183172 + Penalty 4353.361568 = -956786.821604 nChanged 124 SP:Iteration 16Q (9543.840000 sec): 3 clusters Score: Raw -961188.438689 + Penalty 4353.361568 = -956835.077121 nChanged 142 SP:Iteration 17Q (9544.020000 sec): 3 clusters Score: Raw -961252.392052 + Penalty 4353.361568 = -956899.030484 nChanged 158 SP:Iteration 18Q (9544.240000 sec): 3 clusters Score: Raw -961333.670064 + Penalty 4353.361568 = -956980.308496 nChanged 179 SP:Iteration 19Q (9544.480000 sec): 3 clusters Score: Raw -961422.933897 + Penalty 4353.361568 = -957069.572329 nChanged 170 SP:Iteration 20F (9544.700000 sec): 3 clusters Score: Raw -961515.191936 + Penalty 4353.361568 = -957161.830368 nChanged 167 SP:Iteration 21Q (9544.880000 sec): 3 clusters Score: Raw -961616.668330 + Penalty 4353.361568 = -957263.306762 nChanged 155 SP:Iteration 22Q (9545.090000 sec): 3 clusters Score: Raw -961706.984253 + Penalty 4353.361568 = -957353.622685 nChanged 147 SP:Iteration 23Q (9545.320000 sec): 3 clusters Score: Raw -961794.544726 + Penalty 4353.361568 = -957441.183158 nChanged 138 SP:Iteration 24Q (9545.530000 sec): 3 clusters Score: Raw -961902.591255 + Penalty 4353.361568 = -957549.229687 nChanged 142 SP:Iteration 25Q (9545.780000 sec): 3 clusters Score: Raw -962020.139932 + Penalty 4353.361568 = -957666.778364 nChanged 132 SP:Iteration 26Q (9545.960000 sec): 3 clusters Score: Raw -962120.898501 + Penalty 4353.361568 = -957767.536933 nChanged 82 SP:Iteration 27Q (9546.190000 sec): 3 clusters Score: Raw -962181.299914 + Penalty 4353.361568 = -957827.938346 nChanged 64 SP:Iteration 28Q (9546.460000 sec): 3 clusters Score: Raw -962232.291620 + Penalty 4353.361568 = -957878.930052 nChanged 44 SP:Iteration 29Q (9546.680000 sec): 3 clusters Score: Raw -962263.935626 + Penalty 4353.361568 = -957910.574058 nChanged 33 SP:Iteration 30Q (9546.900000 sec): 3 clusters Score: Raw -962286.898701 + Penalty 4353.361568 = -957933.537133 nChanged 25 SP:Iteration 31Q (9547.100000 sec): 3 clusters Score: Raw -962302.445448 + Penalty 4353.361568 = -957949.083880 nChanged 14 SP:Iteration 32Q (9547.320000 sec): 3 clusters Score: Raw -962310.437282 + Penalty 4353.361568 = -957957.075714 nChanged 11 SP:Iteration 33Q (9547.560000 sec): 3 clusters Score: Raw -962315.674397 + Penalty 4353.361568 = -957962.312829 nChanged 7 SP:Iteration 34Q (9547.790000 sec): 3 clusters Score: Raw -962320.337672 + Penalty 4353.361568 = -957966.976104 nChanged 11 SP:Iteration 35Q (9548.000000 sec): 3 clusters Score: Raw -962327.910009 + Penalty 4353.361568 = -957974.548441 nChanged 11 SP:Iteration 36Q (9548.220000 sec): 3 clusters Score: Raw -962334.937764 + Penalty 4353.361568 = -957981.576196 nChanged 10 SP:Iteration 37Q (9548.420000 sec): 3 clusters Score: Raw -962342.848979 + Penalty 4353.361568 = -957989.487411 nChanged 12 SP:Iteration 38Q (9548.600000 sec): 3 clusters Score: Raw -962352.756648 + Penalty 4353.361568 = -957999.395080 nChanged 16 SP:Iteration 39Q (9548.840000 sec): 3 clusters Score: Raw -962364.505387 + Penalty 4353.361568 = -958011.143819 nChanged 11 SP:Iteration 40F (9549.090000 sec): 3 clusters Score: Raw -962371.104721 + Penalty 4353.361568 = -958017.743153 nChanged 7 SP:Iteration 41Q (9549.290000 sec): 3 clusters Score: Raw -962374.642879 + Penalty 4353.361568 = -958021.281311 nChanged 8 SP:Iteration 42Q (9549.480000 sec): 3 clusters Score: Raw -962379.810457 + Penalty 4353.361568 = -958026.448889 nChanged 4 SP:Iteration 43Q (9549.730000 sec): 3 clusters Score: Raw -962382.426267 + Penalty 4353.361568 = -958029.064699 nChanged 7 SP:Iteration 44Q (9549.950000 sec): 3 clusters Score: Raw -962387.459006 + Penalty 4353.361568 = -958034.097438 nChanged 7 SP:Iteration 45Q (9550.190000 sec): 3 clusters Score: Raw -962391.892793 + Penalty 4353.361568 = -958038.531225 nChanged 3 SP:Iteration 46Q (9550.390000 sec): 3 clusters Score: Raw -962394.618990 + Penalty 4353.361568 = -958041.257422 nChanged 7 SP:Iteration 47Q (9550.610000 sec): 3 clusters Score: Raw -962399.737249 + Penalty 4353.361568 = -958046.375681 nChanged 6 SP:Iteration 48Q (9550.870000 sec): 3 clusters Score: Raw -962401.820441 + Penalty 4353.361568 = -958048.458873 nChanged 2 SP:Iteration 49Q (9551.100000 sec): 3 clusters Score: Raw -962402.726149 + Penalty 4353.361568 = -958049.364581 nChanged 0 SP:Iteration 50F (9551.320000 sec): 3 clusters Score: Raw -962402.726149 + Penalty 4353.361568 = -958049.364581 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9551.400000 sec): 2 clusters Score: Raw -123081.004012 + Penalty 1669.883669 = -121411.120343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9551.610000 sec): 3 clusters Score: Raw -122897.685188 + Penalty 3339.767338 = -119557.917849 nChanged 191 SP:Iteration 1F (9551.770000 sec): 3 clusters Score: Raw -123133.715090 + Penalty 3339.767338 = -119793.947752 nChanged 48 SP:Iteration 2F (9551.980000 sec): 3 clusters Score: Raw -123199.019561 + Penalty 3339.767338 = -119859.252223 nChanged 24 SP:Iteration 3Q (9552.170000 sec): 3 clusters Score: Raw -123233.982543 + Penalty 3339.767338 = -119894.215205 nChanged 10 SP:Iteration 4Q (9552.370000 sec): 3 clusters Score: Raw -123244.499172 + Penalty 3339.767338 = -119904.731834 nChanged 11 SP:Iteration 5Q (9552.520000 sec): 3 clusters Score: Raw -123257.655075 + Penalty 3339.767338 = -119917.887737 nChanged 6 SP:Iteration 6Q (9552.760000 sec): 3 clusters Score: Raw -123265.577286 + Penalty 3339.767338 = -119925.809948 nChanged 3 SP:Iteration 7Q (9552.940000 sec): 3 clusters Score: Raw -123270.128100 + Penalty 3339.767338 = -119930.360762 nChanged 4 SP:Iteration 8Q (9553.130000 sec): 3 clusters Score: Raw -123275.592731 + Penalty 3339.767338 = -119935.825393 nChanged 3 SP:Iteration 9Q (9553.330000 sec): 3 clusters Score: Raw -123291.930355 + Penalty 3339.767338 = -119952.163016 nChanged 8 SP:Iteration 10Q (9553.470000 sec): 3 clusters Score: Raw -123344.603235 + Penalty 3339.767338 = -120004.835897 nChanged 13 SP:Iteration 11Q (9553.700000 sec): 3 clusters Score: Raw -123384.261345 + Penalty 3339.767338 = -120044.494007 nChanged 13 SP:Iteration 12Q (9553.880000 sec): 3 clusters Score: Raw -123405.475849 + Penalty 3339.767338 = -120065.708511 nChanged 8 SP:Iteration 13Q (9554.070000 sec): 3 clusters Score: Raw -123414.587588 + Penalty 3339.767338 = -120074.820250 nChanged 3 SP:Iteration 14Q (9554.220000 sec): 3 clusters Score: Raw -123416.687987 + Penalty 3339.767338 = -120076.920649 nChanged 2 SP:Iteration 15Q (9554.430000 sec): 3 clusters Score: Raw -123419.394450 + Penalty 3339.767338 = -120079.627111 nChanged 1 SP:Iteration 16Q (9554.590000 sec): 3 clusters Score: Raw -123421.035959 + Penalty 3339.767338 = -120081.268621 nChanged 0 SP:Iteration 17F (9554.760000 sec): 3 clusters Score: Raw -123421.035959 + Penalty 3339.767338 = -120081.268621 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9554.860000 sec): 2 clusters Score: Raw -129863.261884 + Penalty 1689.461583 = -128173.800301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9555.100000 sec): 3 clusters Score: Raw -129672.283123 + Penalty 3378.923167 = -126293.359957 nChanged 211 SP:Iteration 1F (9555.280000 sec): 3 clusters Score: Raw -129948.277824 + Penalty 3378.923167 = -126569.354658 nChanged 70 SP:Iteration 2F (9555.490000 sec): 3 clusters Score: Raw -130059.046876 + Penalty 3378.923167 = -126680.123709 nChanged 32 SP:Iteration 3Q (9555.700000 sec): 3 clusters Score: Raw -130101.043095 + Penalty 3378.923167 = -126722.119928 nChanged 18 SP:Iteration 4Q (9555.880000 sec): 3 clusters Score: Raw -130136.403517 + Penalty 3378.923167 = -126757.480350 nChanged 12 SP:Iteration 5Q (9556.070000 sec): 3 clusters Score: Raw -130153.511457 + Penalty 3378.923167 = -126774.588291 nChanged 5 SP:Iteration 6Q (9556.260000 sec): 3 clusters Score: Raw -130159.120633 + Penalty 3378.923167 = -126780.197466 nChanged 3 SP:Iteration 7Q (9556.430000 sec): 3 clusters Score: Raw -130167.178464 + Penalty 3378.923167 = -126788.255297 nChanged 6 SP:Iteration 8Q (9556.600000 sec): 3 clusters Score: Raw -130175.665267 + Penalty 3378.923167 = -126796.742100 nChanged 1 SP:Iteration 9Q (9556.780000 sec): 3 clusters Score: Raw -130177.287518 + Penalty 3378.923167 = -126798.364351 nChanged 1 SP:Iteration 10Q (9557.020000 sec): 3 clusters Score: Raw -130180.089476 + Penalty 3378.923167 = -126801.166309 nChanged 2 SP:Iteration 11Q (9557.190000 sec): 3 clusters Score: Raw -130182.113794 + Penalty 3378.923167 = -126803.190628 nChanged 1 SP:Iteration 12Q (9557.360000 sec): 3 clusters Score: Raw -130183.469112 + Penalty 3378.923167 = -126804.545946 nChanged 1 SP:Iteration 13Q (9557.530000 sec): 3 clusters Score: Raw -130184.667692 + Penalty 3378.923167 = -126805.744526 nChanged 1 SP:Iteration 14Q (9557.680000 sec): 3 clusters Score: Raw -130186.072670 + Penalty 3378.923167 = -126807.149503 nChanged 0 SP:Iteration 15F (9557.880000 sec): 3 clusters Score: Raw -130186.072670 + Penalty 3378.923167 = -126807.149503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9558.000000 sec): 2 clusters Score: Raw -23489.857882 + Penalty 1289.227264 = -22200.630618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9558.200000 sec): 3 clusters Score: Raw -23771.809848 + Penalty 2578.454528 = -21193.355320 nChanged 13 SP:Iteration 1F (9558.360000 sec): 3 clusters Score: Raw -23826.972802 + Penalty 2578.454528 = -21248.518275 nChanged 2 SP:Iteration 2Q (9558.540000 sec): 3 clusters Score: Raw -23834.724030 + Penalty 2578.454528 = -21256.269502 nChanged 0 SP:Iteration 3F (9558.720000 sec): 3 clusters Score: Raw -23834.724030 + Penalty 2578.454528 = -21256.269502 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 14 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9558.830000 sec): 2 clusters Score: Raw -39965.720326 + Penalty 1425.849461 = -38539.870866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9559.090000 sec): 3 clusters Score: Raw -40254.578925 + Penalty 2851.698921 = -37402.880004 nChanged 46 SP:Iteration 1F (9559.320000 sec): 3 clusters Score: Raw -40381.674946 + Penalty 2851.698921 = -37529.976025 nChanged 16 SP:Iteration 2F (9559.500000 sec): 3 clusters Score: Raw -40439.239325 + Penalty 2851.698921 = -37587.540404 nChanged 10 SP:Iteration 3Q (9559.660000 sec): 3 clusters Score: Raw -40468.689915 + Penalty 2851.698921 = -37616.990994 nChanged 3 SP:Iteration 4Q (9559.860000 sec): 3 clusters Score: Raw -40475.294570 + Penalty 2851.698921 = -37623.595649 nChanged 2 SP:Iteration 5Q (9560.040000 sec): 3 clusters Score: Raw -40484.087250 + Penalty 2851.698921 = -37632.388329 nChanged 2 SP:Iteration 6Q (9560.250000 sec): 3 clusters Score: Raw -40492.015655 + Penalty 2851.698921 = -37640.316734 nChanged 2 SP:Iteration 7Q (9560.410000 sec): 3 clusters Score: Raw -40499.771032 + Penalty 2851.698921 = -37648.072111 nChanged 0 SP:Iteration 8F (9560.620000 sec): 3 clusters Score: Raw -40499.771032 + Penalty 2851.698921 = -37648.072111 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9560.720000 sec): 2 clusters Score: Raw -29160.708452 + Penalty 1345.387604 = -27815.320847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9560.830000 sec): 3 clusters Score: Raw -29455.062869 + Penalty 2690.775209 = -26764.287660 nChanged 27 SP:Iteration 1F (9560.990000 sec): 3 clusters Score: Raw -29544.441562 + Penalty 2690.775209 = -26853.666353 nChanged 9 SP:Iteration 2Q (9561.140000 sec): 3 clusters Score: Raw -29591.979294 + Penalty 2690.775209 = -26901.204086 nChanged 3 SP:Iteration 3Q (9561.300000 sec): 3 clusters Score: Raw -29601.551486 + Penalty 2690.775209 = -26910.776277 nChanged 0 SP:Iteration 4F (9561.520000 sec): 3 clusters Score: Raw -29601.551486 + Penalty 2690.775209 = -26910.776277 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9561.630000 sec): 2 clusters Score: Raw -144994.447120 + Penalty 1719.005008 = -143275.442112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9561.790000 sec): 3 clusters Score: Raw -144729.676673 + Penalty 3438.010016 = -141291.666658 nChanged 251 SP:Iteration 1F (9561.980000 sec): 3 clusters Score: Raw -145002.958369 + Penalty 3438.010016 = -141564.948353 nChanged 52 SP:Iteration 2F (9562.170000 sec): 3 clusters Score: Raw -145083.666769 + Penalty 3438.010016 = -141645.656753 nChanged 39 SP:Iteration 3Q (9562.360000 sec): 3 clusters Score: Raw -145138.206165 + Penalty 3438.010016 = -141700.196149 nChanged 23 SP:Iteration 4Q (9562.560000 sec): 3 clusters Score: Raw -145168.872376 + Penalty 3438.010016 = -141730.862360 nChanged 20 SP:Iteration 5Q (9562.780000 sec): 3 clusters Score: Raw -145201.042495 + Penalty 3438.010016 = -141763.032479 nChanged 16 SP:Iteration 6Q (9562.940000 sec): 3 clusters Score: Raw -145226.004491 + Penalty 3438.010016 = -141787.994475 nChanged 13 SP:Iteration 7Q (9563.110000 sec): 3 clusters Score: Raw -145249.299307 + Penalty 3438.010016 = -141811.289292 nChanged 14 SP:Iteration 8Q (9563.340000 sec): 3 clusters Score: Raw -145268.070648 + Penalty 3438.010016 = -141830.060633 nChanged 10 SP:Iteration 9Q (9563.480000 sec): 3 clusters Score: Raw -145280.200583 + Penalty 3438.010016 = -141842.190567 nChanged 7 SP:Iteration 10Q (9563.680000 sec): 3 clusters Score: Raw -145288.995680 + Penalty 3438.010016 = -141850.985664 nChanged 5 SP:Iteration 11Q (9563.940000 sec): 3 clusters Score: Raw -145295.753875 + Penalty 3438.010016 = -141857.743859 nChanged 10 SP:Iteration 12Q (9564.060000 sec): 3 clusters Score: Raw -145314.171434 + Penalty 3438.010016 = -141876.161418 nChanged 9 SP:Iteration 13Q (9564.300000 sec): 3 clusters Score: Raw -145325.507398 + Penalty 3438.010016 = -141887.497383 nChanged 5 SP:Iteration 14Q (9564.500000 sec): 3 clusters Score: Raw -145333.447442 + Penalty 3438.010016 = -141895.437426 nChanged 3 SP:Iteration 15Q (9564.650000 sec): 3 clusters Score: Raw -145337.478790 + Penalty 3438.010016 = -141899.468775 nChanged 3 SP:Iteration 16Q (9564.820000 sec): 3 clusters Score: Raw -145344.901419 + Penalty 3438.010016 = -141906.891404 nChanged 7 SP:Iteration 17Q (9565.020000 sec): 3 clusters Score: Raw -145357.861613 + Penalty 3438.010016 = -141919.851598 nChanged 5 SP:Iteration 18Q (9565.220000 sec): 3 clusters Score: Raw -145366.520092 + Penalty 3438.010016 = -141928.510077 nChanged 4 SP:Iteration 19Q (9565.380000 sec): 3 clusters Score: Raw -145371.142052 + Penalty 3438.010016 = -141933.132036 nChanged 2 SP:Iteration 20F (9565.600000 sec): 3 clusters Score: Raw -145376.672584 + Penalty 3438.010016 = -141938.662569 nChanged 1 SP:Iteration 21Q (9565.780000 sec): 3 clusters Score: Raw -145378.077762 + Penalty 3438.010016 = -141940.067747 nChanged 1 SP:Iteration 22Q (9566.010000 sec): 3 clusters Score: Raw -145380.578655 + Penalty 3438.010016 = -141942.568640 nChanged 1 SP:Iteration 23Q (9566.200000 sec): 3 clusters Score: Raw -145382.916157 + Penalty 3438.010016 = -141944.906141 nChanged 3 SP:Iteration 24Q (9566.430000 sec): 3 clusters Score: Raw -145390.078750 + Penalty 3438.010016 = -141952.068734 nChanged 2 SP:Iteration 25Q (9566.610000 sec): 3 clusters Score: Raw -145392.486694 + Penalty 3438.010016 = -141954.476678 nChanged 0 SP:Iteration 26F (9566.830000 sec): 3 clusters Score: Raw -145392.486694 + Penalty 3438.010016 = -141954.476678 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (16667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9567.060000 sec): 2 clusters Score: Raw -2509996.046616 + Penalty 2410.854127 = -2507585.192490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9567.330000 sec): 3 clusters Score: Raw -2500527.449237 + Penalty 4821.708254 = -2495705.740983 nChanged 7197 SP:Iteration 1F (9567.650000 sec): 3 clusters Score: Raw -2504354.524895 + Penalty 4821.708254 = -2499532.816641 nChanged 939 SP:Iteration 2F (9567.930000 sec): 3 clusters Score: Raw -2504740.414312 + Penalty 4821.708254 = -2499918.706058 nChanged 823 SP:Iteration 3Q (9568.260000 sec): 3 clusters Score: Raw -2505069.756403 + Penalty 4821.708254 = -2500248.048149 nChanged 715 SP:Iteration 4Q (9568.580000 sec): 3 clusters Score: Raw -2505349.353911 + Penalty 4821.708254 = -2500527.645658 nChanged 593 SP:Iteration 5Q (9568.870000 sec): 3 clusters Score: Raw -2505628.905763 + Penalty 4821.708254 = -2500807.197509 nChanged 581 SP:Iteration 6Q (9569.180000 sec): 3 clusters Score: Raw -2505932.660694 + Penalty 4821.708254 = -2501110.952440 nChanged 596 SP:Iteration 7Q (9569.480000 sec): 3 clusters Score: Raw -2506245.252362 + Penalty 4821.708254 = -2501423.544108 nChanged 610 SP:Iteration 8Q (9569.810000 sec): 3 clusters Score: Raw -2506561.273573 + Penalty 4821.708254 = -2501739.565319 nChanged 657 SP:Iteration 9Q (9570.100000 sec): 3 clusters Score: Raw -2506955.005502 + Penalty 4821.708254 = -2502133.297249 nChanged 661 SP:Iteration 10Q (9570.440000 sec): 3 clusters Score: Raw -2507350.276244 + Penalty 4821.708254 = -2502528.567990 nChanged 705 SP:Iteration 11Q (9570.710000 sec): 3 clusters Score: Raw -2507745.931723 + Penalty 4821.708254 = -2502924.223469 nChanged 641 SP:Iteration 12Q (9571.020000 sec): 3 clusters Score: Raw -2508082.425242 + Penalty 4821.708254 = -2503260.716988 nChanged 551 SP:Iteration 13Q (9571.290000 sec): 3 clusters Score: Raw -2508351.461830 + Penalty 4821.708254 = -2503529.753576 nChanged 483 SP:Iteration 14Q (9571.570000 sec): 3 clusters Score: Raw -2508548.035966 + Penalty 4821.708254 = -2503726.327712 nChanged 406 SP:Iteration 15Q (9571.860000 sec): 3 clusters Score: Raw -2508683.441274 + Penalty 4821.708254 = -2503861.733020 nChanged 296 SP:Iteration 16Q (9572.140000 sec): 3 clusters Score: Raw -2508778.964739 + Penalty 4821.708254 = -2503957.256485 nChanged 211 SP:Iteration 17Q (9572.440000 sec): 3 clusters Score: Raw -2508836.441633 + Penalty 4821.708254 = -2504014.733379 nChanged 144 SP:Iteration 18Q (9572.700000 sec): 3 clusters Score: Raw -2508865.581480 + Penalty 4821.708254 = -2504043.873226 nChanged 117 SP:Iteration 19Q (9572.960000 sec): 3 clusters Score: Raw -2508890.087605 + Penalty 4821.708254 = -2504068.379351 nChanged 102 SP:Iteration 20F (9573.240000 sec): 3 clusters Score: Raw -2508907.898512 + Penalty 4821.708254 = -2504086.190259 nChanged 92 SP:Iteration 21Q (9573.560000 sec): 3 clusters Score: Raw -2508926.478488 + Penalty 4821.708254 = -2504104.770234 nChanged 95 SP:Iteration 22Q (9573.840000 sec): 3 clusters Score: Raw -2508943.674661 + Penalty 4821.708254 = -2504121.966407 nChanged 84 SP:Iteration 23Q (9574.100000 sec): 3 clusters Score: Raw -2508958.677174 + Penalty 4821.708254 = -2504136.968920 nChanged 61 SP:Iteration 24Q (9574.440000 sec): 3 clusters Score: Raw -2508968.783095 + Penalty 4821.708254 = -2504147.074841 nChanged 62 SP:Iteration 25Q (9574.750000 sec): 3 clusters Score: Raw -2508980.706954 + Penalty 4821.708254 = -2504158.998700 nChanged 76 SP:Iteration 26Q (9574.960000 sec): 3 clusters Score: Raw -2508993.931182 + Penalty 4821.708254 = -2504172.222928 nChanged 75 SP:Iteration 27Q (9575.240000 sec): 3 clusters Score: Raw -2509004.431385 + Penalty 4821.708254 = -2504182.723131 nChanged 53 SP:Iteration 28Q (9575.500000 sec): 3 clusters Score: Raw -2509011.930375 + Penalty 4821.708254 = -2504190.222121 nChanged 42 SP:Iteration 29Q (9575.760000 sec): 3 clusters Score: Raw -2509017.485722 + Penalty 4821.708254 = -2504195.777469 nChanged 30 SP:Iteration 30Q (9576.110000 sec): 3 clusters Score: Raw -2509021.220285 + Penalty 4821.708254 = -2504199.512031 nChanged 33 SP:Iteration 31Q (9576.340000 sec): 3 clusters Score: Raw -2509026.365069 + Penalty 4821.708254 = -2504204.656816 nChanged 35 SP:Iteration 32Q (9576.600000 sec): 3 clusters Score: Raw -2509032.440461 + Penalty 4821.708254 = -2504210.732207 nChanged 46 SP:Iteration 33Q (9576.880000 sec): 3 clusters Score: Raw -2509038.665008 + Penalty 4821.708254 = -2504216.956754 nChanged 39 SP:Iteration 34Q (9577.130000 sec): 3 clusters Score: Raw -2509043.962205 + Penalty 4821.708254 = -2504222.253951 nChanged 35 SP:Iteration 35Q (9577.410000 sec): 3 clusters Score: Raw -2509048.141783 + Penalty 4821.708254 = -2504226.433529 nChanged 27 SP:Iteration 36Q (9577.730000 sec): 3 clusters Score: Raw -2509051.980057 + Penalty 4821.708254 = -2504230.271803 nChanged 27 SP:Iteration 37Q (9578.060000 sec): 3 clusters Score: Raw -2509056.104269 + Penalty 4821.708254 = -2504234.396015 nChanged 30 SP:Iteration 38Q (9578.340000 sec): 3 clusters Score: Raw -2509059.583809 + Penalty 4821.708254 = -2504237.875555 nChanged 25 SP:Iteration 39Q (9578.610000 sec): 3 clusters Score: Raw -2509062.377390 + Penalty 4821.708254 = -2504240.669136 nChanged 23 SP:Iteration 40F (9578.960000 sec): 3 clusters Score: Raw -2509064.606562 + Penalty 4821.708254 = -2504242.898309 nChanged 17 SP:Iteration 41Q (9579.270000 sec): 3 clusters Score: Raw -2509066.374697 + Penalty 4821.708254 = -2504244.666443 nChanged 17 SP:Iteration 42Q (9579.580000 sec): 3 clusters Score: Raw -2509068.480135 + Penalty 4821.708254 = -2504246.771882 nChanged 19 SP:Iteration 43Q (9579.870000 sec): 3 clusters Score: Raw -2509070.690020 + Penalty 4821.708254 = -2504248.981766 nChanged 18 SP:Iteration 44Q (9580.150000 sec): 3 clusters Score: Raw -2509072.567441 + Penalty 4821.708254 = -2504250.859187 nChanged 17 SP:Iteration 45Q (9580.490000 sec): 3 clusters Score: Raw -2509074.657071 + Penalty 4821.708254 = -2504252.948817 nChanged 16 SP:Iteration 46Q (9580.760000 sec): 3 clusters Score: Raw -2509076.004038 + Penalty 4821.708254 = -2504254.295784 nChanged 10 SP:Iteration 47Q (9581.110000 sec): 3 clusters Score: Raw -2509077.002670 + Penalty 4821.708254 = -2504255.294417 nChanged 8 SP:Iteration 48Q (9581.380000 sec): 3 clusters Score: Raw -2509078.094308 + Penalty 4821.708254 = -2504256.386055 nChanged 4 SP:Iteration 49Q (9581.680000 sec): 3 clusters Score: Raw -2509078.513701 + Penalty 4821.708254 = -2504256.805447 nChanged 5 SP:Iteration 50Q (9581.990000 sec): 3 clusters Score: Raw -2509078.890301 + Penalty 4821.708254 = -2504257.182047 nChanged 5 SP:Iteration 51Q (9582.300000 sec): 3 clusters Score: Raw -2509079.373460 + Penalty 4821.708254 = -2504257.665206 nChanged 6 SP:Iteration 52Q (9582.640000 sec): 3 clusters Score: Raw -2509079.707636 + Penalty 4821.708254 = -2504257.999382 nChanged 3 SP:Iteration 53Q (9582.920000 sec): 3 clusters Score: Raw -2509079.900353 + Penalty 4821.708254 = -2504258.192100 nChanged 2 SP:Iteration 54Q (9583.270000 sec): 3 clusters Score: Raw -2509080.084051 + Penalty 4821.708254 = -2504258.375797 nChanged 4 SP:Iteration 55Q (9583.600000 sec): 3 clusters Score: Raw -2509080.349833 + Penalty 4821.708254 = -2504258.641579 nChanged 1 SP:Iteration 56Q (9583.890000 sec): 3 clusters Score: Raw -2509080.401815 + Penalty 4821.708254 = -2504258.693561 nChanged 1 SP:Iteration 57Q (9584.180000 sec): 3 clusters Score: Raw -2509080.451867 + Penalty 4821.708254 = -2504258.743613 nChanged 1 SP:Iteration 58Q (9584.490000 sec): 3 clusters Score: Raw -2509080.506031 + Penalty 4821.708254 = -2504258.797777 nChanged 1 SP:Iteration 59Q (9584.770000 sec): 3 clusters Score: Raw -2509080.606506 + Penalty 4821.708254 = -2504258.898252 nChanged 1 SP:Iteration 60F (9585.090000 sec): 3 clusters Score: Raw -2509080.680394 + Penalty 4821.708254 = -2504258.972140 nChanged 1 SP:Iteration 61Q (9585.340000 sec): 3 clusters Score: Raw -2509080.732768 + Penalty 4821.708254 = -2504259.024514 nChanged 0 SP:Iteration 62F (9585.660000 sec): 3 clusters Score: Raw -2509080.732768 + Penalty 4821.708254 = -2504259.024514 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 18 (1451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9585.780000 sec): 2 clusters Score: Raw -206978.723264 + Penalty 1805.442047 = -205173.281217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9585.990000 sec): 3 clusters Score: Raw -206525.506633 + Penalty 3610.884093 = -202914.622540 nChanged 421 SP:Iteration 1F (9586.200000 sec): 3 clusters Score: Raw -206931.623412 + Penalty 3610.884093 = -203320.739319 nChanged 115 SP:Iteration 2F (9586.340000 sec): 3 clusters Score: Raw -207120.583263 + Penalty 3610.884093 = -203509.699170 nChanged 85 SP:Iteration 3F (9586.500000 sec): 3 clusters Score: Raw -207307.510680 + Penalty 3610.884093 = -203696.626586 nChanged 83 SP:Iteration 4F (9586.730000 sec): 3 clusters Score: Raw -207550.616713 + Penalty 3610.884093 = -203939.732620 nChanged 86 SP:Iteration 5F (9586.920000 sec): 3 clusters Score: Raw -207816.248343 + Penalty 3610.884093 = -204205.364249 nChanged 87 SP:Iteration 6F (9587.170000 sec): 3 clusters Score: Raw -208117.009636 + Penalty 3610.884093 = -204506.125543 nChanged 89 SP:Iteration 7F (9587.430000 sec): 3 clusters Score: Raw -208422.229364 + Penalty 3610.884093 = -204811.345270 nChanged 71 SP:Iteration 8Q (9587.630000 sec): 3 clusters Score: Raw -208691.360388 + Penalty 3610.884093 = -205080.476294 nChanged 52 SP:Iteration 9Q (9587.910000 sec): 3 clusters Score: Raw -208850.624908 + Penalty 3610.884093 = -205239.740814 nChanged 32 SP:Iteration 10Q (9588.140000 sec): 3 clusters Score: Raw -208945.336614 + Penalty 3610.884093 = -205334.452521 nChanged 17 SP:Iteration 11Q (9588.380000 sec): 3 clusters Score: Raw -208969.901241 + Penalty 3610.884093 = -205359.017148 nChanged 4 SP:Iteration 12Q (9588.610000 sec): 3 clusters Score: Raw -208975.552040 + Penalty 3610.884093 = -205364.667947 nChanged 5 SP:Iteration 13Q (9588.800000 sec): 3 clusters Score: Raw -208980.311608 + Penalty 3610.884093 = -205369.427514 nChanged 3 SP:Iteration 14Q (9589.080000 sec): 3 clusters Score: Raw -208983.565119 + Penalty 3610.884093 = -205372.681026 nChanged 1 SP:Iteration 15Q (9589.310000 sec): 3 clusters Score: Raw -208983.978436 + Penalty 3610.884093 = -205373.094343 nChanged 1 SP:Iteration 16Q (9589.580000 sec): 3 clusters Score: Raw -208984.713201 + Penalty 3610.884093 = -205373.829108 nChanged 0 SP:Iteration 17F (9589.790000 sec): 3 clusters Score: Raw -208984.713201 + Penalty 3610.884093 = -205373.829108 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 19 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9589.970000 sec): 2 clusters Score: Raw -109210.432431 + Penalty 1645.389073 = -107565.043358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9590.170000 sec): 3 clusters Score: Raw -109086.934743 + Penalty 3290.778145 = -105796.156597 nChanged 153 SP:Iteration 1F (9590.410000 sec): 3 clusters Score: Raw -109303.474872 + Penalty 3290.778145 = -106012.696727 nChanged 39 SP:Iteration 2F (9590.580000 sec): 3 clusters Score: Raw -109367.754681 + Penalty 3290.778145 = -106076.976536 nChanged 16 SP:Iteration 3Q (9590.830000 sec): 3 clusters Score: Raw -109395.987795 + Penalty 3290.778145 = -106105.209650 nChanged 9 SP:Iteration 4Q (9591.050000 sec): 3 clusters Score: Raw -109411.960254 + Penalty 3290.778145 = -106121.182108 nChanged 4 SP:Iteration 5Q (9591.260000 sec): 3 clusters Score: Raw -109415.439477 + Penalty 3290.778145 = -106124.661331 nChanged 2 SP:Iteration 6Q (9591.520000 sec): 3 clusters Score: Raw -109417.553909 + Penalty 3290.778145 = -106126.775763 nChanged 1 SP:Iteration 7Q (9591.770000 sec): 3 clusters Score: Raw -109418.559009 + Penalty 3290.778145 = -106127.780863 nChanged 1 SP:Iteration 8Q (9591.960000 sec): 3 clusters Score: Raw -109420.655186 + Penalty 3290.778145 = -106129.877040 nChanged 0 SP:Iteration 9F (9592.150000 sec): 3 clusters Score: Raw -109420.655186 + Penalty 3290.778145 = -106129.877040 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (3051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9592.300000 sec): 2 clusters Score: Raw -452806.291046 + Penalty 1989.759722 = -450816.531324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9592.550000 sec): 3 clusters Score: Raw -451512.933922 + Penalty 3979.519444 = -447533.414478 nChanged 1029 SP:Iteration 1F (9592.780000 sec): 3 clusters Score: Raw -452168.151003 + Penalty 3979.519444 = -448188.631559 nChanged 238 SP:Iteration 2F (9592.940000 sec): 3 clusters Score: Raw -452324.301463 + Penalty 3979.519444 = -448344.782019 nChanged 136 SP:Iteration 3Q (9593.150000 sec): 3 clusters Score: Raw -452420.290624 + Penalty 3979.519444 = -448440.771180 nChanged 98 SP:Iteration 4Q (9593.420000 sec): 3 clusters Score: Raw -452479.526753 + Penalty 3979.519444 = -448500.007309 nChanged 65 SP:Iteration 5Q (9593.720000 sec): 3 clusters Score: Raw -452513.412273 + Penalty 3979.519444 = -448533.892829 nChanged 51 SP:Iteration 6Q (9593.980000 sec): 3 clusters Score: Raw -452535.508481 + Penalty 3979.519444 = -448555.989037 nChanged 27 SP:Iteration 7Q (9594.230000 sec): 3 clusters Score: Raw -452547.442654 + Penalty 3979.519444 = -448567.923210 nChanged 19 SP:Iteration 8Q (9594.430000 sec): 3 clusters Score: Raw -452558.676593 + Penalty 3979.519444 = -448579.157149 nChanged 17 SP:Iteration 9Q (9594.660000 sec): 3 clusters Score: Raw -452566.632796 + Penalty 3979.519444 = -448587.113353 nChanged 19 SP:Iteration 10Q (9594.850000 sec): 3 clusters Score: Raw -452573.092094 + Penalty 3979.519444 = -448593.572650 nChanged 8 SP:Iteration 11Q (9595.070000 sec): 3 clusters Score: Raw -452575.295537 + Penalty 3979.519444 = -448595.776093 nChanged 6 SP:Iteration 12Q (9595.210000 sec): 3 clusters Score: Raw -452577.722669 + Penalty 3979.519444 = -448598.203225 nChanged 5 SP:Iteration 13Q (9595.430000 sec): 3 clusters Score: Raw -452578.715258 + Penalty 3979.519444 = -448599.195815 nChanged 4 SP:Iteration 14Q (9595.680000 sec): 3 clusters Score: Raw -452580.932408 + Penalty 3979.519444 = -448601.412965 nChanged 5 SP:Iteration 15Q (9595.880000 sec): 3 clusters Score: Raw -452582.423603 + Penalty 3979.519444 = -448602.904159 nChanged 7 SP:Iteration 16Q (9596.100000 sec): 3 clusters Score: Raw -452585.485611 + Penalty 3979.519444 = -448605.966168 nChanged 5 SP:Iteration 17Q (9596.340000 sec): 3 clusters Score: Raw -452587.313832 + Penalty 3979.519444 = -448607.794388 nChanged 5 SP:Iteration 18Q (9596.520000 sec): 3 clusters Score: Raw -452588.339985 + Penalty 3979.519444 = -448608.820541 nChanged 7 SP:Iteration 19Q (9596.660000 sec): 3 clusters Score: Raw -452590.885789 + Penalty 3979.519444 = -448611.366346 nChanged 9 SP:Iteration 20F (9596.840000 sec): 3 clusters Score: Raw -452594.291941 + Penalty 3979.519444 = -448614.772498 nChanged 8 SP:Iteration 21Q (9597.010000 sec): 3 clusters Score: Raw -452597.149853 + Penalty 3979.519444 = -448617.630410 nChanged 6 SP:Iteration 22Q (9597.220000 sec): 3 clusters Score: Raw -452602.306217 + Penalty 3979.519444 = -448622.786773 nChanged 13 SP:Iteration 23Q (9597.460000 sec): 3 clusters Score: Raw -452608.541902 + Penalty 3979.519444 = -448629.022458 nChanged 10 SP:Iteration 24Q (9597.650000 sec): 3 clusters Score: Raw -452612.320485 + Penalty 3979.519444 = -448632.801041 nChanged 6 SP:Iteration 25Q (9597.840000 sec): 3 clusters Score: Raw -452614.296225 + Penalty 3979.519444 = -448634.776781 nChanged 5 SP:Iteration 26Q (9598.030000 sec): 3 clusters Score: Raw -452616.220562 + Penalty 3979.519444 = -448636.701119 nChanged 5 SP:Iteration 27Q (9598.240000 sec): 3 clusters Score: Raw -452618.017912 + Penalty 3979.519444 = -448638.498468 nChanged 3 SP:Iteration 28Q (9598.460000 sec): 3 clusters Score: Raw -452618.578404 + Penalty 3979.519444 = -448639.058960 nChanged 2 SP:Iteration 29Q (9598.680000 sec): 3 clusters Score: Raw -452619.171668 + Penalty 3979.519444 = -448639.652224 nChanged 3 SP:Iteration 30Q (9598.880000 sec): 3 clusters Score: Raw -452620.738955 + Penalty 3979.519444 = -448641.219511 nChanged 2 SP:Iteration 31Q (9599.110000 sec): 3 clusters Score: Raw -452621.621703 + Penalty 3979.519444 = -448642.102260 nChanged 1 SP:Iteration 32Q (9599.280000 sec): 3 clusters Score: Raw -452621.861501 + Penalty 3979.519444 = -448642.342057 nChanged 0 SP:Iteration 33F (9599.510000 sec): 3 clusters Score: Raw -452621.861501 + Penalty 3979.519444 = -448642.342057 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 21 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9599.580000 sec): 2 clusters Score: Raw -33930.068279 + Penalty 1380.001061 = -32550.067218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9599.820000 sec): 3 clusters Score: Raw -34122.962904 + Penalty 2760.002122 = -31362.960781 nChanged 31 SP:Iteration 1F (9600.030000 sec): 3 clusters Score: Raw -34267.048646 + Penalty 2760.002122 = -31507.046524 nChanged 10 SP:Iteration 2Q (9600.250000 sec): 3 clusters Score: Raw -34308.525896 + Penalty 2760.002122 = -31548.523774 nChanged 5 SP:Iteration 3Q (9600.470000 sec): 3 clusters Score: Raw -34329.830139 + Penalty 2760.002122 = -31569.828017 nChanged 2 SP:Iteration 4Q (9600.660000 sec): 3 clusters Score: Raw -34341.250148 + Penalty 2760.002122 = -31581.248026 nChanged 3 SP:Iteration 5Q (9600.870000 sec): 3 clusters Score: Raw -34358.687909 + Penalty 2760.002122 = -31598.685787 nChanged 4 SP:Iteration 6Q (9601.060000 sec): 3 clusters Score: Raw -34377.397044 + Penalty 2760.002122 = -31617.394922 nChanged 2 SP:Iteration 7Q (9601.220000 sec): 3 clusters Score: Raw -34380.320197 + Penalty 2760.002122 = -31620.318075 nChanged 0 SP:Iteration 8F (9601.400000 sec): 3 clusters Score: Raw -34380.320197 + Penalty 2760.002122 = -31620.318075 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 22 (74193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9601.980000 sec): 2 clusters Score: Raw -11157320.585307 + Penalty 2781.177421 = -11154539.407886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9602.620000 sec): 3 clusters Score: Raw -11110375.786284 + Penalty 5562.354842 = -11104813.431442 nChanged 34688 SP:Iteration 1F (9603.260000 sec): 3 clusters Score: Raw -11129851.933541 + Penalty 5562.354842 = -11124289.578699 nChanged 2684 SP:Iteration 2Q (9603.890000 sec): 3 clusters Score: Raw -11130601.517679 + Penalty 5562.354842 = -11125039.162837 nChanged 2705 SP:Iteration 3Q (9604.500000 sec): 3 clusters Score: Raw -11131479.018135 + Penalty 5562.354842 = -11125916.663292 nChanged 2984 SP:Iteration 4Q (9605.120000 sec): 3 clusters Score: Raw -11132571.738240 + Penalty 5562.354842 = -11127009.383398 nChanged 3460 SP:Iteration 5Q (9605.790000 sec): 3 clusters Score: Raw -11134037.763121 + Penalty 5562.354842 = -11128475.408278 nChanged 4129 SP:Iteration 6F (9606.420000 sec): 3 clusters Score: Raw -11136121.227379 + Penalty 5562.354842 = -11130558.872537 nChanged 4959 SP:Iteration 7F (9607.040000 sec): 3 clusters Score: Raw -11139060.906245 + Penalty 5562.354842 = -11133498.551402 nChanged 5324 SP:Iteration 8F (9607.670000 sec): 3 clusters Score: Raw -11142499.431986 + Penalty 5562.354842 = -11136937.077144 nChanged 5012 SP:Iteration 9F (9608.280000 sec): 3 clusters Score: Raw -11145841.858005 + Penalty 5562.354842 = -11140279.503163 nChanged 4127 SP:Iteration 10F (9608.900000 sec): 3 clusters Score: Raw -11148647.685676 + Penalty 5562.354842 = -11143085.330834 nChanged 3246 SP:Iteration 11Q (9609.490000 sec): 3 clusters Score: Raw -11151150.314252 + Penalty 5562.354842 = -11145587.959410 nChanged 2544 SP:Iteration 12Q (9610.140000 sec): 3 clusters Score: Raw -11153518.107788 + Penalty 5562.354842 = -11147955.752946 nChanged 1815 SP:Iteration 13Q (9610.760000 sec): 3 clusters Score: Raw -11155252.960337 + Penalty 5562.354842 = -11149690.605495 nChanged 1218 SP:Iteration 14Q (9611.370000 sec): 3 clusters Score: Raw -11156187.897826 + Penalty 5562.354842 = -11150625.542984 nChanged 939 SP:Iteration 15Q (9612.050000 sec): 3 clusters Score: Raw -11156816.225752 + Penalty 5562.354842 = -11151253.870909 nChanged 696 SP:Iteration 16Q (9612.600000 sec): 3 clusters Score: Raw -11157252.768314 + Penalty 5562.354842 = -11151690.413472 nChanged 563 SP:Iteration 17Q (9613.160000 sec): 3 clusters Score: Raw -11157556.691387 + Penalty 5562.354842 = -11151994.336545 nChanged 434 SP:Iteration 18Q (9613.710000 sec): 3 clusters Score: Raw -11157735.769095 + Penalty 5562.354842 = -11152173.414253 nChanged 348 SP:Iteration 19Q (9614.250000 sec): 3 clusters Score: Raw -11157874.881209 + Penalty 5562.354842 = -11152312.526367 nChanged 304 SP:Iteration 20F (9614.840000 sec): 3 clusters Score: Raw -11157979.584037 + Penalty 5562.354842 = -11152417.229195 nChanged 260 SP:Iteration 21Q (9615.320000 sec): 3 clusters Score: Raw -11158056.193254 + Penalty 5562.354842 = -11152493.838412 nChanged 210 SP:Iteration 22Q (9615.840000 sec): 3 clusters Score: Raw -11158107.120578 + Penalty 5562.354842 = -11152544.765735 nChanged 169 SP:Iteration 23Q (9616.340000 sec): 3 clusters Score: Raw -11158146.411224 + Penalty 5562.354842 = -11152584.056381 nChanged 141 SP:Iteration 24Q (9616.900000 sec): 3 clusters Score: Raw -11158177.237779 + Penalty 5562.354842 = -11152614.882937 nChanged 125 SP:Iteration 25Q (9617.450000 sec): 3 clusters Score: Raw -11158203.281422 + Penalty 5562.354842 = -11152640.926580 nChanged 106 SP:Iteration 26Q (9617.970000 sec): 3 clusters Score: Raw -11158224.611049 + Penalty 5562.354842 = -11152662.256207 nChanged 82 SP:Iteration 27Q (9618.460000 sec): 3 clusters Score: Raw -11158240.440987 + Penalty 5562.354842 = -11152678.086145 nChanged 80 SP:Iteration 28Q (9618.970000 sec): 3 clusters Score: Raw -11158256.103828 + Penalty 5562.354842 = -11152693.748986 nChanged 79 SP:Iteration 29Q (9619.580000 sec): 3 clusters Score: Raw -11158270.627306 + Penalty 5562.354842 = -11152708.272463 nChanged 72 SP:Iteration 30Q (9620.160000 sec): 3 clusters Score: Raw -11158283.446265 + Penalty 5562.354842 = -11152721.091423 nChanged 57 SP:Iteration 31Q (9620.690000 sec): 3 clusters Score: Raw -11158294.175420 + Penalty 5562.354842 = -11152731.820578 nChanged 59 SP:Iteration 32Q (9621.230000 sec): 3 clusters Score: Raw -11158302.401243 + Penalty 5562.354842 = -11152740.046401 nChanged 40 SP:Iteration 33Q (9621.770000 sec): 3 clusters Score: Raw -11158307.529250 + Penalty 5562.354842 = -11152745.174407 nChanged 33 SP:Iteration 34Q (9622.310000 sec): 3 clusters Score: Raw -11158311.877277 + Penalty 5562.354842 = -11152749.522435 nChanged 25 SP:Iteration 35Q (9622.850000 sec): 3 clusters Score: Raw -11158315.062813 + Penalty 5562.354842 = -11152752.707971 nChanged 27 SP:Iteration 36Q (9623.410000 sec): 3 clusters Score: Raw -11158317.867628 + Penalty 5562.354842 = -11152755.512786 nChanged 17 SP:Iteration 37Q (9623.980000 sec): 3 clusters Score: Raw -11158319.610697 + Penalty 5562.354842 = -11152757.255855 nChanged 20 SP:Iteration 38Q (9624.550000 sec): 3 clusters Score: Raw -11158322.063735 + Penalty 5562.354842 = -11152759.708893 nChanged 22 SP:Iteration 39Q (9625.120000 sec): 3 clusters Score: Raw -11158325.046103 + Penalty 5562.354842 = -11152762.691261 nChanged 22 SP:Iteration 40F (9625.720000 sec): 3 clusters Score: Raw -11158326.814388 + Penalty 5562.354842 = -11152764.459546 nChanged 13 SP:Iteration 41Q (9626.310000 sec): 3 clusters Score: Raw -11158328.051166 + Penalty 5562.354842 = -11152765.696323 nChanged 11 SP:Iteration 42Q (9626.900000 sec): 3 clusters Score: Raw -11158329.263292 + Penalty 5562.354842 = -11152766.908450 nChanged 8 SP:Iteration 43Q (9627.440000 sec): 3 clusters Score: Raw -11158329.778637 + Penalty 5562.354842 = -11152767.423795 nChanged 6 SP:Iteration 44Q (9627.970000 sec): 3 clusters Score: Raw -11158330.845300 + Penalty 5562.354842 = -11152768.490458 nChanged 11 SP:Iteration 45Q (9628.540000 sec): 3 clusters Score: Raw -11158332.439861 + Penalty 5562.354842 = -11152770.085019 nChanged 18 SP:Iteration 46Q (9629.070000 sec): 3 clusters Score: Raw -11158335.130713 + Penalty 5562.354842 = -11152772.775871 nChanged 15 SP:Iteration 47Q (9629.610000 sec): 3 clusters Score: Raw -11158336.765235 + Penalty 5562.354842 = -11152774.410393 nChanged 19 SP:Iteration 48Q (9630.190000 sec): 3 clusters Score: Raw -11158339.656748 + Penalty 5562.354842 = -11152777.301906 nChanged 17 SP:Iteration 49Q (9630.710000 sec): 3 clusters Score: Raw -11158341.824731 + Penalty 5562.354842 = -11152779.469888 nChanged 16 SP:Iteration 50Q (9631.240000 sec): 3 clusters Score: Raw -11158344.211663 + Penalty 5562.354842 = -11152781.856821 nChanged 22 SP:Iteration 51Q (9631.750000 sec): 3 clusters Score: Raw -11158346.986420 + Penalty 5562.354842 = -11152784.631578 nChanged 13 SP:Iteration 52Q (9632.250000 sec): 3 clusters Score: Raw -11158348.266833 + Penalty 5562.354842 = -11152785.911991 nChanged 7 SP:Iteration 53Q (9632.790000 sec): 3 clusters Score: Raw -11158349.125471 + Penalty 5562.354842 = -11152786.770629 nChanged 7 SP:Iteration 54Q (9633.300000 sec): 3 clusters Score: Raw -11158349.645749 + Penalty 5562.354842 = -11152787.290907 nChanged 6 SP:Iteration 55Q (9633.840000 sec): 3 clusters Score: Raw -11158350.377158 + Penalty 5562.354842 = -11152788.022316 nChanged 8 SP:Iteration 56Q (9634.340000 sec): 3 clusters Score: Raw -11158351.556297 + Penalty 5562.354842 = -11152789.201455 nChanged 11 SP:Iteration 57Q (9634.950000 sec): 3 clusters Score: Raw -11158352.542221 + Penalty 5562.354842 = -11152790.187379 nChanged 7 SP:Iteration 58Q (9635.550000 sec): 3 clusters Score: Raw -11158353.181820 + Penalty 5562.354842 = -11152790.826978 nChanged 6 SP:Iteration 59Q (9636.070000 sec): 3 clusters Score: Raw -11158353.896475 + Penalty 5562.354842 = -11152791.541633 nChanged 6 SP:Iteration 60F (9636.710000 sec): 3 clusters Score: Raw -11158354.522109 + Penalty 5562.354842 = -11152792.167266 nChanged 9 SP:Iteration 61Q (9637.330000 sec): 3 clusters Score: Raw -11158355.325932 + Penalty 5562.354842 = -11152792.971090 nChanged 7 SP:Iteration 62Q (9637.890000 sec): 3 clusters Score: Raw -11158355.981122 + Penalty 5562.354842 = -11152793.626280 nChanged 6 SP:Iteration 63Q (9638.470000 sec): 3 clusters Score: Raw -11158356.391974 + Penalty 5562.354842 = -11152794.037132 nChanged 6 SP:Iteration 64Q (9639.000000 sec): 3 clusters Score: Raw -11158356.828511 + Penalty 5562.354842 = -11152794.473669 nChanged 1 SP:Iteration 65Q (9639.540000 sec): 3 clusters Score: Raw -11158356.944530 + Penalty 5562.354842 = -11152794.589688 nChanged 1 SP:Iteration 66Q (9640.070000 sec): 3 clusters Score: Raw -11158357.048485 + Penalty 5562.354842 = -11152794.693643 nChanged 0 SP:Iteration 67F (9640.660000 sec): 3 clusters Score: Raw -11158357.048485 + Penalty 5562.354842 = -11152794.693643 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 23 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9640.800000 sec): 2 clusters Score: Raw -31870.829284 + Penalty 1347.563057 = -30523.266227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9641.010000 sec): 3 clusters Score: Raw -32042.330279 + Penalty 2695.126114 = -29347.204166 nChanged 11 SP:Iteration 1Q (9641.170000 sec): 3 clusters Score: Raw -32082.069941 + Penalty 2695.126114 = -29386.943827 nChanged 4 SP:Iteration 2Q (9641.320000 sec): 3 clusters Score: Raw -32098.934256 + Penalty 2695.126114 = -29403.808143 nChanged 2 SP:Iteration 3Q (9641.540000 sec): 3 clusters Score: Raw -32106.236021 + Penalty 2695.126114 = -29411.109907 nChanged 0 SP:Iteration 4F (9641.760000 sec): 3 clusters Score: Raw -32106.236021 + Penalty 2695.126114 = -29411.109907 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 24 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9641.860000 sec): 2 clusters Score: Raw -68303.125328 + Penalty 1548.553391 = -66754.571937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9642.020000 sec): 3 clusters Score: Raw -68394.650867 + Penalty 3097.106783 = -65297.544084 nChanged 105 SP:Iteration 1F (9642.160000 sec): 3 clusters Score: Raw -68630.308164 + Penalty 3097.106783 = -65533.201381 nChanged 28 SP:Iteration 2F (9642.370000 sec): 3 clusters Score: Raw -68740.537969 + Penalty 3097.106783 = -65643.431186 nChanged 20 SP:Iteration 3Q (9642.540000 sec): 3 clusters Score: Raw -68829.330765 + Penalty 3097.106783 = -65732.223982 nChanged 21 SP:Iteration 4Q (9642.720000 sec): 3 clusters Score: Raw -68931.660955 + Penalty 3097.106783 = -65834.554172 nChanged 15 SP:Iteration 5Q (9642.860000 sec): 3 clusters Score: Raw -69011.591830 + Penalty 3097.106783 = -65914.485047 nChanged 20 SP:Iteration 6Q (9643.030000 sec): 3 clusters Score: Raw -69115.579096 + Penalty 3097.106783 = -66018.472313 nChanged 22 SP:Iteration 7Q (9643.200000 sec): 3 clusters Score: Raw -69222.857796 + Penalty 3097.106783 = -66125.751013 nChanged 21 SP:Iteration 8Q (9643.420000 sec): 3 clusters Score: Raw -69428.084327 + Penalty 3097.106783 = -66330.977544 nChanged 18 SP:Iteration 9Q (9643.590000 sec): 3 clusters Score: Raw -69529.850795 + Penalty 3097.106783 = -66432.744012 nChanged 13 SP:Iteration 10Q (9643.780000 sec): 3 clusters Score: Raw -69641.897172 + Penalty 3097.106783 = -66544.790389 nChanged 12 SP:Iteration 11Q (9643.980000 sec): 3 clusters Score: Raw -69796.483806 + Penalty 3097.106783 = -66699.377023 nChanged 8 SP:Iteration 12Q (9644.140000 sec): 3 clusters Score: Raw -69941.819043 + Penalty 3097.106783 = -66844.712261 nChanged 8 SP:Iteration 13Q (9644.300000 sec): 3 clusters Score: Raw -70145.360283 + Penalty 3097.106783 = -67048.253500 nChanged 1 SP:Iteration 14Q (9644.480000 sec): 3 clusters Score: Raw -70162.216392 + Penalty 3097.106783 = -67065.109609 nChanged 0 SP:Iteration 15F (9644.670000 sec): 3 clusters Score: Raw -70173.252188 + Penalty 3097.106783 = -67076.145405 nChanged 1 SP:Iteration 16Q (9644.830000 sec): 3 clusters Score: Raw -70183.430926 + Penalty 3097.106783 = -67086.324144 nChanged 2 SP:Iteration 17Q (9645.040000 sec): 3 clusters Score: Raw -70202.930658 + Penalty 3097.106783 = -67105.823875 nChanged 0 SP:Iteration 18F (9645.200000 sec): 3 clusters Score: Raw -70205.226889 + Penalty 3097.106783 = -67108.120106 nChanged 1 SP:Iteration 19Q (9645.370000 sec): 3 clusters Score: Raw -70214.302593 + Penalty 3097.106783 = -67117.195810 nChanged 1 SP:Iteration 20F (9645.530000 sec): 3 clusters Score: Raw -70235.437955 + Penalty 3097.106783 = -67138.331173 nChanged 2 SP:Iteration 21Q (9645.720000 sec): 3 clusters Score: Raw -70273.747156 + Penalty 3097.106783 = -67176.640373 nChanged 0 SP:Iteration 22F (9645.890000 sec): 3 clusters Score: Raw -70273.750545 + Penalty 3097.106783 = -67176.643762 nChanged 1 SP:Iteration 23Q (9646.040000 sec): 3 clusters Score: Raw -70299.153769 + Penalty 3097.106783 = -67202.046986 nChanged 1 SP:Iteration 24Q (9646.210000 sec): 3 clusters Score: Raw -70311.037228 + Penalty 3097.106783 = -67213.930445 nChanged 1 SP:Iteration 25Q (9646.390000 sec): 3 clusters Score: Raw -70329.140980 + Penalty 3097.106783 = -67232.034197 nChanged 2 SP:Iteration 26Q (9646.570000 sec): 3 clusters Score: Raw -70401.494777 + Penalty 3097.106783 = -67304.387994 nChanged 3 SP:Iteration 27Q (9646.770000 sec): 3 clusters Score: Raw -70799.879623 + Penalty 3097.106783 = -67702.772840 nChanged 0 SP:Iteration 28F (9647.030000 sec): 3 clusters Score: Raw -70799.879623 + Penalty 3097.106783 = -67702.772840 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 25 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9647.130000 sec): 2 clusters Score: Raw -83889.452105 + Penalty 1586.024876 = -82303.427229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9647.300000 sec): 3 clusters Score: Raw -83862.654775 + Penalty 3172.049753 = -80690.605022 nChanged 114 SP:Iteration 1F (9647.500000 sec): 3 clusters Score: Raw -84087.439938 + Penalty 3172.049753 = -80915.390185 nChanged 31 SP:Iteration 2F (9647.730000 sec): 3 clusters Score: Raw -84160.368001 + Penalty 3172.049753 = -80988.318248 nChanged 16 SP:Iteration 3Q (9647.920000 sec): 3 clusters Score: Raw -84197.499395 + Penalty 3172.049753 = -81025.449642 nChanged 10 SP:Iteration 4Q (9648.120000 sec): 3 clusters Score: Raw -84220.225665 + Penalty 3172.049753 = -81048.175912 nChanged 10 SP:Iteration 5Q (9648.330000 sec): 3 clusters Score: Raw -84245.862061 + Penalty 3172.049753 = -81073.812308 nChanged 6 SP:Iteration 6Q (9648.540000 sec): 3 clusters Score: Raw -84256.791414 + Penalty 3172.049753 = -81084.741662 nChanged 4 SP:Iteration 7Q (9648.730000 sec): 3 clusters Score: Raw -84263.085304 + Penalty 3172.049753 = -81091.035551 nChanged 5 SP:Iteration 8Q (9648.910000 sec): 3 clusters Score: Raw -84274.759320 + Penalty 3172.049753 = -81102.709567 nChanged 6 SP:Iteration 9Q (9649.130000 sec): 3 clusters Score: Raw -84288.146287 + Penalty 3172.049753 = -81116.096534 nChanged 2 SP:Iteration 10Q (9649.300000 sec): 3 clusters Score: Raw -84290.492436 + Penalty 3172.049753 = -81118.442684 nChanged 1 SP:Iteration 11Q (9649.500000 sec): 3 clusters Score: Raw -84291.611106 + Penalty 3172.049753 = -81119.561354 nChanged 1 SP:Iteration 12Q (9649.680000 sec): 3 clusters Score: Raw -84293.949528 + Penalty 3172.049753 = -81121.899775 nChanged 1 SP:Iteration 13Q (9649.890000 sec): 3 clusters Score: Raw -84295.759678 + Penalty 3172.049753 = -81123.709925 nChanged 1 SP:Iteration 14Q (9650.060000 sec): 3 clusters Score: Raw -84298.516640 + Penalty 3172.049753 = -81126.466888 nChanged 1 SP:Iteration 15Q (9650.220000 sec): 3 clusters Score: Raw -84300.669636 + Penalty 3172.049753 = -81128.619883 nChanged 1 SP:Iteration 16Q (9650.390000 sec): 3 clusters Score: Raw -84301.445266 + Penalty 3172.049753 = -81129.395514 nChanged 1 SP:Iteration 17Q (9650.610000 sec): 3 clusters Score: Raw -84302.969531 + Penalty 3172.049753 = -81130.919779 nChanged 1 SP:Iteration 18Q (9650.810000 sec): 3 clusters Score: Raw -84304.115150 + Penalty 3172.049753 = -81132.065397 nChanged 0 SP:Iteration 19F (9651.010000 sec): 3 clusters Score: Raw -84304.115150 + Penalty 3172.049753 = -81132.065397 nChanged 0 Iteration 120F (9691.160000 sec): 28 clusters Score: Raw -109979816.321191 + Penalty 90560.555535 = -109889255.765656 nChanged 75 Iteration 121F (9730.470000 sec): 28 clusters Score: Raw -109980052.191132 + Penalty 90560.555535 = -109889491.635597 nChanged 55 Iteration 122Q (9753.990000 sec): 28 clusters Score: Raw -109980274.372543 + Penalty 90560.555535 = -109889713.817008 nChanged 55 Iteration 123Q (9776.650000 sec): 28 clusters Score: Raw -109980440.503207 + Penalty 90560.555535 = -109889879.947673 nChanged 37 Iteration 124Q (9800.650000 sec): 28 clusters Score: Raw -109980530.144576 + Penalty 90560.555535 = -109889969.589042 nChanged 37 Iteration 125Q (9823.450000 sec): 28 clusters Score: Raw -109980573.137446 + Penalty 90560.555535 = -109890012.581912 nChanged 18 Iteration 126Q (9846.300000 sec): 28 clusters Score: Raw -109980590.340628 + Penalty 90560.555535 = -109890029.785093 nChanged 13 Iteration 127Q (9868.170000 sec): 28 clusters Score: Raw -109980600.715244 + Penalty 90560.555535 = -109890040.159709 nChanged 10 Iteration 128Q (9891.840000 sec): 28 clusters Score: Raw -109980606.882568 + Penalty 90560.555535 = -109890046.327034 nChanged 7 Iteration 129Q (9913.520000 sec): 28 clusters Score: Raw -109980608.263694 + Penalty 90560.555535 = -109890047.708160 nChanged 9 Iteration 130Q (9935.640000 sec): 28 clusters Score: Raw -109980610.001466 + Penalty 90560.555535 = -109890049.445931 nChanged 7 Iteration 131Q (9957.300000 sec): 28 clusters Score: Raw -109980611.463716 + Penalty 90560.555535 = -109890050.908181 nChanged 7 Iteration 132Q (9979.180000 sec): 28 clusters Score: Raw -109980611.816276 + Penalty 90560.555535 = -109890051.260741 nChanged 1 Iteration 133Q (10002.440000 sec): 28 clusters Score: Raw -109980612.064334 + Penalty 90560.555535 = -109890051.508800 nChanged 6 Iteration 134Q (10025.100000 sec): 28 clusters Score: Raw -109980612.635599 + Penalty 90560.555535 = -109890052.080064 nChanged 4 Iteration 135Q (10047.150000 sec): 28 clusters Score: Raw -109980613.023136 + Penalty 90560.555535 = -109890052.467601 nChanged 3 Iteration 136Q (10070.380000 sec): 28 clusters Score: Raw -109980613.203541 + Penalty 90560.555535 = -109890052.648006 nChanged 3 Iteration 137Q (10093.460000 sec): 28 clusters Score: Raw -109980613.409298 + Penalty 90560.555535 = -109890052.853764 nChanged 2 Iteration 138Q (10121.010000 sec): 28 clusters Score: Raw -109980613.648971 + Penalty 90560.555535 = -109890053.093436 nChanged 5 Writing temp clu file Because OldScore, -109890052.853764, is greater than current (better) Score,-109890053.093436 Compute initial score before splitting: Score: Raw -109980613.648971 + Penalty 90560.555535 = -109890053.093436 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 1 (178307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10122.210000 sec): 2 clusters Score: Raw -26649164.060629 + Penalty 2998.632992 = -26646165.427638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10123.390000 sec): 3 clusters Score: Raw -26532752.382892 + Penalty 5997.265983 = -26526755.116908 nChanged 85378 SP:Iteration 1F (10124.520000 sec): 3 clusters Score: Raw -26582780.098604 + Penalty 5997.265983 = -26576782.832621 nChanged 5739 SP:Iteration 2Q (10125.830000 sec): 3 clusters Score: Raw -26584251.678588 + Penalty 5997.265983 = -26578254.412605 nChanged 6703 SP:Iteration 3Q (10127.090000 sec): 3 clusters Score: Raw -26586485.724969 + Penalty 5997.265983 = -26580488.458986 nChanged 8437 SP:Iteration 4Q (10128.290000 sec): 3 clusters Score: Raw -26590121.563562 + Penalty 5997.265983 = -26584124.297579 nChanged 10455 SP:Iteration 5F (10129.480000 sec): 3 clusters Score: Raw -26595973.863735 + Penalty 5997.265983 = -26589976.597752 nChanged 12662 SP:Iteration 6F (10130.630000 sec): 3 clusters Score: Raw -26604810.682956 + Penalty 5997.265983 = -26598813.416973 nChanged 13911 SP:Iteration 7F (10131.790000 sec): 3 clusters Score: Raw -26615974.241287 + Penalty 5997.265983 = -26609976.975304 nChanged 13036 SP:Iteration 8F (10132.970000 sec): 3 clusters Score: Raw -26627248.646144 + Penalty 5997.265983 = -26621251.380161 nChanged 10614 SP:Iteration 9F (10134.260000 sec): 3 clusters Score: Raw -26636462.558485 + Penalty 5997.265983 = -26630465.292502 nChanged 7104 SP:Iteration 10Q (10135.400000 sec): 3 clusters Score: Raw -26642345.800102 + Penalty 5997.265983 = -26636348.534119 nChanged 4405 SP:Iteration 11Q (10136.510000 sec): 3 clusters Score: Raw -26645832.002133 + Penalty 5997.265983 = -26639834.736150 nChanged 2400 SP:Iteration 12Q (10137.510000 sec): 3 clusters Score: Raw -26647658.686897 + Penalty 5997.265983 = -26641661.420914 nChanged 1298 SP:Iteration 13Q (10138.470000 sec): 3 clusters Score: Raw -26648586.857206 + Penalty 5997.265983 = -26642589.591223 nChanged 704 SP:Iteration 14Q (10139.540000 sec): 3 clusters Score: Raw -26649063.723311 + Penalty 5997.265983 = -26643066.457328 nChanged 417 SP:Iteration 15Q (10140.530000 sec): 3 clusters Score: Raw -26649331.113468 + Penalty 5997.265983 = -26643333.847485 nChanged 267 SP:Iteration 16Q (10141.390000 sec): 3 clusters Score: Raw -26649485.861896 + Penalty 5997.265983 = -26643488.595913 nChanged 195 SP:Iteration 17Q (10142.330000 sec): 3 clusters Score: Raw -26649588.048387 + Penalty 5997.265983 = -26643590.782404 nChanged 119 SP:Iteration 18Q (10143.230000 sec): 3 clusters Score: Raw -26649652.392393 + Penalty 5997.265983 = -26643655.126410 nChanged 109 SP:Iteration 19Q (10144.160000 sec): 3 clusters Score: Raw -26649712.129965 + Penalty 5997.265983 = -26643714.863981 nChanged 91 SP:Iteration 20F (10145.280000 sec): 3 clusters Score: Raw -26649761.029659 + Penalty 5997.265983 = -26643763.763676 nChanged 81 SP:Iteration 21Q (10146.200000 sec): 3 clusters Score: Raw -26649805.417420 + Penalty 5997.265983 = -26643808.151436 nChanged 69 SP:Iteration 22Q (10147.300000 sec): 3 clusters Score: Raw -26649832.297071 + Penalty 5997.265983 = -26643835.031088 nChanged 46 SP:Iteration 23Q (10148.320000 sec): 3 clusters Score: Raw -26649853.748391 + Penalty 5997.265983 = -26643856.482408 nChanged 43 SP:Iteration 24Q (10149.220000 sec): 3 clusters Score: Raw -26649871.028688 + Penalty 5997.265983 = -26643873.762705 nChanged 39 SP:Iteration 25Q (10150.230000 sec): 3 clusters Score: Raw -26649886.248595 + Penalty 5997.265983 = -26643888.982612 nChanged 33 SP:Iteration 26Q (10151.180000 sec): 3 clusters Score: Raw -26649896.661974 + Penalty 5997.265983 = -26643899.395991 nChanged 15 SP:Iteration 27Q (10152.140000 sec): 3 clusters Score: Raw -26649901.289030 + Penalty 5997.265983 = -26643904.023047 nChanged 12 SP:Iteration 28Q (10153.130000 sec): 3 clusters Score: Raw -26649905.616155 + Penalty 5997.265983 = -26643908.350172 nChanged 10 SP:Iteration 29Q (10154.140000 sec): 3 clusters Score: Raw -26649908.341936 + Penalty 5997.265983 = -26643911.075953 nChanged 10 SP:Iteration 30Q (10155.060000 sec): 3 clusters Score: Raw -26649912.448104 + Penalty 5997.265983 = -26643915.182121 nChanged 13 SP:Iteration 31Q (10155.980000 sec): 3 clusters Score: Raw -26649918.094121 + Penalty 5997.265983 = -26643920.828138 nChanged 17 SP:Iteration 32Q (10156.970000 sec): 3 clusters Score: Raw -26649924.913983 + Penalty 5997.265983 = -26643927.648000 nChanged 16 SP:Iteration 33Q (10157.860000 sec): 3 clusters Score: Raw -26649930.887141 + Penalty 5997.265983 = -26643933.621158 nChanged 22 SP:Iteration 34Q (10158.720000 sec): 3 clusters Score: Raw -26649938.272920 + Penalty 5997.265983 = -26643941.006936 nChanged 10 SP:Iteration 35Q (10159.660000 sec): 3 clusters Score: Raw -26649941.950448 + Penalty 5997.265983 = -26643944.684465 nChanged 7 SP:Iteration 36Q (10160.610000 sec): 3 clusters Score: Raw -26649943.643601 + Penalty 5997.265983 = -26643946.377618 nChanged 3 SP:Iteration 37Q (10161.600000 sec): 3 clusters Score: Raw -26649944.514135 + Penalty 5997.265983 = -26643947.248152 nChanged 3 SP:Iteration 38Q (10162.590000 sec): 3 clusters Score: Raw -26649945.744006 + Penalty 5997.265983 = -26643948.478023 nChanged 7 SP:Iteration 39Q (10163.520000 sec): 3 clusters Score: Raw -26649949.596876 + Penalty 5997.265983 = -26643952.330893 nChanged 7 SP:Iteration 40F (10164.580000 sec): 3 clusters Score: Raw -26649951.777073 + Penalty 5997.265983 = -26643954.511090 nChanged 5 SP:Iteration 41Q (10165.550000 sec): 3 clusters Score: Raw -26649953.084483 + Penalty 5997.265983 = -26643955.818500 nChanged 6 SP:Iteration 42Q (10166.530000 sec): 3 clusters Score: Raw -26649954.502079 + Penalty 5997.265983 = -26643957.236096 nChanged 4 SP:Iteration 43Q (10167.480000 sec): 3 clusters Score: Raw -26649955.216228 + Penalty 5997.265983 = -26643957.950245 nChanged 0 SP:Iteration 44F (10168.630000 sec): 3 clusters Score: Raw -26649955.216228 + Penalty 5997.265983 = -26643957.950245 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (371394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10170.470000 sec): 2 clusters Score: Raw -55164229.747273 + Penalty 3180.604656 = -55161049.142617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10172.610000 sec): 3 clusters Score: Raw -54917401.503599 + Penalty 6361.209311 = -54911040.294288 nChanged 180469 SP:Iteration 1F (10174.680000 sec): 3 clusters Score: Raw -55024929.188943 + Penalty 6361.209311 = -55018567.979631 nChanged 8162 SP:Iteration 2Q (10176.940000 sec): 3 clusters Score: Raw -55026307.485074 + Penalty 6361.209311 = -55019946.275763 nChanged 8706 SP:Iteration 3Q (10179.100000 sec): 3 clusters Score: Raw -55027964.051430 + Penalty 6361.209311 = -55021602.842119 nChanged 9626 SP:Iteration 4Q (10181.270000 sec): 3 clusters Score: Raw -55030112.254704 + Penalty 6361.209311 = -55023751.045392 nChanged 10932 SP:Iteration 5Q (10183.460000 sec): 3 clusters Score: Raw -55033089.666945 + Penalty 6361.209311 = -55026728.457634 nChanged 12757 SP:Iteration 6Q (10185.690000 sec): 3 clusters Score: Raw -55037425.606321 + Penalty 6361.209311 = -55031064.397010 nChanged 15109 SP:Iteration 7Q (10187.970000 sec): 3 clusters Score: Raw -55043859.734519 + Penalty 6361.209311 = -55037498.525207 nChanged 17952 SP:Iteration 8Q (10190.420000 sec): 3 clusters Score: Raw -55053462.031412 + Penalty 6361.209311 = -55047100.822101 nChanged 20863 SP:Iteration 9F (10192.580000 sec): 3 clusters Score: Raw -55067171.754962 + Penalty 6361.209311 = -55060810.545651 nChanged 22390 SP:Iteration 10F (10194.660000 sec): 3 clusters Score: Raw -55082992.552822 + Penalty 6361.209311 = -55076631.343511 nChanged 20619 SP:Iteration 11F (10196.640000 sec): 3 clusters Score: Raw -55095548.980766 + Penalty 6361.209311 = -55089187.771454 nChanged 15912 SP:Iteration 12Q (10198.860000 sec): 3 clusters Score: Raw -55102479.536972 + Penalty 6361.209311 = -55096118.327661 nChanged 10958 SP:Iteration 13Q (10200.960000 sec): 3 clusters Score: Raw -55106072.217933 + Penalty 6361.209311 = -55099711.008621 nChanged 8152 SP:Iteration 14Q (10203.300000 sec): 3 clusters Score: Raw -55108558.537610 + Penalty 6361.209311 = -55102197.328299 nChanged 7469 SP:Iteration 15Q (10205.400000 sec): 3 clusters Score: Raw -55110956.382780 + Penalty 6361.209311 = -55104595.173468 nChanged 7617 SP:Iteration 16Q (10207.480000 sec): 3 clusters Score: Raw -55113583.758485 + Penalty 6361.209311 = -55107222.549173 nChanged 8092 SP:Iteration 17Q (10209.490000 sec): 3 clusters Score: Raw -55116623.661276 + Penalty 6361.209311 = -55110262.451964 nChanged 8330 SP:Iteration 18Q (10211.520000 sec): 3 clusters Score: Raw -55120030.052338 + Penalty 6361.209311 = -55113668.843027 nChanged 8633 SP:Iteration 19Q (10213.450000 sec): 3 clusters Score: Raw -55123922.782073 + Penalty 6361.209311 = -55117561.572762 nChanged 8744 SP:Iteration 20F (10215.650000 sec): 3 clusters Score: Raw -55128261.824931 + Penalty 6361.209311 = -55121900.615620 nChanged 8658 SP:Iteration 21Q (10217.760000 sec): 3 clusters Score: Raw -55132994.645539 + Penalty 6361.209311 = -55126633.436228 nChanged 8363 SP:Iteration 22Q (10219.590000 sec): 3 clusters Score: Raw -55137940.360976 + Penalty 6361.209311 = -55131579.151665 nChanged 7878 SP:Iteration 23Q (10221.610000 sec): 3 clusters Score: Raw -55142998.756563 + Penalty 6361.209311 = -55136637.547252 nChanged 7108 SP:Iteration 24Q (10223.550000 sec): 3 clusters Score: Raw -55147926.271709 + Penalty 6361.209311 = -55141565.062398 nChanged 6274 SP:Iteration 25Q (10225.370000 sec): 3 clusters Score: Raw -55152629.932868 + Penalty 6361.209311 = -55146268.723557 nChanged 5206 SP:Iteration 26Q (10227.190000 sec): 3 clusters Score: Raw -55156710.879743 + Penalty 6361.209311 = -55150349.670432 nChanged 3955 SP:Iteration 27Q (10229.030000 sec): 3 clusters Score: Raw -55159804.345905 + Penalty 6361.209311 = -55153443.136594 nChanged 2806 SP:Iteration 28Q (10230.890000 sec): 3 clusters Score: Raw -55161987.116054 + Penalty 6361.209311 = -55155625.906742 nChanged 1817 SP:Iteration 29Q (10232.710000 sec): 3 clusters Score: Raw -55163322.160361 + Penalty 6361.209311 = -55156960.951050 nChanged 1047 SP:Iteration 30Q (10234.590000 sec): 3 clusters Score: Raw -55164046.910927 + Penalty 6361.209311 = -55157685.701616 nChanged 608 SP:Iteration 31Q (10236.280000 sec): 3 clusters Score: Raw -55164451.280586 + Penalty 6361.209311 = -55158090.071275 nChanged 366 SP:Iteration 32Q (10238.090000 sec): 3 clusters Score: Raw -55164690.344966 + Penalty 6361.209311 = -55158329.135655 nChanged 213 SP:Iteration 33Q (10239.690000 sec): 3 clusters Score: Raw -55164826.953573 + Penalty 6361.209311 = -55158465.744261 nChanged 157 SP:Iteration 34Q (10241.500000 sec): 3 clusters Score: Raw -55164912.807482 + Penalty 6361.209311 = -55158551.598171 nChanged 103 SP:Iteration 35Q (10243.310000 sec): 3 clusters Score: Raw -55164967.763296 + Penalty 6361.209311 = -55158606.553985 nChanged 73 SP:Iteration 36Q (10245.090000 sec): 3 clusters Score: Raw -55165008.976480 + Penalty 6361.209311 = -55158647.767169 nChanged 51 SP:Iteration 37Q (10247.020000 sec): 3 clusters Score: Raw -55165041.732689 + Penalty 6361.209311 = -55158680.523378 nChanged 54 SP:Iteration 38Q (10248.860000 sec): 3 clusters Score: Raw -55165079.670387 + Penalty 6361.209311 = -55158718.461076 nChanged 46 SP:Iteration 39Q (10250.690000 sec): 3 clusters Score: Raw -55165112.713483 + Penalty 6361.209311 = -55158751.504172 nChanged 51 SP:Iteration 40F (10252.740000 sec): 3 clusters Score: Raw -55165157.488448 + Penalty 6361.209311 = -55158796.279137 nChanged 50 SP:Iteration 41Q (10254.630000 sec): 3 clusters Score: Raw -55165189.216288 + Penalty 6361.209311 = -55158828.006977 nChanged 38 SP:Iteration 42Q (10256.380000 sec): 3 clusters Score: Raw -55165218.241274 + Penalty 6361.209311 = -55158857.031963 nChanged 49 SP:Iteration 43Q (10258.240000 sec): 3 clusters Score: Raw -55165258.099783 + Penalty 6361.209311 = -55158896.890472 nChanged 49 SP:Iteration 44Q (10259.870000 sec): 3 clusters Score: Raw -55165286.558369 + Penalty 6361.209311 = -55158925.349058 nChanged 43 SP:Iteration 45Q (10261.540000 sec): 3 clusters Score: Raw -55165312.592691 + Penalty 6361.209311 = -55158951.383380 nChanged 35 SP:Iteration 46Q (10263.070000 sec): 3 clusters Score: Raw -55165329.820674 + Penalty 6361.209311 = -55158968.611363 nChanged 27 SP:Iteration 47Q (10264.810000 sec): 3 clusters Score: Raw -55165347.922941 + Penalty 6361.209311 = -55158986.713630 nChanged 22 SP:Iteration 48Q (10266.510000 sec): 3 clusters Score: Raw -55165358.449240 + Penalty 6361.209311 = -55158997.239928 nChanged 15 SP:Iteration 49Q (10268.410000 sec): 3 clusters Score: Raw -55165364.746492 + Penalty 6361.209311 = -55159003.537181 nChanged 11 SP:Iteration 50Q (10270.470000 sec): 3 clusters Score: Raw -55165369.161166 + Penalty 6361.209311 = -55159007.951854 nChanged 4 SP:Iteration 51Q (10272.250000 sec): 3 clusters Score: Raw -55165370.804500 + Penalty 6361.209311 = -55159009.595189 nChanged 6 SP:Iteration 52Q (10273.980000 sec): 3 clusters Score: Raw -55165373.646258 + Penalty 6361.209311 = -55159012.436946 nChanged 7 SP:Iteration 53Q (10275.530000 sec): 3 clusters Score: Raw -55165376.861390 + Penalty 6361.209311 = -55159015.652079 nChanged 6 SP:Iteration 54Q (10277.240000 sec): 3 clusters Score: Raw -55165379.419948 + Penalty 6361.209311 = -55159018.210637 nChanged 3 SP:Iteration 55Q (10278.940000 sec): 3 clusters Score: Raw -55165380.795248 + Penalty 6361.209311 = -55159019.585937 nChanged 5 SP:Iteration 56Q (10280.620000 sec): 3 clusters Score: Raw -55165382.931649 + Penalty 6361.209311 = -55159021.722337 nChanged 12 SP:Iteration 57Q (10282.220000 sec): 3 clusters Score: Raw -55165389.548878 + Penalty 6361.209311 = -55159028.339567 nChanged 13 SP:Iteration 58Q (10283.900000 sec): 3 clusters Score: Raw -55165395.577121 + Penalty 6361.209311 = -55159034.367809 nChanged 13 SP:Iteration 59Q (10285.810000 sec): 3 clusters Score: Raw -55165401.758151 + Penalty 6361.209311 = -55159040.548839 nChanged 16 SP:Iteration 60F (10288.060000 sec): 3 clusters Score: Raw -55165410.027724 + Penalty 6361.209311 = -55159048.818412 nChanged 10 SP:Iteration 61Q (10289.920000 sec): 3 clusters Score: Raw -55165415.801709 + Penalty 6361.209311 = -55159054.592398 nChanged 9 SP:Iteration 62Q (10292.010000 sec): 3 clusters Score: Raw -55165420.493976 + Penalty 6361.209311 = -55159059.284665 nChanged 8 SP:Iteration 63Q (10293.660000 sec): 3 clusters Score: Raw -55165424.327863 + Penalty 6361.209311 = -55159063.118552 nChanged 10 SP:Iteration 64Q (10295.360000 sec): 3 clusters Score: Raw -55165429.884209 + Penalty 6361.209311 = -55159068.674898 nChanged 12 SP:Iteration 65Q (10297.370000 sec): 3 clusters Score: Raw -55165435.116173 + Penalty 6361.209311 = -55159073.906862 nChanged 11 SP:Iteration 66Q (10299.220000 sec): 3 clusters Score: Raw -55165440.105453 + Penalty 6361.209311 = -55159078.896142 nChanged 4 SP:Iteration 67Q (10301.240000 sec): 3 clusters Score: Raw -55165442.484025 + Penalty 6361.209311 = -55159081.274714 nChanged 2 SP:Iteration 68Q (10303.120000 sec): 3 clusters Score: Raw -55165443.358637 + Penalty 6361.209311 = -55159082.149326 nChanged 1 SP:Iteration 69Q (10304.710000 sec): 3 clusters Score: Raw -55165443.602221 + Penalty 6361.209311 = -55159082.392910 nChanged 1 SP:Iteration 70Q (10306.300000 sec): 3 clusters Score: Raw -55165444.134914 + Penalty 6361.209311 = -55159082.925603 nChanged 1 SP:Iteration 71Q (10307.810000 sec): 3 clusters Score: Raw -55165444.432943 + Penalty 6361.209311 = -55159083.223632 nChanged 0 SP:Iteration 72F (10309.940000 sec): 3 clusters Score: Raw -55165444.432943 + Penalty 6361.209311 = -55159083.223632 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (4687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10310.300000 sec): 2 clusters Score: Raw -670857.450755 + Penalty 2096.231903 = -668761.218852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10310.500000 sec): 3 clusters Score: Raw -668598.867295 + Penalty 4192.463807 = -664406.403488 nChanged 1790 SP:Iteration 1F (10310.640000 sec): 3 clusters Score: Raw -669779.753588 + Penalty 4192.463807 = -665587.289781 nChanged 402 SP:Iteration 2F (10310.800000 sec): 3 clusters Score: Raw -670206.038375 + Penalty 4192.463807 = -666013.574568 nChanged 373 SP:Iteration 3F (10311.020000 sec): 3 clusters Score: Raw -670525.573562 + Penalty 4192.463807 = -666333.109755 nChanged 332 SP:Iteration 4F (10311.180000 sec): 3 clusters Score: Raw -670889.849975 + Penalty 4192.463807 = -666697.386168 nChanged 360 SP:Iteration 5F (10311.350000 sec): 3 clusters Score: Raw -671303.057598 + Penalty 4192.463807 = -667110.593791 nChanged 364 SP:Iteration 6F (10311.550000 sec): 3 clusters Score: Raw -671719.890983 + Penalty 4192.463807 = -667527.427176 nChanged 293 SP:Iteration 7F (10311.740000 sec): 3 clusters Score: Raw -672017.636194 + Penalty 4192.463807 = -667825.172387 nChanged 188 SP:Iteration 8Q (10311.970000 sec): 3 clusters Score: Raw -672187.106461 + Penalty 4192.463807 = -667994.642654 nChanged 120 SP:Iteration 9Q (10312.160000 sec): 3 clusters Score: Raw -672282.677034 + Penalty 4192.463807 = -668090.213227 nChanged 73 SP:Iteration 10Q (10312.380000 sec): 3 clusters Score: Raw -672324.436739 + Penalty 4192.463807 = -668131.972932 nChanged 36 SP:Iteration 11Q (10312.590000 sec): 3 clusters Score: Raw -672346.119052 + Penalty 4192.463807 = -668153.655245 nChanged 28 SP:Iteration 12Q (10312.770000 sec): 3 clusters Score: Raw -672360.289267 + Penalty 4192.463807 = -668167.825460 nChanged 18 SP:Iteration 13Q (10312.950000 sec): 3 clusters Score: Raw -672373.982126 + Penalty 4192.463807 = -668181.518319 nChanged 20 SP:Iteration 14Q (10313.180000 sec): 3 clusters Score: Raw -672388.952989 + Penalty 4192.463807 = -668196.489182 nChanged 12 SP:Iteration 15Q (10313.430000 sec): 3 clusters Score: Raw -672397.288788 + Penalty 4192.463807 = -668204.824981 nChanged 10 SP:Iteration 16Q (10313.640000 sec): 3 clusters Score: Raw -672405.521431 + Penalty 4192.463807 = -668213.057624 nChanged 6 SP:Iteration 17Q (10313.870000 sec): 3 clusters Score: Raw -672409.265497 + Penalty 4192.463807 = -668216.801690 nChanged 6 SP:Iteration 18Q (10314.050000 sec): 3 clusters Score: Raw -672411.723754 + Penalty 4192.463807 = -668219.259947 nChanged 4 SP:Iteration 19Q (10314.290000 sec): 3 clusters Score: Raw -672413.611916 + Penalty 4192.463807 = -668221.148109 nChanged 3 SP:Iteration 20F (10314.510000 sec): 3 clusters Score: Raw -672414.617065 + Penalty 4192.463807 = -668222.153258 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 4 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10314.610000 sec): 2 clusters Score: Raw -51030.449778 + Penalty 1471.196806 = -49559.252971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10314.770000 sec): 3 clusters Score: Raw -51188.024801 + Penalty 2942.393613 = -48245.631188 nChanged 50 SP:Iteration 1F (10314.960000 sec): 3 clusters Score: Raw -51350.748821 + Penalty 2942.393613 = -48408.355208 nChanged 8 SP:Iteration 2Q (10315.130000 sec): 3 clusters Score: Raw -51377.049427 + Penalty 2942.393613 = -48434.655814 nChanged 5 SP:Iteration 3Q (10315.290000 sec): 3 clusters Score: Raw -51391.374011 + Penalty 2942.393613 = -48448.980398 nChanged 2 SP:Iteration 4Q (10315.450000 sec): 3 clusters Score: Raw -51397.847623 + Penalty 2942.393613 = -48455.454010 nChanged 2 SP:Iteration 5Q (10315.610000 sec): 3 clusters Score: Raw -51404.351311 + Penalty 2942.393613 = -48461.957698 nChanged 1 SP:Iteration 6Q (10315.810000 sec): 3 clusters Score: Raw -51406.853222 + Penalty 2942.393613 = -48464.459609 nChanged 3 SP:Iteration 7Q (10316.010000 sec): 3 clusters Score: Raw -51422.153505 + Penalty 2942.393613 = -48479.759892 nChanged 2 SP:Iteration 8Q (10316.190000 sec): 3 clusters Score: Raw -51430.138322 + Penalty 2942.393613 = -48487.744709 nChanged 4 SP:Iteration 9Q (10316.390000 sec): 3 clusters Score: Raw -51444.621699 + Penalty 2942.393613 = -48502.228086 nChanged 2 SP:Iteration 10Q (10316.600000 sec): 3 clusters Score: Raw -51454.067537 + Penalty 2942.393613 = -48511.673924 nChanged 3 SP:Iteration 11Q (10316.750000 sec): 3 clusters Score: Raw -51467.704578 + Penalty 2942.393613 = -48525.310965 nChanged 2 SP:Iteration 12Q (10316.950000 sec): 3 clusters Score: Raw -51476.768160 + Penalty 2942.393613 = -48534.374547 nChanged 4 SP:Iteration 13Q (10317.150000 sec): 3 clusters Score: Raw -51488.389411 + Penalty 2942.393613 = -48545.995798 nChanged 4 SP:Iteration 14Q (10317.310000 sec): 3 clusters Score: Raw -51504.574213 + Penalty 2942.393613 = -48562.180600 nChanged 1 SP:Iteration 15Q (10317.500000 sec): 3 clusters Score: Raw -51509.279090 + Penalty 2942.393613 = -48566.885477 nChanged 1 SP:Iteration 16Q (10317.680000 sec): 3 clusters Score: Raw -51513.864530 + Penalty 2942.393613 = -48571.470918 nChanged 1 SP:Iteration 17Q (10317.870000 sec): 3 clusters Score: Raw -51516.271460 + Penalty 2942.393613 = -48573.877847 nChanged 1 SP:Iteration 18Q (10318.040000 sec): 3 clusters Score: Raw -51519.335099 + Penalty 2942.393613 = -48576.941486 nChanged 0 SP:Iteration 19F (10318.220000 sec): 3 clusters Score: Raw -51519.335099 + Penalty 2942.393613 = -48576.941486 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 5 (16199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10318.440000 sec): 2 clusters Score: Raw -2448697.921382 + Penalty 2403.790788 = -2446294.130594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10318.710000 sec): 3 clusters Score: Raw -2439454.784383 + Penalty 4807.581576 = -2434647.202807 nChanged 7098 SP:Iteration 1F (10318.950000 sec): 3 clusters Score: Raw -2443269.716810 + Penalty 4807.581576 = -2438462.135233 nChanged 892 SP:Iteration 2F (10319.240000 sec): 3 clusters Score: Raw -2443597.194304 + Penalty 4807.581576 = -2438789.612728 nChanged 703 SP:Iteration 3Q (10319.520000 sec): 3 clusters Score: Raw -2443844.903125 + Penalty 4807.581576 = -2439037.321549 nChanged 584 SP:Iteration 4Q (10319.800000 sec): 3 clusters Score: Raw -2444038.785564 + Penalty 4807.581576 = -2439231.203987 nChanged 514 SP:Iteration 5Q (10320.090000 sec): 3 clusters Score: Raw -2444225.161326 + Penalty 4807.581576 = -2439417.579749 nChanged 538 SP:Iteration 6Q (10320.350000 sec): 3 clusters Score: Raw -2444427.266919 + Penalty 4807.581576 = -2439619.685343 nChanged 526 SP:Iteration 7Q (10320.640000 sec): 3 clusters Score: Raw -2444629.056643 + Penalty 4807.581576 = -2439821.475067 nChanged 509 SP:Iteration 8Q (10320.960000 sec): 3 clusters Score: Raw -2444828.809545 + Penalty 4807.581576 = -2440021.227969 nChanged 529 SP:Iteration 9Q (10321.260000 sec): 3 clusters Score: Raw -2445046.818537 + Penalty 4807.581576 = -2440239.236961 nChanged 550 SP:Iteration 10Q (10321.560000 sec): 3 clusters Score: Raw -2445294.185368 + Penalty 4807.581576 = -2440486.603792 nChanged 594 SP:Iteration 11Q (10321.870000 sec): 3 clusters Score: Raw -2445568.525992 + Penalty 4807.581576 = -2440760.944416 nChanged 577 SP:Iteration 12Q (10322.140000 sec): 3 clusters Score: Raw -2445842.485195 + Penalty 4807.581576 = -2441034.903619 nChanged 595 SP:Iteration 13Q (10322.430000 sec): 3 clusters Score: Raw -2446140.637622 + Penalty 4807.581576 = -2441333.056046 nChanged 571 SP:Iteration 14Q (10322.720000 sec): 3 clusters Score: Raw -2446407.828115 + Penalty 4807.581576 = -2441600.246539 nChanged 544 SP:Iteration 15Q (10323.010000 sec): 3 clusters Score: Raw -2446667.833443 + Penalty 4807.581576 = -2441860.251867 nChanged 533 SP:Iteration 16Q (10323.310000 sec): 3 clusters Score: Raw -2446913.825112 + Penalty 4807.581576 = -2442106.243536 nChanged 471 SP:Iteration 17Q (10323.580000 sec): 3 clusters Score: Raw -2447114.313645 + Penalty 4807.581576 = -2442306.732068 nChanged 392 SP:Iteration 18Q (10323.860000 sec): 3 clusters Score: Raw -2447272.213099 + Penalty 4807.581576 = -2442464.631522 nChanged 342 SP:Iteration 19Q (10324.160000 sec): 3 clusters Score: Raw -2447390.544912 + Penalty 4807.581576 = -2442582.963335 nChanged 266 SP:Iteration 20F (10324.470000 sec): 3 clusters Score: Raw -2447475.618031 + Penalty 4807.581576 = -2442668.036455 nChanged 241 SP:Iteration 21Q (10324.730000 sec): 3 clusters Score: Raw -2447555.943034 + Penalty 4807.581576 = -2442748.361458 nChanged 176 SP:Iteration 22Q (10325.010000 sec): 3 clusters Score: Raw -2447601.059368 + Penalty 4807.581576 = -2442793.477792 nChanged 155 SP:Iteration 23Q (10325.280000 sec): 3 clusters Score: Raw -2447641.604463 + Penalty 4807.581576 = -2442834.022887 nChanged 132 SP:Iteration 24Q (10325.560000 sec): 3 clusters Score: Raw -2447672.470055 + Penalty 4807.581576 = -2442864.888479 nChanged 113 SP:Iteration 25Q (10325.840000 sec): 3 clusters Score: Raw -2447698.187929 + Penalty 4807.581576 = -2442890.606353 nChanged 94 SP:Iteration 26Q (10326.050000 sec): 3 clusters Score: Raw -2447715.034035 + Penalty 4807.581576 = -2442907.452459 nChanged 67 SP:Iteration 27Q (10326.390000 sec): 3 clusters Score: Raw -2447724.881276 + Penalty 4807.581576 = -2442917.299699 nChanged 57 SP:Iteration 28Q (10326.680000 sec): 3 clusters Score: Raw -2447734.878783 + Penalty 4807.581576 = -2442927.297207 nChanged 55 SP:Iteration 29Q (10326.980000 sec): 3 clusters Score: Raw -2447743.677703 + Penalty 4807.581576 = -2442936.096127 nChanged 57 SP:Iteration 30Q (10327.260000 sec): 3 clusters Score: Raw -2447752.461501 + Penalty 4807.581576 = -2442944.879925 nChanged 53 SP:Iteration 31Q (10327.520000 sec): 3 clusters Score: Raw -2447759.726926 + Penalty 4807.581576 = -2442952.145349 nChanged 43 SP:Iteration 32Q (10327.820000 sec): 3 clusters Score: Raw -2447766.339032 + Penalty 4807.581576 = -2442958.757456 nChanged 44 SP:Iteration 33Q (10328.120000 sec): 3 clusters Score: Raw -2447773.160063 + Penalty 4807.581576 = -2442965.578487 nChanged 40 SP:Iteration 34Q (10328.470000 sec): 3 clusters Score: Raw -2447779.934402 + Penalty 4807.581576 = -2442972.352826 nChanged 41 SP:Iteration 35Q (10328.730000 sec): 3 clusters Score: Raw -2447786.824536 + Penalty 4807.581576 = -2442979.242960 nChanged 54 SP:Iteration 36Q (10329.040000 sec): 3 clusters Score: Raw -2447796.737371 + Penalty 4807.581576 = -2442989.155795 nChanged 53 SP:Iteration 37Q (10329.330000 sec): 3 clusters Score: Raw -2447806.658212 + Penalty 4807.581576 = -2442999.076635 nChanged 56 SP:Iteration 38Q (10329.590000 sec): 3 clusters Score: Raw -2447818.738368 + Penalty 4807.581576 = -2443011.156792 nChanged 60 SP:Iteration 39Q (10329.900000 sec): 3 clusters Score: Raw -2447831.939032 + Penalty 4807.581576 = -2443024.357456 nChanged 73 SP:Iteration 40F (10330.230000 sec): 3 clusters Score: Raw -2447846.596460 + Penalty 4807.581576 = -2443039.014884 nChanged 79 SP:Iteration 41Q (10330.460000 sec): 3 clusters Score: Raw -2447864.138804 + Penalty 4807.581576 = -2443056.557228 nChanged 74 SP:Iteration 42Q (10330.790000 sec): 3 clusters Score: Raw -2447881.180528 + Penalty 4807.581576 = -2443073.598951 nChanged 92 SP:Iteration 43Q (10331.050000 sec): 3 clusters Score: Raw -2447904.925902 + Penalty 4807.581576 = -2443097.344325 nChanged 105 SP:Iteration 44Q (10331.390000 sec): 3 clusters Score: Raw -2447929.180432 + Penalty 4807.581576 = -2443121.598856 nChanged 98 SP:Iteration 45Q (10331.730000 sec): 3 clusters Score: Raw -2447951.323355 + Penalty 4807.581576 = -2443143.741779 nChanged 97 SP:Iteration 46Q (10332.010000 sec): 3 clusters Score: Raw -2447969.327652 + Penalty 4807.581576 = -2443161.746076 nChanged 80 SP:Iteration 47Q (10332.280000 sec): 3 clusters Score: Raw -2447985.647162 + Penalty 4807.581576 = -2443178.065586 nChanged 78 SP:Iteration 48Q (10332.500000 sec): 3 clusters Score: Raw -2448000.675733 + Penalty 4807.581576 = -2443193.094157 nChanged 82 SP:Iteration 49Q (10332.800000 sec): 3 clusters Score: Raw -2448019.024504 + Penalty 4807.581576 = -2443211.442928 nChanged 91 SP:Iteration 50Q (10333.030000 sec): 3 clusters Score: Raw -2448039.418065 + Penalty 4807.581576 = -2443231.836489 nChanged 83 SP:Iteration 51Q (10333.340000 sec): 3 clusters Score: Raw -2448056.045593 + Penalty 4807.581576 = -2443248.464017 nChanged 82 SP:Iteration 52Q (10333.640000 sec): 3 clusters Score: Raw -2448072.603497 + Penalty 4807.581576 = -2443265.021921 nChanged 74 SP:Iteration 53Q (10333.890000 sec): 3 clusters Score: Raw -2448088.608322 + Penalty 4807.581576 = -2443281.026746 nChanged 70 SP:Iteration 54Q (10334.210000 sec): 3 clusters Score: Raw -2448104.330827 + Penalty 4807.581576 = -2443296.749250 nChanged 69 SP:Iteration 55Q (10334.480000 sec): 3 clusters Score: Raw -2448119.592555 + Penalty 4807.581576 = -2443312.010979 nChanged 68 SP:Iteration 56Q (10334.750000 sec): 3 clusters Score: Raw -2448132.010421 + Penalty 4807.581576 = -2443324.428845 nChanged 52 SP:Iteration 57Q (10335.090000 sec): 3 clusters Score: Raw -2448141.646717 + Penalty 4807.581576 = -2443334.065140 nChanged 51 SP:Iteration 58Q (10335.330000 sec): 3 clusters Score: Raw -2448150.595455 + Penalty 4807.581576 = -2443343.013879 nChanged 43 SP:Iteration 59Q (10335.630000 sec): 3 clusters Score: Raw -2448157.502902 + Penalty 4807.581576 = -2443349.921326 nChanged 50 SP:Iteration 60F (10335.900000 sec): 3 clusters Score: Raw -2448164.831113 + Penalty 4807.581576 = -2443357.249537 nChanged 43 SP:Iteration 61Q (10336.160000 sec): 3 clusters Score: Raw -2448170.959315 + Penalty 4807.581576 = -2443363.377738 nChanged 38 SP:Iteration 62Q (10336.480000 sec): 3 clusters Score: Raw -2448177.734182 + Penalty 4807.581576 = -2443370.152606 nChanged 52 SP:Iteration 63Q (10336.780000 sec): 3 clusters Score: Raw -2448188.215324 + Penalty 4807.581576 = -2443380.633747 nChanged 59 SP:Iteration 64Q (10337.100000 sec): 3 clusters Score: Raw -2448199.765676 + Penalty 4807.581576 = -2443392.184100 nChanged 58 SP:Iteration 65Q (10337.400000 sec): 3 clusters Score: Raw -2448212.656475 + Penalty 4807.581576 = -2443405.074899 nChanged 67 SP:Iteration 66Q (10337.720000 sec): 3 clusters Score: Raw -2448226.275293 + Penalty 4807.581576 = -2443418.693717 nChanged 63 SP:Iteration 67Q (10338.020000 sec): 3 clusters Score: Raw -2448238.989855 + Penalty 4807.581576 = -2443431.408278 nChanged 59 SP:Iteration 68Q (10338.270000 sec): 3 clusters Score: Raw -2448249.100805 + Penalty 4807.581576 = -2443441.519228 nChanged 57 SP:Iteration 69Q (10338.550000 sec): 3 clusters Score: Raw -2448258.462981 + Penalty 4807.581576 = -2443450.881405 nChanged 56 SP:Iteration 70Q (10338.820000 sec): 3 clusters Score: Raw -2448267.873705 + Penalty 4807.581576 = -2443460.292128 nChanged 64 SP:Iteration 71Q (10339.070000 sec): 3 clusters Score: Raw -2448278.444168 + Penalty 4807.581576 = -2443470.862592 nChanged 58 SP:Iteration 72Q (10339.350000 sec): 3 clusters Score: Raw -2448287.875992 + Penalty 4807.581576 = -2443480.294415 nChanged 59 SP:Iteration 73Q (10339.560000 sec): 3 clusters Score: Raw -2448298.534361 + Penalty 4807.581576 = -2443490.952785 nChanged 59 SP:Iteration 74Q (10339.850000 sec): 3 clusters Score: Raw -2448310.082696 + Penalty 4807.581576 = -2443502.501119 nChanged 47 SP:Iteration 75Q (10340.120000 sec): 3 clusters Score: Raw -2448318.167080 + Penalty 4807.581576 = -2443510.585503 nChanged 47 SP:Iteration 76Q (10340.420000 sec): 3 clusters Score: Raw -2448327.335126 + Penalty 4807.581576 = -2443519.753549 nChanged 49 SP:Iteration 77Q (10340.680000 sec): 3 clusters Score: Raw -2448336.624520 + Penalty 4807.581576 = -2443529.042944 nChanged 47 SP:Iteration 78Q (10340.930000 sec): 3 clusters Score: Raw -2448344.157377 + Penalty 4807.581576 = -2443536.575801 nChanged 40 SP:Iteration 79Q (10341.240000 sec): 3 clusters Score: Raw -2448350.941902 + Penalty 4807.581576 = -2443543.360326 nChanged 44 SP:Iteration 80F (10341.560000 sec): 3 clusters Score: Raw -2448359.250673 + Penalty 4807.581576 = -2443551.669097 nChanged 44 SP:Iteration 81Q (10341.820000 sec): 3 clusters Score: Raw -2448367.156831 + Penalty 4807.581576 = -2443559.575254 nChanged 53 SP:Iteration 82Q (10342.130000 sec): 3 clusters Score: Raw -2448377.420196 + Penalty 4807.581576 = -2443569.838619 nChanged 52 SP:Iteration 83Q (10342.410000 sec): 3 clusters Score: Raw -2448387.413944 + Penalty 4807.581576 = -2443579.832368 nChanged 60 SP:Iteration 84Q (10342.740000 sec): 3 clusters Score: Raw -2448398.151031 + Penalty 4807.581576 = -2443590.569455 nChanged 50 SP:Iteration 85Q (10343.090000 sec): 3 clusters Score: Raw -2448407.687122 + Penalty 4807.581576 = -2443600.105545 nChanged 45 SP:Iteration 86Q (10343.370000 sec): 3 clusters Score: Raw -2448415.070225 + Penalty 4807.581576 = -2443607.488649 nChanged 41 SP:Iteration 87Q (10343.640000 sec): 3 clusters Score: Raw -2448422.564032 + Penalty 4807.581576 = -2443614.982456 nChanged 48 SP:Iteration 88Q (10343.940000 sec): 3 clusters Score: Raw -2448432.757488 + Penalty 4807.581576 = -2443625.175912 nChanged 53 SP:Iteration 89Q (10344.260000 sec): 3 clusters Score: Raw -2448443.414616 + Penalty 4807.581576 = -2443635.833040 nChanged 52 SP:Iteration 90Q (10344.570000 sec): 3 clusters Score: Raw -2448452.478476 + Penalty 4807.581576 = -2443644.896900 nChanged 43 SP:Iteration 91Q (10344.870000 sec): 3 clusters Score: Raw -2448460.067456 + Penalty 4807.581576 = -2443652.485879 nChanged 51 SP:Iteration 92Q (10345.150000 sec): 3 clusters Score: Raw -2448470.397698 + Penalty 4807.581576 = -2443662.816122 nChanged 51 SP:Iteration 93Q (10345.420000 sec): 3 clusters Score: Raw -2448480.628498 + Penalty 4807.581576 = -2443673.046922 nChanged 53 SP:Iteration 94Q (10345.740000 sec): 3 clusters Score: Raw -2448489.794741 + Penalty 4807.581576 = -2443682.213164 nChanged 31 SP:Iteration 95Q (10345.980000 sec): 3 clusters Score: Raw -2448494.359504 + Penalty 4807.581576 = -2443686.777928 nChanged 23 SP:Iteration 96Q (10346.260000 sec): 3 clusters Score: Raw -2448497.489358 + Penalty 4807.581576 = -2443689.907781 nChanged 24 SP:Iteration 97Q (10346.590000 sec): 3 clusters Score: Raw -2448501.232885 + Penalty 4807.581576 = -2443693.651309 nChanged 30 SP:Iteration 98Q (10346.840000 sec): 3 clusters Score: Raw -2448507.068533 + Penalty 4807.581576 = -2443699.486957 nChanged 29 SP:Iteration 99Q (10347.180000 sec): 3 clusters Score: Raw -2448512.312497 + Penalty 4807.581576 = -2443704.730921 nChanged 40 SP:Iteration 100F (10347.460000 sec): 3 clusters Score: Raw -2448520.902205 + Penalty 4807.581576 = -2443713.320629 nChanged 37 SP:Iteration 101Q (10347.710000 sec): 3 clusters Score: Raw -2448527.105336 + Penalty 4807.581576 = -2443719.523760 nChanged 35 SP:Iteration 102Q (10348.020000 sec): 3 clusters Score: Raw -2448534.522140 + Penalty 4807.581576 = -2443726.940563 nChanged 40 SP:Iteration 103Q (10348.340000 sec): 3 clusters Score: Raw -2448542.366049 + Penalty 4807.581576 = -2443734.784472 nChanged 36 SP:Iteration 104Q (10348.640000 sec): 3 clusters Score: Raw -2448549.652520 + Penalty 4807.581576 = -2443742.070944 nChanged 37 SP:Iteration 105Q (10348.900000 sec): 3 clusters Score: Raw -2448558.120704 + Penalty 4807.581576 = -2443750.539128 nChanged 43 SP:Iteration 106Q (10349.180000 sec): 3 clusters Score: Raw -2448567.211945 + Penalty 4807.581576 = -2443759.630368 nChanged 47 SP:Iteration 107Q (10349.410000 sec): 3 clusters Score: Raw -2448577.572878 + Penalty 4807.581576 = -2443769.991301 nChanged 50 SP:Iteration 108Q (10349.690000 sec): 3 clusters Score: Raw -2448587.898460 + Penalty 4807.581576 = -2443780.316883 nChanged 58 SP:Iteration 109Q (10350.020000 sec): 3 clusters Score: Raw -2448601.705693 + Penalty 4807.581576 = -2443794.124116 nChanged 49 SP:Iteration 110Q (10350.260000 sec): 3 clusters Score: Raw -2448613.499842 + Penalty 4807.581576 = -2443805.918266 nChanged 50 SP:Iteration 111Q (10350.500000 sec): 3 clusters Score: Raw -2448623.477247 + Penalty 4807.581576 = -2443815.895670 nChanged 55 SP:Iteration 112Q (10350.750000 sec): 3 clusters Score: Raw -2448635.327466 + Penalty 4807.581576 = -2443827.745890 nChanged 50 SP:Iteration 113Q (10351.060000 sec): 3 clusters Score: Raw -2448646.760205 + Penalty 4807.581576 = -2443839.178629 nChanged 49 SP:Iteration 114Q (10351.330000 sec): 3 clusters Score: Raw -2448658.718856 + Penalty 4807.581576 = -2443851.137280 nChanged 39 SP:Iteration 115Q (10351.590000 sec): 3 clusters Score: Raw -2448666.783755 + Penalty 4807.581576 = -2443859.202178 nChanged 40 SP:Iteration 116Q (10351.860000 sec): 3 clusters Score: Raw -2448676.577125 + Penalty 4807.581576 = -2443868.995549 nChanged 52 SP:Iteration 117Q (10352.160000 sec): 3 clusters Score: Raw -2448688.590354 + Penalty 4807.581576 = -2443881.008778 nChanged 47 SP:Iteration 118Q (10352.450000 sec): 3 clusters Score: Raw -2448697.944591 + Penalty 4807.581576 = -2443890.363015 nChanged 34 SP:Iteration 119Q (10352.690000 sec): 3 clusters Score: Raw -2448705.967597 + Penalty 4807.581576 = -2443898.386021 nChanged 39 SP:Iteration 120F (10353.040000 sec): 3 clusters Score: Raw -2448715.801582 + Penalty 4807.581576 = -2443908.220006 nChanged 40 SP:Iteration 121Q (10353.320000 sec): 3 clusters Score: Raw -2448726.182692 + Penalty 4807.581576 = -2443918.601116 nChanged 32 SP:Iteration 122Q (10353.650000 sec): 3 clusters Score: Raw -2448733.264394 + Penalty 4807.581576 = -2443925.682818 nChanged 29 SP:Iteration 123Q (10353.930000 sec): 3 clusters Score: Raw -2448740.458292 + Penalty 4807.581576 = -2443932.876716 nChanged 36 SP:Iteration 124Q (10354.250000 sec): 3 clusters Score: Raw -2448748.118014 + Penalty 4807.581576 = -2443940.536438 nChanged 26 SP:Iteration 125Q (10354.550000 sec): 3 clusters Score: Raw -2448753.577628 + Penalty 4807.581576 = -2443945.996052 nChanged 26 SP:Iteration 126Q (10354.870000 sec): 3 clusters Score: Raw -2448759.803096 + Penalty 4807.581576 = -2443952.221520 nChanged 32 SP:Iteration 127Q (10355.140000 sec): 3 clusters Score: Raw -2448767.866236 + Penalty 4807.581576 = -2443960.284660 nChanged 39 SP:Iteration 128Q (10355.390000 sec): 3 clusters Score: Raw -2448780.507732 + Penalty 4807.581576 = -2443972.926155 nChanged 39 SP:Iteration 129Q (10355.690000 sec): 3 clusters Score: Raw -2448793.015829 + Penalty 4807.581576 = -2443985.434252 nChanged 42 SP:Iteration 130Q (10355.960000 sec): 3 clusters Score: Raw -2448808.804602 + Penalty 4807.581576 = -2444001.223026 nChanged 43 SP:Iteration 131Q (10356.290000 sec): 3 clusters Score: Raw -2448821.968617 + Penalty 4807.581576 = -2444014.387041 nChanged 39 SP:Iteration 132Q (10356.530000 sec): 3 clusters Score: Raw -2448833.519884 + Penalty 4807.581576 = -2444025.938307 nChanged 29 SP:Iteration 133Q (10356.800000 sec): 3 clusters Score: Raw -2448840.334556 + Penalty 4807.581576 = -2444032.752979 nChanged 24 SP:Iteration 134Q (10357.130000 sec): 3 clusters Score: Raw -2448846.839591 + Penalty 4807.581576 = -2444039.258015 nChanged 17 SP:Iteration 135Q (10357.350000 sec): 3 clusters Score: Raw -2448850.929313 + Penalty 4807.581576 = -2444043.347737 nChanged 17 SP:Iteration 136Q (10357.670000 sec): 3 clusters Score: Raw -2448854.737577 + Penalty 4807.581576 = -2444047.156001 nChanged 18 SP:Iteration 137Q (10357.960000 sec): 3 clusters Score: Raw -2448857.647201 + Penalty 4807.581576 = -2444050.065625 nChanged 12 SP:Iteration 138Q (10358.210000 sec): 3 clusters Score: Raw -2448859.539718 + Penalty 4807.581576 = -2444051.958142 nChanged 15 SP:Iteration 139Q (10358.440000 sec): 3 clusters Score: Raw -2448862.859976 + Penalty 4807.581576 = -2444055.278399 nChanged 15 SP:Iteration 140F (10358.790000 sec): 3 clusters Score: Raw -2448865.983746 + Penalty 4807.581576 = -2444058.402170 nChanged 13 SP:Iteration 141Q (10359.120000 sec): 3 clusters Score: Raw -2448868.799334 + Penalty 4807.581576 = -2444061.217757 nChanged 20 SP:Iteration 142Q (10359.390000 sec): 3 clusters Score: Raw -2448874.103192 + Penalty 4807.581576 = -2444066.521616 nChanged 22 SP:Iteration 143Q (10359.660000 sec): 3 clusters Score: Raw -2448880.716834 + Penalty 4807.581576 = -2444073.135257 nChanged 29 SP:Iteration 144Q (10359.970000 sec): 3 clusters Score: Raw -2448887.672368 + Penalty 4807.581576 = -2444080.090792 nChanged 29 SP:Iteration 145Q (10360.170000 sec): 3 clusters Score: Raw -2448894.959480 + Penalty 4807.581576 = -2444087.377903 nChanged 20 SP:Iteration 146Q (10360.450000 sec): 3 clusters Score: Raw -2448898.862408 + Penalty 4807.581576 = -2444091.280832 nChanged 13 SP:Iteration 147Q (10360.710000 sec): 3 clusters Score: Raw -2448901.329092 + Penalty 4807.581576 = -2444093.747516 nChanged 8 SP:Iteration 148Q (10360.990000 sec): 3 clusters Score: Raw -2448902.635477 + Penalty 4807.581576 = -2444095.053901 nChanged 6 SP:Iteration 149Q (10361.250000 sec): 3 clusters Score: Raw -2448903.219870 + Penalty 4807.581576 = -2444095.638294 nChanged 7 SP:Iteration 150Q (10361.510000 sec): 3 clusters Score: Raw -2448904.521999 + Penalty 4807.581576 = -2444096.940423 nChanged 8 SP:Iteration 151Q (10361.780000 sec): 3 clusters Score: Raw -2448906.094123 + Penalty 4807.581576 = -2444098.512547 nChanged 5 SP:Iteration 152Q (10362.060000 sec): 3 clusters Score: Raw -2448906.962955 + Penalty 4807.581576 = -2444099.381379 nChanged 6 SP:Iteration 153Q (10362.330000 sec): 3 clusters Score: Raw -2448908.453429 + Penalty 4807.581576 = -2444100.871853 nChanged 11 SP:Iteration 154Q (10362.620000 sec): 3 clusters Score: Raw -2448910.851288 + Penalty 4807.581576 = -2444103.269712 nChanged 8 SP:Iteration 155Q (10362.890000 sec): 3 clusters Score: Raw -2448912.640502 + Penalty 4807.581576 = -2444105.058925 nChanged 9 SP:Iteration 156Q (10363.200000 sec): 3 clusters Score: Raw -2448914.734893 + Penalty 4807.581576 = -2444107.153317 nChanged 13 SP:Iteration 157Q (10363.410000 sec): 3 clusters Score: Raw -2448918.336513 + Penalty 4807.581576 = -2444110.754937 nChanged 12 SP:Iteration 158Q (10363.680000 sec): 3 clusters Score: Raw -2448921.003445 + Penalty 4807.581576 = -2444113.421869 nChanged 8 SP:Iteration 159Q (10363.920000 sec): 3 clusters Score: Raw -2448922.325174 + Penalty 4807.581576 = -2444114.743597 nChanged 8 SP:Iteration 160F (10364.160000 sec): 3 clusters Score: Raw -2448923.833540 + Penalty 4807.581576 = -2444116.251964 nChanged 5 SP:Iteration 161Q (10364.440000 sec): 3 clusters Score: Raw -2448925.092751 + Penalty 4807.581576 = -2444117.511174 nChanged 7 SP:Iteration 162Q (10364.720000 sec): 3 clusters Score: Raw -2448927.083174 + Penalty 4807.581576 = -2444119.501598 nChanged 9 SP:Iteration 163Q (10365.020000 sec): 3 clusters Score: Raw -2448929.407480 + Penalty 4807.581576 = -2444121.825904 nChanged 11 SP:Iteration 164Q (10365.260000 sec): 3 clusters Score: Raw -2448931.222314 + Penalty 4807.581576 = -2444123.640738 nChanged 9 SP:Iteration 165Q (10365.580000 sec): 3 clusters Score: Raw -2448934.332022 + Penalty 4807.581576 = -2444126.750446 nChanged 14 SP:Iteration 166Q (10365.850000 sec): 3 clusters Score: Raw -2448938.108078 + Penalty 4807.581576 = -2444130.526501 nChanged 10 SP:Iteration 167Q (10366.170000 sec): 3 clusters Score: Raw -2448940.428097 + Penalty 4807.581576 = -2444132.846521 nChanged 9 SP:Iteration 168Q (10366.420000 sec): 3 clusters Score: Raw -2448942.084404 + Penalty 4807.581576 = -2444134.502827 nChanged 9 SP:Iteration 169Q (10366.640000 sec): 3 clusters Score: Raw -2448943.888378 + Penalty 4807.581576 = -2444136.306802 nChanged 6 SP:Iteration 170Q (10366.910000 sec): 3 clusters Score: Raw -2448944.801286 + Penalty 4807.581576 = -2444137.219710 nChanged 3 SP:Iteration 171Q (10367.150000 sec): 3 clusters Score: Raw -2448945.595936 + Penalty 4807.581576 = -2444138.014360 nChanged 3 SP:Iteration 172Q (10367.430000 sec): 3 clusters Score: Raw -2448945.892587 + Penalty 4807.581576 = -2444138.311010 nChanged 1 SP:Iteration 173Q (10367.730000 sec): 3 clusters Score: Raw -2448946.004193 + Penalty 4807.581576 = -2444138.422617 nChanged 0 SP:Iteration 174F (10367.950000 sec): 3 clusters Score: Raw -2448946.004193 + Penalty 4807.581576 = -2444138.422617 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 6 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10368.070000 sec): 2 clusters Score: Raw -213675.633910 + Penalty 1806.124773 = -211869.509137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10368.300000 sec): 3 clusters Score: Raw -213236.669448 + Penalty 3612.249545 = -209624.419902 nChanged 449 SP:Iteration 1F (10368.480000 sec): 3 clusters Score: Raw -213622.563264 + Penalty 3612.249545 = -210010.313719 nChanged 93 SP:Iteration 2F (10368.650000 sec): 3 clusters Score: Raw -213747.670550 + Penalty 3612.249545 = -210135.421005 nChanged 75 SP:Iteration 3F (10368.820000 sec): 3 clusters Score: Raw -213903.562459 + Penalty 3612.249545 = -210291.312913 nChanged 78 SP:Iteration 4F (10368.980000 sec): 3 clusters Score: Raw -214133.571241 + Penalty 3612.249545 = -210521.321696 nChanged 89 SP:Iteration 5F (10369.190000 sec): 3 clusters Score: Raw -214368.168895 + Penalty 3612.249545 = -210755.919350 nChanged 86 SP:Iteration 6F (10369.360000 sec): 3 clusters Score: Raw -214525.432277 + Penalty 3612.249545 = -210913.182732 nChanged 72 SP:Iteration 7Q (10369.490000 sec): 3 clusters Score: Raw -214653.826550 + Penalty 3612.249545 = -211041.577005 nChanged 57 SP:Iteration 8Q (10369.650000 sec): 3 clusters Score: Raw -214757.166327 + Penalty 3612.249545 = -211144.916782 nChanged 48 SP:Iteration 9Q (10369.850000 sec): 3 clusters Score: Raw -214828.374582 + Penalty 3612.249545 = -211216.125037 nChanged 27 SP:Iteration 10Q (10370.020000 sec): 3 clusters Score: Raw -214872.433796 + Penalty 3612.249545 = -211260.184251 nChanged 33 SP:Iteration 11Q (10370.210000 sec): 3 clusters Score: Raw -214933.233006 + Penalty 3612.249545 = -211320.983461 nChanged 25 SP:Iteration 12Q (10370.400000 sec): 3 clusters Score: Raw -214977.714484 + Penalty 3612.249545 = -211365.464939 nChanged 22 SP:Iteration 13Q (10370.640000 sec): 3 clusters Score: Raw -215027.677154 + Penalty 3612.249545 = -211415.427609 nChanged 19 SP:Iteration 14Q (10370.870000 sec): 3 clusters Score: Raw -215060.414343 + Penalty 3612.249545 = -211448.164798 nChanged 3 SP:Iteration 15Q (10371.030000 sec): 3 clusters Score: Raw -215064.147537 + Penalty 3612.249545 = -211451.897992 nChanged 3 SP:Iteration 16Q (10371.230000 sec): 3 clusters Score: Raw -215070.238578 + Penalty 3612.249545 = -211457.989032 nChanged 5 SP:Iteration 17Q (10371.460000 sec): 3 clusters Score: Raw -215080.598867 + Penalty 3612.249545 = -211468.349322 nChanged 3 SP:Iteration 18Q (10371.590000 sec): 3 clusters Score: Raw -215084.393147 + Penalty 3612.249545 = -211472.143602 nChanged 2 SP:Iteration 19Q (10371.810000 sec): 3 clusters Score: Raw -215086.884997 + Penalty 3612.249545 = -211474.635452 nChanged 0 SP:Iteration 20F (10371.990000 sec): 3 clusters Score: Raw -215086.884997 + Penalty 3612.249545 = -211474.635452 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (60458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10372.400000 sec): 2 clusters Score: Raw -8867598.330416 + Penalty 2730.406639 = -8864867.923777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10372.900000 sec): 3 clusters Score: Raw -8829631.897974 + Penalty 5460.813277 = -8824171.084696 nChanged 28227 SP:Iteration 1F (10373.350000 sec): 3 clusters Score: Raw -8845255.040715 + Penalty 5460.813277 = -8839794.227437 nChanged 1975 SP:Iteration 2Q (10373.820000 sec): 3 clusters Score: Raw -8845673.138137 + Penalty 5460.813277 = -8840212.324860 nChanged 1768 SP:Iteration 3Q (10374.360000 sec): 3 clusters Score: Raw -8846031.440887 + Penalty 5460.813277 = -8840570.627610 nChanged 1659 SP:Iteration 4Q (10374.920000 sec): 3 clusters Score: Raw -8846397.447417 + Penalty 5460.813277 = -8840936.634139 nChanged 1686 SP:Iteration 5Q (10375.470000 sec): 3 clusters Score: Raw -8846817.500770 + Penalty 5460.813277 = -8841356.687493 nChanged 1777 SP:Iteration 6Q (10376.000000 sec): 3 clusters Score: Raw -8847373.278445 + Penalty 5460.813277 = -8841912.465168 nChanged 2048 SP:Iteration 7Q (10376.570000 sec): 3 clusters Score: Raw -8848186.883847 + Penalty 5460.813277 = -8842726.070570 nChanged 2519 SP:Iteration 8Q (10377.090000 sec): 3 clusters Score: Raw -8849471.551852 + Penalty 5460.813277 = -8844010.738574 nChanged 3200 SP:Iteration 9F (10377.670000 sec): 3 clusters Score: Raw -8851404.088315 + Penalty 5460.813277 = -8845943.275038 nChanged 3872 SP:Iteration 10F (10378.150000 sec): 3 clusters Score: Raw -8854099.674643 + Penalty 5460.813277 = -8848638.861366 nChanged 4474 SP:Iteration 11F (10378.710000 sec): 3 clusters Score: Raw -8857698.870853 + Penalty 5460.813277 = -8852238.057575 nChanged 4572 SP:Iteration 12F (10379.170000 sec): 3 clusters Score: Raw -8861721.903484 + Penalty 5460.813277 = -8856261.090207 nChanged 3322 SP:Iteration 13F (10379.660000 sec): 3 clusters Score: Raw -8864675.775270 + Penalty 5460.813277 = -8859214.961993 nChanged 1972 SP:Iteration 14Q (10380.200000 sec): 3 clusters Score: Raw -8866457.527891 + Penalty 5460.813277 = -8860996.714614 nChanged 979 SP:Iteration 15Q (10380.740000 sec): 3 clusters Score: Raw -8867335.826922 + Penalty 5460.813277 = -8861875.013645 nChanged 391 SP:Iteration 16Q (10381.300000 sec): 3 clusters Score: Raw -8867709.641856 + Penalty 5460.813277 = -8862248.828579 nChanged 148 SP:Iteration 17Q (10381.810000 sec): 3 clusters Score: Raw -8867853.580140 + Penalty 5460.813277 = -8862392.766863 nChanged 62 SP:Iteration 18Q (10382.300000 sec): 3 clusters Score: Raw -8867929.205677 + Penalty 5460.813277 = -8862468.392400 nChanged 40 SP:Iteration 19Q (10382.760000 sec): 3 clusters Score: Raw -8867979.959641 + Penalty 5460.813277 = -8862519.146363 nChanged 26 SP:Iteration 20F (10383.260000 sec): 3 clusters Score: Raw -8868004.499888 + Penalty 5460.813277 = -8862543.686611 nChanged 13 SP:Iteration 21Q (10383.720000 sec): 3 clusters Score: Raw -8868022.030566 + Penalty 5460.813277 = -8862561.217289 nChanged 9 SP:Iteration 22Q (10384.240000 sec): 3 clusters Score: Raw -8868036.767386 + Penalty 5460.813277 = -8862575.954109 nChanged 9 SP:Iteration 23Q (10384.760000 sec): 3 clusters Score: Raw -8868048.066783 + Penalty 5460.813277 = -8862587.253506 nChanged 4 SP:Iteration 24Q (10385.230000 sec): 3 clusters Score: Raw -8868053.583751 + Penalty 5460.813277 = -8862592.770474 nChanged 6 SP:Iteration 25Q (10385.650000 sec): 3 clusters Score: Raw -8868059.065084 + Penalty 5460.813277 = -8862598.251807 nChanged 4 SP:Iteration 26Q (10386.100000 sec): 3 clusters Score: Raw -8868063.110300 + Penalty 5460.813277 = -8862602.297023 nChanged 0 SP:Iteration 27F (10386.620000 sec): 3 clusters Score: Raw -8868063.110300 + Penalty 5460.813277 = -8862602.297023 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10386.730000 sec): 2 clusters Score: Raw -764197.439031 + Penalty 2136.081134 = -762061.357897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10386.990000 sec): 3 clusters Score: Raw -761532.461253 + Penalty 4272.162268 = -757260.298985 nChanged 2128 SP:Iteration 1F (10387.180000 sec): 3 clusters Score: Raw -762816.339268 + Penalty 4272.162268 = -758544.177000 nChanged 427 SP:Iteration 2F (10387.370000 sec): 3 clusters Score: Raw -763139.846455 + Penalty 4272.162268 = -758867.684186 nChanged 349 SP:Iteration 3F (10387.610000 sec): 3 clusters Score: Raw -763383.585041 + Penalty 4272.162268 = -759111.422773 nChanged 264 SP:Iteration 4Q (10387.800000 sec): 3 clusters Score: Raw -763564.660611 + Penalty 4272.162268 = -759292.498343 nChanged 236 SP:Iteration 5Q (10388.010000 sec): 3 clusters Score: Raw -763723.887685 + Penalty 4272.162268 = -759451.725417 nChanged 229 SP:Iteration 6Q (10388.210000 sec): 3 clusters Score: Raw -763871.585849 + Penalty 4272.162268 = -759599.423581 nChanged 194 SP:Iteration 7Q (10388.440000 sec): 3 clusters Score: Raw -764008.609681 + Penalty 4272.162268 = -759736.447413 nChanged 182 SP:Iteration 8Q (10388.660000 sec): 3 clusters Score: Raw -764121.409293 + Penalty 4272.162268 = -759849.247025 nChanged 152 SP:Iteration 9Q (10388.880000 sec): 3 clusters Score: Raw -764207.506373 + Penalty 4272.162268 = -759935.344105 nChanged 140 SP:Iteration 10Q (10389.100000 sec): 3 clusters Score: Raw -764291.319766 + Penalty 4272.162268 = -760019.157497 nChanged 142 SP:Iteration 11Q (10389.270000 sec): 3 clusters Score: Raw -764374.859739 + Penalty 4272.162268 = -760102.697471 nChanged 114 SP:Iteration 12Q (10389.540000 sec): 3 clusters Score: Raw -764435.974050 + Penalty 4272.162268 = -760163.811782 nChanged 90 SP:Iteration 13Q (10389.730000 sec): 3 clusters Score: Raw -764482.808339 + Penalty 4272.162268 = -760210.646070 nChanged 83 SP:Iteration 14Q (10389.940000 sec): 3 clusters Score: Raw -764522.795428 + Penalty 4272.162268 = -760250.633159 nChanged 62 SP:Iteration 15Q (10390.200000 sec): 3 clusters Score: Raw -764552.021156 + Penalty 4272.162268 = -760279.858888 nChanged 57 SP:Iteration 16Q (10390.370000 sec): 3 clusters Score: Raw -764580.071532 + Penalty 4272.162268 = -760307.909263 nChanged 57 SP:Iteration 17Q (10390.640000 sec): 3 clusters Score: Raw -764610.632583 + Penalty 4272.162268 = -760338.470315 nChanged 50 SP:Iteration 18Q (10390.810000 sec): 3 clusters Score: Raw -764639.650440 + Penalty 4272.162268 = -760367.488172 nChanged 55 SP:Iteration 19Q (10391.060000 sec): 3 clusters Score: Raw -764670.915022 + Penalty 4272.162268 = -760398.752754 nChanged 54 SP:Iteration 20F (10391.240000 sec): 3 clusters Score: Raw -764704.743702 + Penalty 4272.162268 = -760432.581433 nChanged 48 SP:Iteration 21Q (10391.480000 sec): 3 clusters Score: Raw -764730.945334 + Penalty 4272.162268 = -760458.783066 nChanged 41 SP:Iteration 22Q (10391.680000 sec): 3 clusters Score: Raw -764750.688462 + Penalty 4272.162268 = -760478.526194 nChanged 35 SP:Iteration 23Q (10391.890000 sec): 3 clusters Score: Raw -764768.066812 + Penalty 4272.162268 = -760495.904544 nChanged 32 SP:Iteration 24Q (10392.060000 sec): 3 clusters Score: Raw -764785.048432 + Penalty 4272.162268 = -760512.886164 nChanged 25 SP:Iteration 25Q (10392.280000 sec): 3 clusters Score: Raw -764797.417018 + Penalty 4272.162268 = -760525.254749 nChanged 27 SP:Iteration 26Q (10392.480000 sec): 3 clusters Score: Raw -764811.997253 + Penalty 4272.162268 = -760539.834984 nChanged 25 SP:Iteration 27Q (10392.710000 sec): 3 clusters Score: Raw -764830.582223 + Penalty 4272.162268 = -760558.419955 nChanged 24 SP:Iteration 28Q (10392.920000 sec): 3 clusters Score: Raw -764845.501090 + Penalty 4272.162268 = -760573.338821 nChanged 24 SP:Iteration 29Q (10393.090000 sec): 3 clusters Score: Raw -764858.881757 + Penalty 4272.162268 = -760586.719489 nChanged 16 SP:Iteration 30Q (10393.360000 sec): 3 clusters Score: Raw -764868.949723 + Penalty 4272.162268 = -760596.787455 nChanged 15 SP:Iteration 31Q (10393.560000 sec): 3 clusters Score: Raw -764878.248749 + Penalty 4272.162268 = -760606.086480 nChanged 12 SP:Iteration 32Q (10393.760000 sec): 3 clusters Score: Raw -764884.176714 + Penalty 4272.162268 = -760612.014446 nChanged 15 SP:Iteration 33Q (10393.970000 sec): 3 clusters Score: Raw -764890.418097 + Penalty 4272.162268 = -760618.255829 nChanged 11 SP:Iteration 34Q (10394.160000 sec): 3 clusters Score: Raw -764895.607228 + Penalty 4272.162268 = -760623.444960 nChanged 10 SP:Iteration 35Q (10394.360000 sec): 3 clusters Score: Raw -764900.524863 + Penalty 4272.162268 = -760628.362594 nChanged 11 SP:Iteration 36Q (10394.570000 sec): 3 clusters Score: Raw -764906.351525 + Penalty 4272.162268 = -760634.189256 nChanged 9 SP:Iteration 37Q (10394.800000 sec): 3 clusters Score: Raw -764914.311405 + Penalty 4272.162268 = -760642.149137 nChanged 14 SP:Iteration 38Q (10394.980000 sec): 3 clusters Score: Raw -764925.482430 + Penalty 4272.162268 = -760653.320161 nChanged 13 SP:Iteration 39Q (10395.200000 sec): 3 clusters Score: Raw -764935.194696 + Penalty 4272.162268 = -760663.032428 nChanged 18 SP:Iteration 40F (10395.440000 sec): 3 clusters Score: Raw -764944.738444 + Penalty 4272.162268 = -760672.576175 nChanged 11 SP:Iteration 41Q (10395.590000 sec): 3 clusters Score: Raw -764949.899871 + Penalty 4272.162268 = -760677.737602 nChanged 10 SP:Iteration 42Q (10395.790000 sec): 3 clusters Score: Raw -764953.769176 + Penalty 4272.162268 = -760681.606908 nChanged 8 SP:Iteration 43Q (10395.980000 sec): 3 clusters Score: Raw -764959.284492 + Penalty 4272.162268 = -760687.122224 nChanged 7 SP:Iteration 44Q (10396.200000 sec): 3 clusters Score: Raw -764962.720958 + Penalty 4272.162268 = -760690.558689 nChanged 8 SP:Iteration 45Q (10396.440000 sec): 3 clusters Score: Raw -764965.866038 + Penalty 4272.162268 = -760693.703770 nChanged 9 SP:Iteration 46Q (10396.610000 sec): 3 clusters Score: Raw -764970.389833 + Penalty 4272.162268 = -760698.227565 nChanged 8 SP:Iteration 47Q (10396.840000 sec): 3 clusters Score: Raw -764973.696286 + Penalty 4272.162268 = -760701.534018 nChanged 6 SP:Iteration 48Q (10397.030000 sec): 3 clusters Score: Raw -764977.253084 + Penalty 4272.162268 = -760705.090815 nChanged 7 SP:Iteration 49Q (10397.210000 sec): 3 clusters Score: Raw -764981.248344 + Penalty 4272.162268 = -760709.086076 nChanged 8 SP:Iteration 50Q (10397.460000 sec): 3 clusters Score: Raw -764986.806159 + Penalty 4272.162268 = -760714.643890 nChanged 6 SP:Iteration 51Q (10397.660000 sec): 3 clusters Score: Raw -764989.302333 + Penalty 4272.162268 = -760717.140065 nChanged 5 SP:Iteration 52Q (10397.860000 sec): 3 clusters Score: Raw -764990.817491 + Penalty 4272.162268 = -760718.655222 nChanged 3 SP:Iteration 53Q (10398.060000 sec): 3 clusters Score: Raw -764991.829702 + Penalty 4272.162268 = -760719.667433 nChanged 2 SP:Iteration 54Q (10398.280000 sec): 3 clusters Score: Raw -764992.630562 + Penalty 4272.162268 = -760720.468294 nChanged 2 SP:Iteration 55Q (10398.470000 sec): 3 clusters Score: Raw -764993.298990 + Penalty 4272.162268 = -760721.136722 nChanged 1 SP:Iteration 56Q (10398.700000 sec): 3 clusters Score: Raw -764993.745458 + Penalty 4272.162268 = -760721.583190 nChanged 3 SP:Iteration 57Q (10398.940000 sec): 3 clusters Score: Raw -764995.495142 + Penalty 4272.162268 = -760723.332873 nChanged 5 SP:Iteration 58Q (10399.110000 sec): 3 clusters Score: Raw -764998.045266 + Penalty 4272.162268 = -760725.882998 nChanged 3 SP:Iteration 59Q (10399.300000 sec): 3 clusters Score: Raw -764999.117181 + Penalty 4272.162268 = -760726.954913 nChanged 2 SP:Iteration 60F (10399.510000 sec): 3 clusters Score: Raw -764999.745602 + Penalty 4272.162268 = -760727.583333 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 9 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10399.620000 sec): 2 clusters Score: Raw -174982.451366 + Penalty 1753.960631 = -173228.490735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10399.800000 sec): 3 clusters Score: Raw -174660.580587 + Penalty 3507.921263 = -171152.659325 nChanged 305 SP:Iteration 1F (10399.960000 sec): 3 clusters Score: Raw -174956.324172 + Penalty 3507.921263 = -171448.402909 nChanged 83 SP:Iteration 2F (10400.150000 sec): 3 clusters Score: Raw -175066.391602 + Penalty 3507.921263 = -171558.470340 nChanged 48 SP:Iteration 3Q (10400.340000 sec): 3 clusters Score: Raw -175126.476109 + Penalty 3507.921263 = -171618.554847 nChanged 28 SP:Iteration 4Q (10400.510000 sec): 3 clusters Score: Raw -175168.215486 + Penalty 3507.921263 = -171660.294224 nChanged 20 SP:Iteration 5Q (10400.690000 sec): 3 clusters Score: Raw -175197.424985 + Penalty 3507.921263 = -171689.503722 nChanged 13 SP:Iteration 6Q (10400.890000 sec): 3 clusters Score: Raw -175210.610841 + Penalty 3507.921263 = -171702.689578 nChanged 4 SP:Iteration 7Q (10401.070000 sec): 3 clusters Score: Raw -175215.132562 + Penalty 3507.921263 = -171707.211300 nChanged 5 SP:Iteration 8Q (10401.230000 sec): 3 clusters Score: Raw -175220.540903 + Penalty 3507.921263 = -171712.619641 nChanged 6 SP:Iteration 9Q (10401.430000 sec): 3 clusters Score: Raw -175226.487426 + Penalty 3507.921263 = -171718.566163 nChanged 7 SP:Iteration 10Q (10401.620000 sec): 3 clusters Score: Raw -175232.976279 + Penalty 3507.921263 = -171725.055016 nChanged 5 SP:Iteration 11Q (10401.810000 sec): 3 clusters Score: Raw -175236.373468 + Penalty 3507.921263 = -171728.452205 nChanged 5 SP:Iteration 12Q (10401.970000 sec): 3 clusters Score: Raw -175240.918783 + Penalty 3507.921263 = -171732.997520 nChanged 3 SP:Iteration 13Q (10402.170000 sec): 3 clusters Score: Raw -175242.747565 + Penalty 3507.921263 = -171734.826302 nChanged 1 SP:Iteration 14Q (10402.370000 sec): 3 clusters Score: Raw -175243.061584 + Penalty 3507.921263 = -171735.140322 nChanged 0 SP:Iteration 15F (10402.530000 sec): 3 clusters Score: Raw -175243.061584 + Penalty 3507.921263 = -171735.140322 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 10 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10402.690000 sec): 2 clusters Score: Raw -961921.801221 + Penalty 2176.642527 = -959745.158693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10402.860000 sec): 3 clusters Score: Raw -958621.712635 + Penalty 4353.285054 = -954268.427581 nChanged 2568 SP:Iteration 1F (10403.100000 sec): 3 clusters Score: Raw -960028.282990 + Penalty 4353.285054 = -955674.997935 nChanged 425 SP:Iteration 2F (10403.290000 sec): 3 clusters Score: Raw -960239.436492 + Penalty 4353.285054 = -955886.151438 nChanged 337 SP:Iteration 3F (10403.510000 sec): 3 clusters Score: Raw -960398.542481 + Penalty 4353.285054 = -956045.257427 nChanged 268 SP:Iteration 4Q (10403.720000 sec): 3 clusters Score: Raw -960517.354961 + Penalty 4353.285054 = -956164.069907 nChanged 207 SP:Iteration 5Q (10403.940000 sec): 3 clusters Score: Raw -960612.785174 + Penalty 4353.285054 = -956259.500119 nChanged 196 SP:Iteration 6Q (10404.120000 sec): 3 clusters Score: Raw -960700.866338 + Penalty 4353.285054 = -956347.581284 nChanged 205 SP:Iteration 7Q (10404.340000 sec): 3 clusters Score: Raw -960799.850003 + Penalty 4353.285054 = -956446.564948 nChanged 194 SP:Iteration 8Q (10404.560000 sec): 3 clusters Score: Raw -960889.864878 + Penalty 4353.285054 = -956536.579824 nChanged 191 SP:Iteration 9Q (10404.760000 sec): 3 clusters Score: Raw -960980.892391 + Penalty 4353.285054 = -956627.607336 nChanged 179 SP:Iteration 10Q (10404.970000 sec): 3 clusters Score: Raw -961063.251747 + Penalty 4353.285054 = -956709.966693 nChanged 179 SP:Iteration 11Q (10405.190000 sec): 3 clusters Score: Raw -961148.819527 + Penalty 4353.285054 = -956795.534473 nChanged 165 SP:Iteration 12Q (10405.380000 sec): 3 clusters Score: Raw -961233.977522 + Penalty 4353.285054 = -956880.692468 nChanged 171 SP:Iteration 13Q (10405.600000 sec): 3 clusters Score: Raw -961324.042568 + Penalty 4353.285054 = -956970.757514 nChanged 170 SP:Iteration 14Q (10405.850000 sec): 3 clusters Score: Raw -961420.637923 + Penalty 4353.285054 = -957067.352869 nChanged 148 SP:Iteration 15Q (10406.050000 sec): 3 clusters Score: Raw -961506.110743 + Penalty 4353.285054 = -957152.825689 nChanged 141 SP:Iteration 16Q (10406.280000 sec): 3 clusters Score: Raw -961577.801445 + Penalty 4353.285054 = -957224.516390 nChanged 120 SP:Iteration 17Q (10406.520000 sec): 3 clusters Score: Raw -961641.098190 + Penalty 4353.285054 = -957287.813135 nChanged 104 SP:Iteration 18Q (10406.780000 sec): 3 clusters Score: Raw -961704.468917 + Penalty 4353.285054 = -957351.183863 nChanged 100 SP:Iteration 19Q (10407.050000 sec): 3 clusters Score: Raw -961769.517538 + Penalty 4353.285054 = -957416.232484 nChanged 108 SP:Iteration 20F (10407.300000 sec): 3 clusters Score: Raw -961845.858503 + Penalty 4353.285054 = -957492.573448 nChanged 100 SP:Iteration 21Q (10407.560000 sec): 3 clusters Score: Raw -961906.537109 + Penalty 4353.285054 = -957553.252054 nChanged 74 SP:Iteration 22Q (10407.830000 sec): 3 clusters Score: Raw -961949.717921 + Penalty 4353.285054 = -957596.432867 nChanged 65 SP:Iteration 23Q (10408.020000 sec): 3 clusters Score: Raw -961989.885230 + Penalty 4353.285054 = -957636.600176 nChanged 54 SP:Iteration 24Q (10408.250000 sec): 3 clusters Score: Raw -962027.382070 + Penalty 4353.285054 = -957674.097016 nChanged 56 SP:Iteration 25Q (10408.490000 sec): 3 clusters Score: Raw -962062.228939 + Penalty 4353.285054 = -957708.943885 nChanged 35 SP:Iteration 26Q (10408.760000 sec): 3 clusters Score: Raw -962079.801047 + Penalty 4353.285054 = -957726.515992 nChanged 21 SP:Iteration 27Q (10408.950000 sec): 3 clusters Score: Raw -962092.432046 + Penalty 4353.285054 = -957739.146992 nChanged 23 SP:Iteration 28Q (10409.220000 sec): 3 clusters Score: Raw -962107.847837 + Penalty 4353.285054 = -957754.562783 nChanged 28 SP:Iteration 29Q (10409.420000 sec): 3 clusters Score: Raw -962124.966294 + Penalty 4353.285054 = -957771.681240 nChanged 23 SP:Iteration 30Q (10409.660000 sec): 3 clusters Score: Raw -962139.838983 + Penalty 4353.285054 = -957786.553929 nChanged 17 SP:Iteration 31Q (10409.850000 sec): 3 clusters Score: Raw -962150.047635 + Penalty 4353.285054 = -957796.762581 nChanged 18 SP:Iteration 32Q (10410.100000 sec): 3 clusters Score: Raw -962161.068758 + Penalty 4353.285054 = -957807.783703 nChanged 17 SP:Iteration 33Q (10410.280000 sec): 3 clusters Score: Raw -962171.291222 + Penalty 4353.285054 = -957818.006168 nChanged 18 SP:Iteration 34Q (10410.520000 sec): 3 clusters Score: Raw -962181.900249 + Penalty 4353.285054 = -957828.615195 nChanged 20 SP:Iteration 35Q (10410.740000 sec): 3 clusters Score: Raw -962193.927153 + Penalty 4353.285054 = -957840.642099 nChanged 17 SP:Iteration 36Q (10410.990000 sec): 3 clusters Score: Raw -962201.982000 + Penalty 4353.285054 = -957848.696945 nChanged 12 SP:Iteration 37Q (10411.190000 sec): 3 clusters Score: Raw -962209.637914 + Penalty 4353.285054 = -957856.352859 nChanged 12 SP:Iteration 38Q (10411.380000 sec): 3 clusters Score: Raw -962217.024759 + Penalty 4353.285054 = -957863.739704 nChanged 9 SP:Iteration 39Q (10411.610000 sec): 3 clusters Score: Raw -962223.285375 + Penalty 4353.285054 = -957870.000320 nChanged 9 SP:Iteration 40F (10411.820000 sec): 3 clusters Score: Raw -962226.964597 + Penalty 4353.285054 = -957873.679543 nChanged 7 SP:Iteration 41Q (10412.050000 sec): 3 clusters Score: Raw -962231.683013 + Penalty 4353.285054 = -957878.397958 nChanged 3 SP:Iteration 42Q (10412.300000 sec): 3 clusters Score: Raw -962233.597310 + Penalty 4353.285054 = -957880.312256 nChanged 5 SP:Iteration 43Q (10412.530000 sec): 3 clusters Score: Raw -962236.905645 + Penalty 4353.285054 = -957883.620591 nChanged 6 SP:Iteration 44Q (10412.780000 sec): 3 clusters Score: Raw -962240.416432 + Penalty 4353.285054 = -957887.131378 nChanged 5 SP:Iteration 45Q (10413.010000 sec): 3 clusters Score: Raw -962243.741450 + Penalty 4353.285054 = -957890.456395 nChanged 5 SP:Iteration 46Q (10413.210000 sec): 3 clusters Score: Raw -962247.707160 + Penalty 4353.285054 = -957894.422105 nChanged 7 SP:Iteration 47Q (10413.470000 sec): 3 clusters Score: Raw -962253.725456 + Penalty 4353.285054 = -957900.440402 nChanged 8 SP:Iteration 48Q (10413.670000 sec): 3 clusters Score: Raw -962259.586253 + Penalty 4353.285054 = -957906.301199 nChanged 11 SP:Iteration 49Q (10413.900000 sec): 3 clusters Score: Raw -962266.514811 + Penalty 4353.285054 = -957913.229756 nChanged 7 SP:Iteration 50Q (10414.160000 sec): 3 clusters Score: Raw -962272.849938 + Penalty 4353.285054 = -957919.564884 nChanged 7 SP:Iteration 51Q (10414.390000 sec): 3 clusters Score: Raw -962278.214104 + Penalty 4353.285054 = -957924.929050 nChanged 7 SP:Iteration 52Q (10414.620000 sec): 3 clusters Score: Raw -962282.040401 + Penalty 4353.285054 = -957928.755346 nChanged 5 SP:Iteration 53Q (10414.880000 sec): 3 clusters Score: Raw -962285.409005 + Penalty 4353.285054 = -957932.123951 nChanged 14 SP:Iteration 54Q (10415.090000 sec): 3 clusters Score: Raw -962294.388697 + Penalty 4353.285054 = -957941.103643 nChanged 8 SP:Iteration 55Q (10415.320000 sec): 3 clusters Score: Raw -962302.165844 + Penalty 4353.285054 = -957948.880790 nChanged 14 SP:Iteration 56Q (10415.530000 sec): 3 clusters Score: Raw -962311.914558 + Penalty 4353.285054 = -957958.629504 nChanged 7 SP:Iteration 57Q (10415.810000 sec): 3 clusters Score: Raw -962316.436478 + Penalty 4353.285054 = -957963.151424 nChanged 2 SP:Iteration 58Q (10416.020000 sec): 3 clusters Score: Raw -962317.351195 + Penalty 4353.285054 = -957964.066141 nChanged 1 SP:Iteration 59Q (10416.240000 sec): 3 clusters Score: Raw -962317.644636 + Penalty 4353.285054 = -957964.359581 nChanged 0 SP:Iteration 60F (10416.440000 sec): 3 clusters Score: Raw -962317.644636 + Penalty 4353.285054 = -957964.359581 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10416.600000 sec): 2 clusters Score: Raw -123226.741176 + Penalty 1670.178732 = -121556.562444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10416.800000 sec): 3 clusters Score: Raw -123096.279132 + Penalty 3340.357463 = -119755.921669 nChanged 175 SP:Iteration 1F (10416.980000 sec): 3 clusters Score: Raw -123302.971822 + Penalty 3340.357463 = -119962.614358 nChanged 42 SP:Iteration 2Q (10417.190000 sec): 3 clusters Score: Raw -123383.438770 + Penalty 3340.357463 = -120043.081306 nChanged 30 SP:Iteration 3Q (10417.430000 sec): 3 clusters Score: Raw -123438.300190 + Penalty 3340.357463 = -120097.942727 nChanged 26 SP:Iteration 4Q (10417.600000 sec): 3 clusters Score: Raw -123487.609602 + Penalty 3340.357463 = -120147.252138 nChanged 21 SP:Iteration 5Q (10417.810000 sec): 3 clusters Score: Raw -123529.442068 + Penalty 3340.357463 = -120189.084604 nChanged 15 SP:Iteration 6Q (10418.060000 sec): 3 clusters Score: Raw -123549.941975 + Penalty 3340.357463 = -120209.584511 nChanged 6 SP:Iteration 7Q (10418.270000 sec): 3 clusters Score: Raw -123557.294224 + Penalty 3340.357463 = -120216.936761 nChanged 4 SP:Iteration 8Q (10418.490000 sec): 3 clusters Score: Raw -123565.139075 + Penalty 3340.357463 = -120224.781612 nChanged 5 SP:Iteration 9Q (10418.680000 sec): 3 clusters Score: Raw -123569.572063 + Penalty 3340.357463 = -120229.214600 nChanged 2 SP:Iteration 10Q (10418.850000 sec): 3 clusters Score: Raw -123573.318276 + Penalty 3340.357463 = -120232.960812 nChanged 2 SP:Iteration 11Q (10419.000000 sec): 3 clusters Score: Raw -123574.331121 + Penalty 3340.357463 = -120233.973657 nChanged 2 SP:Iteration 12Q (10419.150000 sec): 3 clusters Score: Raw -123577.812414 + Penalty 3340.357463 = -120237.454950 nChanged 1 SP:Iteration 13Q (10419.340000 sec): 3 clusters Score: Raw -123579.828496 + Penalty 3340.357463 = -120239.471033 nChanged 0 SP:Iteration 14F (10419.570000 sec): 3 clusters Score: Raw -123579.828496 + Penalty 3340.357463 = -120239.471033 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10419.670000 sec): 2 clusters Score: Raw -108560.615553 + Penalty 1644.409480 = -106916.206074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10419.830000 sec): 3 clusters Score: Raw -108468.539639 + Penalty 3288.818959 = -105179.720679 nChanged 182 SP:Iteration 1F (10420.040000 sec): 3 clusters Score: Raw -108742.517677 + Penalty 3288.818959 = -105453.698717 nChanged 52 SP:Iteration 2F (10420.160000 sec): 3 clusters Score: Raw -108856.482576 + Penalty 3288.818959 = -105567.663616 nChanged 25 SP:Iteration 3Q (10420.350000 sec): 3 clusters Score: Raw -108893.284599 + Penalty 3288.818959 = -105604.465640 nChanged 13 SP:Iteration 4Q (10420.590000 sec): 3 clusters Score: Raw -108925.669431 + Penalty 3288.818959 = -105636.850472 nChanged 16 SP:Iteration 5Q (10420.810000 sec): 3 clusters Score: Raw -108953.598256 + Penalty 3288.818959 = -105664.779296 nChanged 7 SP:Iteration 6Q (10420.970000 sec): 3 clusters Score: Raw -108964.346743 + Penalty 3288.818959 = -105675.527783 nChanged 3 SP:Iteration 7Q (10421.220000 sec): 3 clusters Score: Raw -108971.820634 + Penalty 3288.818959 = -105683.001674 nChanged 6 SP:Iteration 8Q (10421.400000 sec): 3 clusters Score: Raw -108978.741477 + Penalty 3288.818959 = -105689.922518 nChanged 5 SP:Iteration 9Q (10421.580000 sec): 3 clusters Score: Raw -108990.460782 + Penalty 3288.818959 = -105701.641823 nChanged 6 SP:Iteration 10Q (10421.780000 sec): 3 clusters Score: Raw -108998.944039 + Penalty 3288.818959 = -105710.125080 nChanged 5 SP:Iteration 11Q (10422.010000 sec): 3 clusters Score: Raw -109007.129295 + Penalty 3288.818959 = -105718.310336 nChanged 0 SP:Iteration 12F (10422.160000 sec): 3 clusters Score: Raw -109007.129295 + Penalty 3288.818959 = -105718.310336 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10422.280000 sec): 2 clusters Score: Raw -23489.857882 + Penalty 1289.227264 = -22200.630618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10422.460000 sec): 3 clusters Score: Raw -23759.846810 + Penalty 2578.454528 = -21181.392283 nChanged 15 SP:Iteration 1F (10422.670000 sec): 3 clusters Score: Raw -23836.943673 + Penalty 2578.454528 = -21258.489145 nChanged 3 SP:Iteration 2Q (10422.840000 sec): 3 clusters Score: Raw -23850.447336 + Penalty 2578.454528 = -21271.992808 nChanged 3 SP:Iteration 3Q (10422.950000 sec): 3 clusters Score: Raw -23868.095887 + Penalty 2578.454528 = -21289.641359 nChanged 1 SP:Iteration 4Q (10423.110000 sec): 3 clusters Score: Raw -23870.983438 + Penalty 2578.454528 = -21292.528911 nChanged 0 SP:Iteration 5F (10423.270000 sec): 3 clusters Score: Raw -23870.983438 + Penalty 2578.454528 = -21292.528911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 14 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10423.380000 sec): 2 clusters Score: Raw -39826.334693 + Penalty 1425.058391 = -38401.276301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10423.530000 sec): 3 clusters Score: Raw -40062.370176 + Penalty 2850.116783 = -37212.253393 nChanged 51 SP:Iteration 1F (10423.690000 sec): 3 clusters Score: Raw -40219.214139 + Penalty 2850.116783 = -37369.097357 nChanged 16 SP:Iteration 2F (10423.800000 sec): 3 clusters Score: Raw -40282.936285 + Penalty 2850.116783 = -37432.819503 nChanged 5 SP:Iteration 3Q (10424.000000 sec): 3 clusters Score: Raw -40301.050307 + Penalty 2850.116783 = -37450.933525 nChanged 2 SP:Iteration 4Q (10424.240000 sec): 3 clusters Score: Raw -40310.837697 + Penalty 2850.116783 = -37460.720914 nChanged 2 SP:Iteration 5Q (10424.380000 sec): 3 clusters Score: Raw -40320.951217 + Penalty 2850.116783 = -37470.834434 nChanged 0 SP:Iteration 6F (10424.550000 sec): 3 clusters Score: Raw -40320.951217 + Penalty 2850.116783 = -37470.834434 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10424.660000 sec): 2 clusters Score: Raw -29160.708452 + Penalty 1345.387604 = -27815.320847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10424.830000 sec): 3 clusters Score: Raw -29518.132912 + Penalty 2690.775209 = -26827.357703 nChanged 29 SP:Iteration 1F (10425.050000 sec): 3 clusters Score: Raw -29603.952110 + Penalty 2690.775209 = -26913.176902 nChanged 6 SP:Iteration 2Q (10425.220000 sec): 3 clusters Score: Raw -29631.490782 + Penalty 2690.775209 = -26940.715574 nChanged 2 SP:Iteration 3Q (10425.380000 sec): 3 clusters Score: Raw -29639.076245 + Penalty 2690.775209 = -26948.301036 nChanged 1 SP:Iteration 4Q (10425.500000 sec): 3 clusters Score: Raw -29641.807154 + Penalty 2690.775209 = -26951.031945 nChanged 0 SP:Iteration 5F (10425.700000 sec): 3 clusters Score: Raw -29641.807154 + Penalty 2690.775209 = -26951.031945 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10425.760000 sec): 2 clusters Score: Raw -144054.422509 + Penalty 1717.303874 = -142337.118635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10425.940000 sec): 3 clusters Score: Raw -143828.975729 + Penalty 3434.607748 = -140394.367980 nChanged 248 SP:Iteration 1F (10426.140000 sec): 3 clusters Score: Raw -144094.507334 + Penalty 3434.607748 = -140659.899586 nChanged 66 SP:Iteration 2F (10426.280000 sec): 3 clusters Score: Raw -144205.444175 + Penalty 3434.607748 = -140770.836427 nChanged 53 SP:Iteration 3F (10426.520000 sec): 3 clusters Score: Raw -144281.564353 + Penalty 3434.607748 = -140846.956605 nChanged 24 SP:Iteration 4Q (10426.660000 sec): 3 clusters Score: Raw -144315.275925 + Penalty 3434.607748 = -140880.668176 nChanged 16 SP:Iteration 5Q (10426.840000 sec): 3 clusters Score: Raw -144341.631527 + Penalty 3434.607748 = -140907.023779 nChanged 18 SP:Iteration 6Q (10427.060000 sec): 3 clusters Score: Raw -144363.925621 + Penalty 3434.607748 = -140929.317873 nChanged 19 SP:Iteration 7Q (10427.210000 sec): 3 clusters Score: Raw -144394.641319 + Penalty 3434.607748 = -140960.033571 nChanged 15 SP:Iteration 8Q (10427.390000 sec): 3 clusters Score: Raw -144409.675501 + Penalty 3434.607748 = -140975.067753 nChanged 7 SP:Iteration 9Q (10427.590000 sec): 3 clusters Score: Raw -144417.153445 + Penalty 3434.607748 = -140982.545696 nChanged 5 SP:Iteration 10Q (10427.790000 sec): 3 clusters Score: Raw -144425.314768 + Penalty 3434.607748 = -140990.707020 nChanged 5 SP:Iteration 11Q (10428.000000 sec): 3 clusters Score: Raw -144435.703020 + Penalty 3434.607748 = -141001.095272 nChanged 8 SP:Iteration 12Q (10428.160000 sec): 3 clusters Score: Raw -144450.602328 + Penalty 3434.607748 = -141015.994580 nChanged 8 SP:Iteration 13Q (10428.350000 sec): 3 clusters Score: Raw -144460.826009 + Penalty 3434.607748 = -141026.218261 nChanged 9 SP:Iteration 14Q (10428.530000 sec): 3 clusters Score: Raw -144477.064034 + Penalty 3434.607748 = -141042.456286 nChanged 13 SP:Iteration 15Q (10428.670000 sec): 3 clusters Score: Raw -144503.699701 + Penalty 3434.607748 = -141069.091952 nChanged 19 SP:Iteration 16Q (10428.880000 sec): 3 clusters Score: Raw -144549.331556 + Penalty 3434.607748 = -141114.723808 nChanged 16 SP:Iteration 17Q (10429.080000 sec): 3 clusters Score: Raw -144570.369078 + Penalty 3434.607748 = -141135.761330 nChanged 9 SP:Iteration 18Q (10429.220000 sec): 3 clusters Score: Raw -144580.193353 + Penalty 3434.607748 = -141145.585605 nChanged 9 SP:Iteration 19Q (10429.430000 sec): 3 clusters Score: Raw -144594.652484 + Penalty 3434.607748 = -141160.044735 nChanged 8 SP:Iteration 20F (10429.580000 sec): 3 clusters Score: Raw -144604.554019 + Penalty 3434.607748 = -141169.946271 nChanged 4 SP:Iteration 21Q (10429.780000 sec): 3 clusters Score: Raw -144615.017385 + Penalty 3434.607748 = -141180.409636 nChanged 7 SP:Iteration 22Q (10429.920000 sec): 3 clusters Score: Raw -144627.653015 + Penalty 3434.607748 = -141193.045267 nChanged 8 SP:Iteration 23Q (10430.150000 sec): 3 clusters Score: Raw -144650.265832 + Penalty 3434.607748 = -141215.658084 nChanged 5 SP:Iteration 24Q (10430.350000 sec): 3 clusters Score: Raw -144669.416293 + Penalty 3434.607748 = -141234.808545 nChanged 4 SP:Iteration 25Q (10430.500000 sec): 3 clusters Score: Raw -144673.102502 + Penalty 3434.607748 = -141238.494753 nChanged 2 SP:Iteration 26Q (10430.670000 sec): 3 clusters Score: Raw -144676.351856 + Penalty 3434.607748 = -141241.744108 nChanged 2 SP:Iteration 27Q (10430.830000 sec): 3 clusters Score: Raw -144679.433320 + Penalty 3434.607748 = -141244.825572 nChanged 0 SP:Iteration 28F (10431.010000 sec): 3 clusters Score: Raw -144679.433320 + Penalty 3434.607748 = -141244.825572 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (16679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10431.260000 sec): 2 clusters Score: Raw -2511770.327988 + Penalty 2411.032619 = -2509359.295369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10431.550000 sec): 3 clusters Score: Raw -2502324.442459 + Penalty 4822.065238 = -2497502.377221 nChanged 7213 SP:Iteration 1F (10431.790000 sec): 3 clusters Score: Raw -2506122.035748 + Penalty 4822.065238 = -2501299.970509 nChanged 944 SP:Iteration 2F (10432.140000 sec): 3 clusters Score: Raw -2506507.612060 + Penalty 4822.065238 = -2501685.546822 nChanged 781 SP:Iteration 3Q (10432.460000 sec): 3 clusters Score: Raw -2506810.129446 + Penalty 4822.065238 = -2501988.064208 nChanged 658 SP:Iteration 4Q (10432.760000 sec): 3 clusters Score: Raw -2507086.292578 + Penalty 4822.065238 = -2502264.227340 nChanged 707 SP:Iteration 5Q (10433.020000 sec): 3 clusters Score: Raw -2507424.136247 + Penalty 4822.065238 = -2502602.071009 nChanged 762 SP:Iteration 6Q (10433.350000 sec): 3 clusters Score: Raw -2507813.197556 + Penalty 4822.065238 = -2502991.132318 nChanged 782 SP:Iteration 7Q (10433.660000 sec): 3 clusters Score: Raw -2508225.141076 + Penalty 4822.065238 = -2503403.075838 nChanged 761 SP:Iteration 8Q (10433.990000 sec): 3 clusters Score: Raw -2508617.362180 + Penalty 4822.065238 = -2503795.296942 nChanged 785 SP:Iteration 9Q (10434.310000 sec): 3 clusters Score: Raw -2509090.092918 + Penalty 4822.065238 = -2504268.027680 nChanged 826 SP:Iteration 10Q (10434.630000 sec): 3 clusters Score: Raw -2509663.266283 + Penalty 4822.065238 = -2504841.201044 nChanged 793 SP:Iteration 11Q (10434.920000 sec): 3 clusters Score: Raw -2510253.804109 + Penalty 4822.065238 = -2505431.738871 nChanged 680 SP:Iteration 12Q (10435.220000 sec): 3 clusters Score: Raw -2510764.734162 + Penalty 4822.065238 = -2505942.668924 nChanged 534 SP:Iteration 13Q (10435.590000 sec): 3 clusters Score: Raw -2511115.920784 + Penalty 4822.065238 = -2506293.855546 nChanged 386 SP:Iteration 14Q (10435.830000 sec): 3 clusters Score: Raw -2511318.436075 + Penalty 4822.065238 = -2506496.370837 nChanged 270 SP:Iteration 15Q (10436.180000 sec): 3 clusters Score: Raw -2511429.797894 + Penalty 4822.065238 = -2506607.732656 nChanged 197 SP:Iteration 16Q (10436.460000 sec): 3 clusters Score: Raw -2511494.214743 + Penalty 4822.065238 = -2506672.149505 nChanged 146 SP:Iteration 17Q (10436.760000 sec): 3 clusters Score: Raw -2511536.937409 + Penalty 4822.065238 = -2506714.872171 nChanged 125 SP:Iteration 18Q (10437.040000 sec): 3 clusters Score: Raw -2511571.693799 + Penalty 4822.065238 = -2506749.628561 nChanged 105 SP:Iteration 19Q (10437.330000 sec): 3 clusters Score: Raw -2511599.454828 + Penalty 4822.065238 = -2506777.389590 nChanged 111 SP:Iteration 20F (10437.650000 sec): 3 clusters Score: Raw -2511633.621002 + Penalty 4822.065238 = -2506811.555763 nChanged 98 SP:Iteration 21Q (10437.930000 sec): 3 clusters Score: Raw -2511660.933193 + Penalty 4822.065238 = -2506838.867954 nChanged 89 SP:Iteration 22Q (10438.250000 sec): 3 clusters Score: Raw -2511686.738980 + Penalty 4822.065238 = -2506864.673741 nChanged 80 SP:Iteration 23Q (10438.550000 sec): 3 clusters Score: Raw -2511705.812762 + Penalty 4822.065238 = -2506883.747524 nChanged 67 SP:Iteration 24Q (10438.870000 sec): 3 clusters Score: Raw -2511723.098005 + Penalty 4822.065238 = -2506901.032767 nChanged 78 SP:Iteration 25Q (10439.180000 sec): 3 clusters Score: Raw -2511744.840363 + Penalty 4822.065238 = -2506922.775125 nChanged 81 SP:Iteration 26Q (10439.430000 sec): 3 clusters Score: Raw -2511766.327897 + Penalty 4822.065238 = -2506944.262659 nChanged 77 SP:Iteration 27Q (10439.730000 sec): 3 clusters Score: Raw -2511786.492995 + Penalty 4822.065238 = -2506964.427756 nChanged 68 SP:Iteration 28Q (10440.070000 sec): 3 clusters Score: Raw -2511804.111942 + Penalty 4822.065238 = -2506982.046704 nChanged 53 SP:Iteration 29Q (10440.360000 sec): 3 clusters Score: Raw -2511815.242834 + Penalty 4822.065238 = -2506993.177596 nChanged 51 SP:Iteration 30Q (10440.720000 sec): 3 clusters Score: Raw -2511828.227068 + Penalty 4822.065238 = -2507006.161830 nChanged 56 SP:Iteration 31Q (10441.070000 sec): 3 clusters Score: Raw -2511838.876677 + Penalty 4822.065238 = -2507016.811439 nChanged 44 SP:Iteration 32Q (10441.360000 sec): 3 clusters Score: Raw -2511847.263619 + Penalty 4822.065238 = -2507025.198381 nChanged 35 SP:Iteration 33Q (10441.740000 sec): 3 clusters Score: Raw -2511854.565607 + Penalty 4822.065238 = -2507032.500369 nChanged 33 SP:Iteration 34Q (10442.000000 sec): 3 clusters Score: Raw -2511860.740932 + Penalty 4822.065238 = -2507038.675694 nChanged 31 SP:Iteration 35Q (10442.290000 sec): 3 clusters Score: Raw -2511866.420824 + Penalty 4822.065238 = -2507044.355586 nChanged 31 SP:Iteration 36Q (10442.550000 sec): 3 clusters Score: Raw -2511872.143435 + Penalty 4822.065238 = -2507050.078197 nChanged 28 SP:Iteration 37Q (10442.860000 sec): 3 clusters Score: Raw -2511877.264721 + Penalty 4822.065238 = -2507055.199483 nChanged 27 SP:Iteration 38Q (10443.100000 sec): 3 clusters Score: Raw -2511882.436292 + Penalty 4822.065238 = -2507060.371054 nChanged 22 SP:Iteration 39Q (10443.370000 sec): 3 clusters Score: Raw -2511886.132121 + Penalty 4822.065238 = -2507064.066883 nChanged 25 SP:Iteration 40F (10443.670000 sec): 3 clusters Score: Raw -2511890.960246 + Penalty 4822.065238 = -2507068.895008 nChanged 24 SP:Iteration 41Q (10443.900000 sec): 3 clusters Score: Raw -2511895.754394 + Penalty 4822.065238 = -2507073.689156 nChanged 25 SP:Iteration 42Q (10444.190000 sec): 3 clusters Score: Raw -2511901.232931 + Penalty 4822.065238 = -2507079.167693 nChanged 19 SP:Iteration 43Q (10444.460000 sec): 3 clusters Score: Raw -2511905.265934 + Penalty 4822.065238 = -2507083.200696 nChanged 20 SP:Iteration 44Q (10444.710000 sec): 3 clusters Score: Raw -2511909.559734 + Penalty 4822.065238 = -2507087.494496 nChanged 23 SP:Iteration 45Q (10444.930000 sec): 3 clusters Score: Raw -2511914.408156 + Penalty 4822.065238 = -2507092.342918 nChanged 19 SP:Iteration 46Q (10445.190000 sec): 3 clusters Score: Raw -2511918.624694 + Penalty 4822.065238 = -2507096.559456 nChanged 14 SP:Iteration 47Q (10445.470000 sec): 3 clusters Score: Raw -2511921.051748 + Penalty 4822.065238 = -2507098.986510 nChanged 12 SP:Iteration 48Q (10445.710000 sec): 3 clusters Score: Raw -2511923.788281 + Penalty 4822.065238 = -2507101.723043 nChanged 14 SP:Iteration 49Q (10446.030000 sec): 3 clusters Score: Raw -2511927.059378 + Penalty 4822.065238 = -2507104.994140 nChanged 20 SP:Iteration 50Q (10446.280000 sec): 3 clusters Score: Raw -2511930.523419 + Penalty 4822.065238 = -2507108.458181 nChanged 12 SP:Iteration 51Q (10446.540000 sec): 3 clusters Score: Raw -2511932.158982 + Penalty 4822.065238 = -2507110.093744 nChanged 7 SP:Iteration 52Q (10446.870000 sec): 3 clusters Score: Raw -2511933.311671 + Penalty 4822.065238 = -2507111.246433 nChanged 10 SP:Iteration 53Q (10447.150000 sec): 3 clusters Score: Raw -2511934.750213 + Penalty 4822.065238 = -2507112.684975 nChanged 8 SP:Iteration 54Q (10447.460000 sec): 3 clusters Score: Raw -2511935.682702 + Penalty 4822.065238 = -2507113.617464 nChanged 8 SP:Iteration 55Q (10447.680000 sec): 3 clusters Score: Raw -2511936.740439 + Penalty 4822.065238 = -2507114.675201 nChanged 5 SP:Iteration 56Q (10447.960000 sec): 3 clusters Score: Raw -2511938.499832 + Penalty 4822.065238 = -2507116.434594 nChanged 12 SP:Iteration 57Q (10448.230000 sec): 3 clusters Score: Raw -2511940.894614 + Penalty 4822.065238 = -2507118.829376 nChanged 15 SP:Iteration 58Q (10448.540000 sec): 3 clusters Score: Raw -2511943.599653 + Penalty 4822.065238 = -2507121.534415 nChanged 10 SP:Iteration 59Q (10448.800000 sec): 3 clusters Score: Raw -2511944.887218 + Penalty 4822.065238 = -2507122.821980 nChanged 8 SP:Iteration 60F (10449.050000 sec): 3 clusters Score: Raw -2511946.222480 + Penalty 4822.065238 = -2507124.157241 nChanged 6 SP:Iteration 61Q (10449.380000 sec): 3 clusters Score: Raw -2511947.124869 + Penalty 4822.065238 = -2507125.059631 nChanged 5 SP:Iteration 62Q (10449.660000 sec): 3 clusters Score: Raw -2511947.824060 + Penalty 4822.065238 = -2507125.758821 nChanged 5 SP:Iteration 63Q (10449.950000 sec): 3 clusters Score: Raw -2511948.819404 + Penalty 4822.065238 = -2507126.754166 nChanged 8 SP:Iteration 64Q (10450.300000 sec): 3 clusters Score: Raw -2511950.453451 + Penalty 4822.065238 = -2507128.388213 nChanged 9 SP:Iteration 65Q (10450.560000 sec): 3 clusters Score: Raw -2511951.892376 + Penalty 4822.065238 = -2507129.827138 nChanged 9 SP:Iteration 66Q (10450.810000 sec): 3 clusters Score: Raw -2511953.075332 + Penalty 4822.065238 = -2507131.010094 nChanged 7 SP:Iteration 67Q (10451.080000 sec): 3 clusters Score: Raw -2511954.531759 + Penalty 4822.065238 = -2507132.466521 nChanged 7 SP:Iteration 68Q (10451.380000 sec): 3 clusters Score: Raw -2511956.481976 + Penalty 4822.065238 = -2507134.416738 nChanged 10 SP:Iteration 69Q (10451.690000 sec): 3 clusters Score: Raw -2511958.546915 + Penalty 4822.065238 = -2507136.481676 nChanged 11 SP:Iteration 70Q (10451.940000 sec): 3 clusters Score: Raw -2511960.149539 + Penalty 4822.065238 = -2507138.084301 nChanged 10 SP:Iteration 71Q (10452.220000 sec): 3 clusters Score: Raw -2511961.872836 + Penalty 4822.065238 = -2507139.807598 nChanged 8 SP:Iteration 72Q (10452.540000 sec): 3 clusters Score: Raw -2511962.745938 + Penalty 4822.065238 = -2507140.680699 nChanged 3 SP:Iteration 73Q (10452.800000 sec): 3 clusters Score: Raw -2511963.410796 + Penalty 4822.065238 = -2507141.345558 nChanged 3 SP:Iteration 74Q (10453.080000 sec): 3 clusters Score: Raw -2511963.898780 + Penalty 4822.065238 = -2507141.833542 nChanged 3 SP:Iteration 75Q (10453.300000 sec): 3 clusters Score: Raw -2511964.398105 + Penalty 4822.065238 = -2507142.332867 nChanged 7 SP:Iteration 76Q (10453.570000 sec): 3 clusters Score: Raw -2511965.603750 + Penalty 4822.065238 = -2507143.538511 nChanged 2 SP:Iteration 77Q (10453.870000 sec): 3 clusters Score: Raw -2511965.905445 + Penalty 4822.065238 = -2507143.840207 nChanged 3 SP:Iteration 78Q (10454.120000 sec): 3 clusters Score: Raw -2511966.514263 + Penalty 4822.065238 = -2507144.449025 nChanged 3 SP:Iteration 79Q (10454.420000 sec): 3 clusters Score: Raw -2511967.132940 + Penalty 4822.065238 = -2507145.067701 nChanged 1 SP:Iteration 80F (10454.730000 sec): 3 clusters Score: Raw -2511967.195900 + Penalty 4822.065238 = -2507145.130662 nChanged 1 SP:Iteration 81Q (10454.950000 sec): 3 clusters Score: Raw -2511967.352121 + Penalty 4822.065238 = -2507145.286883 nChanged 1 SP:Iteration 82Q (10455.220000 sec): 3 clusters Score: Raw -2511967.507092 + Penalty 4822.065238 = -2507145.441854 nChanged 2 SP:Iteration 83Q (10455.510000 sec): 3 clusters Score: Raw -2511968.110013 + Penalty 4822.065238 = -2507146.044774 nChanged 4 SP:Iteration 84Q (10455.850000 sec): 3 clusters Score: Raw -2511969.199117 + Penalty 4822.065238 = -2507147.133879 nChanged 7 SP:Iteration 85Q (10456.140000 sec): 3 clusters Score: Raw -2511970.719739 + Penalty 4822.065238 = -2507148.654501 nChanged 7 SP:Iteration 86Q (10456.410000 sec): 3 clusters Score: Raw -2511972.535726 + Penalty 4822.065238 = -2507150.470488 nChanged 11 SP:Iteration 87Q (10456.710000 sec): 3 clusters Score: Raw -2511975.762014 + Penalty 4822.065238 = -2507153.696776 nChanged 10 SP:Iteration 88Q (10456.980000 sec): 3 clusters Score: Raw -2511977.863892 + Penalty 4822.065238 = -2507155.798654 nChanged 4 SP:Iteration 89Q (10457.290000 sec): 3 clusters Score: Raw -2511978.513642 + Penalty 4822.065238 = -2507156.448403 nChanged 5 SP:Iteration 90Q (10457.550000 sec): 3 clusters Score: Raw -2511979.699767 + Penalty 4822.065238 = -2507157.634528 nChanged 3 SP:Iteration 91Q (10457.810000 sec): 3 clusters Score: Raw -2511980.327939 + Penalty 4822.065238 = -2507158.262701 nChanged 4 SP:Iteration 92Q (10458.110000 sec): 3 clusters Score: Raw -2511981.128828 + Penalty 4822.065238 = -2507159.063590 nChanged 3 SP:Iteration 93Q (10458.340000 sec): 3 clusters Score: Raw -2511981.469657 + Penalty 4822.065238 = -2507159.404419 nChanged 1 SP:Iteration 94Q (10458.660000 sec): 3 clusters Score: Raw -2511981.547303 + Penalty 4822.065238 = -2507159.482065 nChanged 0 SP:Iteration 95F (10458.950000 sec): 3 clusters Score: Raw -2511981.547303 + Penalty 4822.065238 = -2507159.482065 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 18 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10459.050000 sec): 2 clusters Score: Raw -86870.001137 + Penalty 1585.195444 = -85284.805693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10459.210000 sec): 3 clusters Score: Raw -86838.878713 + Penalty 3170.390888 = -83668.487825 nChanged 111 SP:Iteration 1F (10459.430000 sec): 3 clusters Score: Raw -87042.274275 + Penalty 3170.390888 = -83871.883387 nChanged 38 SP:Iteration 2F (10459.600000 sec): 3 clusters Score: Raw -87139.216329 + Penalty 3170.390888 = -83968.825441 nChanged 20 SP:Iteration 3Q (10459.790000 sec): 3 clusters Score: Raw -87194.527627 + Penalty 3170.390888 = -84024.136739 nChanged 19 SP:Iteration 4Q (10459.960000 sec): 3 clusters Score: Raw -87244.559187 + Penalty 3170.390888 = -84074.168299 nChanged 14 SP:Iteration 5Q (10460.150000 sec): 3 clusters Score: Raw -87293.424546 + Penalty 3170.390888 = -84123.033658 nChanged 16 SP:Iteration 6Q (10460.330000 sec): 3 clusters Score: Raw -87367.678344 + Penalty 3170.390888 = -84197.287456 nChanged 17 SP:Iteration 7Q (10460.490000 sec): 3 clusters Score: Raw -87454.594468 + Penalty 3170.390888 = -84284.203579 nChanged 10 SP:Iteration 8Q (10460.680000 sec): 3 clusters Score: Raw -87547.264300 + Penalty 3170.390888 = -84376.873411 nChanged 14 SP:Iteration 9Q (10460.820000 sec): 3 clusters Score: Raw -87602.174852 + Penalty 3170.390888 = -84431.783964 nChanged 11 SP:Iteration 10Q (10461.030000 sec): 3 clusters Score: Raw -87630.986047 + Penalty 3170.390888 = -84460.595159 nChanged 8 SP:Iteration 11Q (10461.260000 sec): 3 clusters Score: Raw -87657.674040 + Penalty 3170.390888 = -84487.283151 nChanged 7 SP:Iteration 12Q (10461.470000 sec): 3 clusters Score: Raw -87681.796467 + Penalty 3170.390888 = -84511.405579 nChanged 8 SP:Iteration 13Q (10461.630000 sec): 3 clusters Score: Raw -87708.651937 + Penalty 3170.390888 = -84538.261049 nChanged 5 SP:Iteration 14Q (10461.810000 sec): 3 clusters Score: Raw -87718.676608 + Penalty 3170.390888 = -84548.285720 nChanged 2 SP:Iteration 15Q (10462.030000 sec): 3 clusters Score: Raw -87722.313356 + Penalty 3170.390888 = -84551.922468 nChanged 1 SP:Iteration 16Q (10462.240000 sec): 3 clusters Score: Raw -87725.894370 + Penalty 3170.390888 = -84555.503482 nChanged 1 SP:Iteration 17Q (10462.360000 sec): 3 clusters Score: Raw -87728.849229 + Penalty 3170.390888 = -84558.458341 nChanged 2 SP:Iteration 18Q (10462.610000 sec): 3 clusters Score: Raw -87733.206754 + Penalty 3170.390888 = -84562.815866 nChanged 0 SP:Iteration 19F (10462.770000 sec): 3 clusters Score: Raw -87733.206754 + Penalty 3170.390888 = -84562.815866 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 19 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10462.840000 sec): 2 clusters Score: Raw -109210.432431 + Penalty 1645.389073 = -107565.043358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10463.090000 sec): 3 clusters Score: Raw -109114.653568 + Penalty 3290.778145 = -105823.875422 nChanged 158 SP:Iteration 1F (10463.230000 sec): 3 clusters Score: Raw -109330.565830 + Penalty 3290.778145 = -106039.787684 nChanged 31 SP:Iteration 2Q (10463.390000 sec): 3 clusters Score: Raw -109390.331031 + Penalty 3290.778145 = -106099.552885 nChanged 17 SP:Iteration 3Q (10463.630000 sec): 3 clusters Score: Raw -109418.205813 + Penalty 3290.778145 = -106127.427668 nChanged 8 SP:Iteration 4Q (10463.810000 sec): 3 clusters Score: Raw -109433.722533 + Penalty 3290.778145 = -106142.944387 nChanged 3 SP:Iteration 5Q (10463.970000 sec): 3 clusters Score: Raw -109438.100881 + Penalty 3290.778145 = -106147.322735 nChanged 3 SP:Iteration 6Q (10464.190000 sec): 3 clusters Score: Raw -109441.651520 + Penalty 3290.778145 = -106150.873374 nChanged 1 SP:Iteration 7Q (10464.350000 sec): 3 clusters Score: Raw -109442.820126 + Penalty 3290.778145 = -106152.041980 nChanged 0 SP:Iteration 8F (10464.500000 sec): 3 clusters Score: Raw -109442.820126 + Penalty 3290.778145 = -106152.041980 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (3038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10464.650000 sec): 2 clusters Score: Raw -450861.609614 + Penalty 1988.700761 = -448872.908852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10464.850000 sec): 3 clusters Score: Raw -449542.274978 + Penalty 3977.401523 = -445564.873456 nChanged 1030 SP:Iteration 1F (10465.010000 sec): 3 clusters Score: Raw -450193.322381 + Penalty 3977.401523 = -446215.920858 nChanged 224 SP:Iteration 2F (10465.210000 sec): 3 clusters Score: Raw -450338.817651 + Penalty 3977.401523 = -446361.416129 nChanged 123 SP:Iteration 3Q (10465.380000 sec): 3 clusters Score: Raw -450410.095533 + Penalty 3977.401523 = -446432.694010 nChanged 78 SP:Iteration 4Q (10465.550000 sec): 3 clusters Score: Raw -450453.142747 + Penalty 3977.401523 = -446475.741224 nChanged 64 SP:Iteration 5Q (10465.770000 sec): 3 clusters Score: Raw -450489.966983 + Penalty 3977.401523 = -446512.565460 nChanged 49 SP:Iteration 6Q (10465.930000 sec): 3 clusters Score: Raw -450518.096891 + Penalty 3977.401523 = -446540.695368 nChanged 51 SP:Iteration 7Q (10466.130000 sec): 3 clusters Score: Raw -450549.253176 + Penalty 3977.401523 = -446571.851653 nChanged 36 SP:Iteration 8Q (10466.390000 sec): 3 clusters Score: Raw -450569.471310 + Penalty 3977.401523 = -446592.069787 nChanged 33 SP:Iteration 9Q (10466.650000 sec): 3 clusters Score: Raw -450586.338184 + Penalty 3977.401523 = -446608.936661 nChanged 27 SP:Iteration 10Q (10466.830000 sec): 3 clusters Score: Raw -450600.448666 + Penalty 3977.401523 = -446623.047143 nChanged 26 SP:Iteration 11Q (10467.010000 sec): 3 clusters Score: Raw -450613.567683 + Penalty 3977.401523 = -446636.166160 nChanged 24 SP:Iteration 12Q (10467.240000 sec): 3 clusters Score: Raw -450622.213015 + Penalty 3977.401523 = -446644.811492 nChanged 16 SP:Iteration 13Q (10467.420000 sec): 3 clusters Score: Raw -450630.176876 + Penalty 3977.401523 = -446652.775353 nChanged 17 SP:Iteration 14Q (10467.610000 sec): 3 clusters Score: Raw -450638.218515 + Penalty 3977.401523 = -446660.816992 nChanged 14 SP:Iteration 15Q (10467.800000 sec): 3 clusters Score: Raw -450643.874294 + Penalty 3977.401523 = -446666.472771 nChanged 12 SP:Iteration 16Q (10467.990000 sec): 3 clusters Score: Raw -450649.284118 + Penalty 3977.401523 = -446671.882595 nChanged 12 SP:Iteration 17Q (10468.200000 sec): 3 clusters Score: Raw -450655.835677 + Penalty 3977.401523 = -446678.434154 nChanged 16 SP:Iteration 18Q (10468.390000 sec): 3 clusters Score: Raw -450662.329035 + Penalty 3977.401523 = -446684.927512 nChanged 9 SP:Iteration 19Q (10468.540000 sec): 3 clusters Score: Raw -450665.832092 + Penalty 3977.401523 = -446688.430569 nChanged 7 SP:Iteration 20F (10468.750000 sec): 3 clusters Score: Raw -450669.109583 + Penalty 3977.401523 = -446691.708060 nChanged 8 SP:Iteration 21Q (10468.970000 sec): 3 clusters Score: Raw -450672.563813 + Penalty 3977.401523 = -446695.162290 nChanged 8 SP:Iteration 22Q (10469.210000 sec): 3 clusters Score: Raw -450676.288644 + Penalty 3977.401523 = -446698.887121 nChanged 7 SP:Iteration 23Q (10469.410000 sec): 3 clusters Score: Raw -450678.792468 + Penalty 3977.401523 = -446701.390945 nChanged 10 SP:Iteration 24Q (10469.630000 sec): 3 clusters Score: Raw -450683.089949 + Penalty 3977.401523 = -446705.688426 nChanged 9 SP:Iteration 25Q (10469.840000 sec): 3 clusters Score: Raw -450687.057120 + Penalty 3977.401523 = -446709.655598 nChanged 2 SP:Iteration 26Q (10470.060000 sec): 3 clusters Score: Raw -450688.105168 + Penalty 3977.401523 = -446710.703645 nChanged 5 SP:Iteration 27Q (10470.250000 sec): 3 clusters Score: Raw -450690.970144 + Penalty 3977.401523 = -446713.568621 nChanged 6 SP:Iteration 28Q (10470.460000 sec): 3 clusters Score: Raw -450694.214224 + Penalty 3977.401523 = -446716.812701 nChanged 8 SP:Iteration 29Q (10470.610000 sec): 3 clusters Score: Raw -450697.869733 + Penalty 3977.401523 = -446720.468210 nChanged 5 SP:Iteration 30Q (10470.810000 sec): 3 clusters Score: Raw -450699.246742 + Penalty 3977.401523 = -446721.845219 nChanged 5 SP:Iteration 31Q (10471.000000 sec): 3 clusters Score: Raw -450701.170731 + Penalty 3977.401523 = -446723.769208 nChanged 6 SP:Iteration 32Q (10471.190000 sec): 3 clusters Score: Raw -450705.213619 + Penalty 3977.401523 = -446727.812096 nChanged 1 SP:Iteration 33Q (10471.440000 sec): 3 clusters Score: Raw -450705.714910 + Penalty 3977.401523 = -446728.313387 nChanged 2 SP:Iteration 34Q (10471.610000 sec): 3 clusters Score: Raw -450706.699434 + Penalty 3977.401523 = -446729.297911 nChanged 0 SP:Iteration 35F (10471.840000 sec): 3 clusters Score: Raw -450706.699434 + Penalty 3977.401523 = -446729.297911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 21 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10471.970000 sec): 2 clusters Score: Raw -23570.195221 + Penalty 1287.853299 = -22282.341922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10472.130000 sec): 3 clusters Score: Raw -23793.217143 + Penalty 2575.706598 = -21217.510545 nChanged 10 SP:Iteration 1F (10472.300000 sec): 3 clusters Score: Raw -23831.541399 + Penalty 2575.706598 = -21255.834801 nChanged 4 SP:Iteration 2Q (10472.490000 sec): 3 clusters Score: Raw -23846.763000 + Penalty 2575.706598 = -21271.056401 nChanged 2 SP:Iteration 3Q (10472.690000 sec): 3 clusters Score: Raw -23860.187004 + Penalty 2575.706598 = -21284.480406 nChanged 2 SP:Iteration 4Q (10472.850000 sec): 3 clusters Score: Raw -23865.915831 + Penalty 2575.706598 = -21290.209233 nChanged 1 SP:Iteration 5Q (10473.090000 sec): 3 clusters Score: Raw -23872.907093 + Penalty 2575.706598 = -21297.200495 nChanged 1 SP:Iteration 6Q (10473.240000 sec): 3 clusters Score: Raw -23874.302376 + Penalty 2575.706598 = -21298.595778 nChanged 0 SP:Iteration 7F (10473.450000 sec): 3 clusters Score: Raw -23874.302376 + Penalty 2575.706598 = -21298.595778 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 22 (74198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10473.990000 sec): 2 clusters Score: Raw -11158004.978799 + Penalty 2781.194134 = -11155223.784665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10474.640000 sec): 3 clusters Score: Raw -11110812.900338 + Penalty 5562.388267 = -11105250.512070 nChanged 34903 SP:Iteration 1F (10475.300000 sec): 3 clusters Score: Raw -11130735.173287 + Penalty 5562.388267 = -11125172.785019 nChanged 2685 SP:Iteration 2Q (10475.920000 sec): 3 clusters Score: Raw -11131466.762893 + Penalty 5562.388267 = -11125904.374626 nChanged 2666 SP:Iteration 3Q (10476.540000 sec): 3 clusters Score: Raw -11132276.420549 + Penalty 5562.388267 = -11126714.032281 nChanged 2714 SP:Iteration 4Q (10477.160000 sec): 3 clusters Score: Raw -11133349.538444 + Penalty 5562.388267 = -11127787.150177 nChanged 2974 SP:Iteration 5Q (10477.770000 sec): 3 clusters Score: Raw -11134789.498122 + Penalty 5562.388267 = -11129227.109855 nChanged 3313 SP:Iteration 6Q (10478.430000 sec): 3 clusters Score: Raw -11136711.133674 + Penalty 5562.388267 = -11131148.745406 nChanged 3811 SP:Iteration 7F (10479.130000 sec): 3 clusters Score: Raw -11139237.208401 + Penalty 5562.388267 = -11133674.820134 nChanged 4436 SP:Iteration 8F (10479.670000 sec): 3 clusters Score: Raw -11142481.199183 + Penalty 5562.388267 = -11136918.810915 nChanged 4798 SP:Iteration 9F (10480.210000 sec): 3 clusters Score: Raw -11146245.499018 + Penalty 5562.388267 = -11140683.110750 nChanged 4656 SP:Iteration 10F (10480.790000 sec): 3 clusters Score: Raw -11150049.088698 + Penalty 5562.388267 = -11144486.700430 nChanged 3987 SP:Iteration 11F (10481.460000 sec): 3 clusters Score: Raw -11153289.126926 + Penalty 5562.388267 = -11147726.738659 nChanged 2814 SP:Iteration 12Q (10482.030000 sec): 3 clusters Score: Raw -11155536.498838 + Penalty 5562.388267 = -11149974.110571 nChanged 1700 SP:Iteration 13Q (10482.560000 sec): 3 clusters Score: Raw -11156903.575154 + Penalty 5562.388267 = -11151341.186886 nChanged 844 SP:Iteration 14Q (10483.110000 sec): 3 clusters Score: Raw -11157590.172414 + Penalty 5562.388267 = -11152027.784146 nChanged 399 SP:Iteration 15Q (10483.690000 sec): 3 clusters Score: Raw -11157937.802494 + Penalty 5562.388267 = -11152375.414227 nChanged 216 SP:Iteration 16Q (10484.240000 sec): 3 clusters Score: Raw -11158139.464805 + Penalty 5562.388267 = -11152577.076538 nChanged 105 SP:Iteration 17Q (10484.780000 sec): 3 clusters Score: Raw -11158226.257373 + Penalty 5562.388267 = -11152663.869106 nChanged 52 SP:Iteration 18Q (10485.310000 sec): 3 clusters Score: Raw -11158275.224867 + Penalty 5562.388267 = -11152712.836600 nChanged 36 SP:Iteration 19Q (10485.910000 sec): 3 clusters Score: Raw -11158313.096596 + Penalty 5562.388267 = -11152750.708329 nChanged 22 SP:Iteration 20F (10486.550000 sec): 3 clusters Score: Raw -11158333.726843 + Penalty 5562.388267 = -11152771.338575 nChanged 12 SP:Iteration 21Q (10487.150000 sec): 3 clusters Score: Raw -11158342.446716 + Penalty 5562.388267 = -11152780.058449 nChanged 10 SP:Iteration 22Q (10487.730000 sec): 3 clusters Score: Raw -11158348.446119 + Penalty 5562.388267 = -11152786.057852 nChanged 5 SP:Iteration 23Q (10488.210000 sec): 3 clusters Score: Raw -11158351.672533 + Penalty 5562.388267 = -11152789.284266 nChanged 4 SP:Iteration 24Q (10488.800000 sec): 3 clusters Score: Raw -11158355.314312 + Penalty 5562.388267 = -11152792.926045 nChanged 3 SP:Iteration 25Q (10489.330000 sec): 3 clusters Score: Raw -11158358.533283 + Penalty 5562.388267 = -11152796.145016 nChanged 1 SP:Iteration 26Q (10489.870000 sec): 3 clusters Score: Raw -11158359.583999 + Penalty 5562.388267 = -11152797.195731 nChanged 1 SP:Iteration 27Q (10490.390000 sec): 3 clusters Score: Raw -11158360.537614 + Penalty 5562.388267 = -11152798.149347 nChanged 2 SP:Iteration 28Q (10490.930000 sec): 3 clusters Score: Raw -11158362.339099 + Penalty 5562.388267 = -11152799.950832 nChanged 2 SP:Iteration 29Q (10491.480000 sec): 3 clusters Score: Raw -11158365.311493 + Penalty 5562.388267 = -11152802.923225 nChanged 4 SP:Iteration 30Q (10492.040000 sec): 3 clusters Score: Raw -11158370.461130 + Penalty 5562.388267 = -11152808.072863 nChanged 5 SP:Iteration 31Q (10492.600000 sec): 3 clusters Score: Raw -11158375.465797 + Penalty 5562.388267 = -11152813.077530 nChanged 2 SP:Iteration 32Q (10493.130000 sec): 3 clusters Score: Raw -11158376.603859 + Penalty 5562.388267 = -11152814.215591 nChanged 1 SP:Iteration 33Q (10493.670000 sec): 3 clusters Score: Raw -11158377.246055 + Penalty 5562.388267 = -11152814.857787 nChanged 1 SP:Iteration 34Q (10494.270000 sec): 3 clusters Score: Raw -11158378.925607 + Penalty 5562.388267 = -11152816.537340 nChanged 1 SP:Iteration 35Q (10494.840000 sec): 3 clusters Score: Raw -11158380.209886 + Penalty 5562.388267 = -11152817.821618 nChanged 0 SP:Iteration 36F (10495.480000 sec): 3 clusters Score: Raw -11158380.209886 + Penalty 5562.388267 = -11152817.821618 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 23 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10495.610000 sec): 2 clusters Score: Raw -31870.829284 + Penalty 1347.563057 = -30523.266227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10495.800000 sec): 3 clusters Score: Raw -32044.923045 + Penalty 2695.126114 = -29349.796931 nChanged 13 SP:Iteration 1F (10496.010000 sec): 3 clusters Score: Raw -32102.790290 + Penalty 2695.126114 = -29407.664176 nChanged 7 SP:Iteration 2Q (10496.250000 sec): 3 clusters Score: Raw -32132.096748 + Penalty 2695.126114 = -29436.970634 nChanged 1 SP:Iteration 3Q (10496.480000 sec): 3 clusters Score: Raw -32135.283758 + Penalty 2695.126114 = -29440.157644 nChanged 1 SP:Iteration 4Q (10496.650000 sec): 3 clusters Score: Raw -32137.976587 + Penalty 2695.126114 = -29442.850473 nChanged 0 SP:Iteration 5F (10496.840000 sec): 3 clusters Score: Raw -32137.976587 + Penalty 2695.126114 = -29442.850473 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 24 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10496.950000 sec): 2 clusters Score: Raw -35952.094676 + Penalty 1383.772997 = -34568.321679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10497.150000 sec): 3 clusters Score: Raw -36070.162709 + Penalty 2767.545994 = -33302.616715 nChanged 20 SP:Iteration 1F (10497.340000 sec): 3 clusters Score: Raw -36130.283043 + Penalty 2767.545994 = -33362.737049 nChanged 7 SP:Iteration 2Q (10497.520000 sec): 3 clusters Score: Raw -36151.881705 + Penalty 2767.545994 = -33384.335712 nChanged 3 SP:Iteration 3Q (10497.770000 sec): 3 clusters Score: Raw -36160.440381 + Penalty 2767.545994 = -33392.894387 nChanged 0 SP:Iteration 4F (10497.970000 sec): 3 clusters Score: Raw -36160.440381 + Penalty 2767.545994 = -33392.894387 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 25 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10498.100000 sec): 2 clusters Score: Raw -83889.452105 + Penalty 1586.024876 = -82303.427229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10498.310000 sec): 3 clusters Score: Raw -83811.884866 + Penalty 3172.049753 = -80639.835113 nChanged 108 SP:Iteration 1F (10498.480000 sec): 3 clusters Score: Raw -83991.648515 + Penalty 3172.049753 = -80819.598762 nChanged 28 SP:Iteration 2Q (10498.670000 sec): 3 clusters Score: Raw -84059.026545 + Penalty 3172.049753 = -80886.976792 nChanged 23 SP:Iteration 3Q (10498.840000 sec): 3 clusters Score: Raw -84106.320196 + Penalty 3172.049753 = -80934.270443 nChanged 13 SP:Iteration 4Q (10499.010000 sec): 3 clusters Score: Raw -84130.260258 + Penalty 3172.049753 = -80958.210505 nChanged 4 SP:Iteration 5Q (10499.200000 sec): 3 clusters Score: Raw -84139.146757 + Penalty 3172.049753 = -80967.097005 nChanged 3 SP:Iteration 6Q (10499.420000 sec): 3 clusters Score: Raw -84145.881291 + Penalty 3172.049753 = -80973.831538 nChanged 2 SP:Iteration 7Q (10499.570000 sec): 3 clusters Score: Raw -84147.963341 + Penalty 3172.049753 = -80975.913588 nChanged 0 SP:Iteration 8F (10499.740000 sec): 3 clusters Score: Raw -84147.963341 + Penalty 3172.049753 = -80975.913588 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 26 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10499.880000 sec): 2 clusters Score: Raw -143219.857728 + Penalty 1711.880199 = -141507.977529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10500.030000 sec): 3 clusters Score: Raw -143026.355064 + Penalty 3423.760398 = -139602.594666 nChanged 235 SP:Iteration 1F (10500.220000 sec): 3 clusters Score: Raw -143313.510076 + Penalty 3423.760398 = -139889.749679 nChanged 69 SP:Iteration 2F (10500.410000 sec): 3 clusters Score: Raw -143407.665103 + Penalty 3423.760398 = -139983.904705 nChanged 27 SP:Iteration 3Q (10500.560000 sec): 3 clusters Score: Raw -143446.869354 + Penalty 3423.760398 = -140023.108956 nChanged 11 SP:Iteration 4Q (10500.740000 sec): 3 clusters Score: Raw -143468.467897 + Penalty 3423.760398 = -140044.707499 nChanged 16 SP:Iteration 5Q (10500.920000 sec): 3 clusters Score: Raw -143489.735820 + Penalty 3423.760398 = -140065.975423 nChanged 11 SP:Iteration 6Q (10501.080000 sec): 3 clusters Score: Raw -143505.317663 + Penalty 3423.760398 = -140081.557265 nChanged 8 SP:Iteration 7Q (10501.260000 sec): 3 clusters Score: Raw -143519.034186 + Penalty 3423.760398 = -140095.273789 nChanged 7 SP:Iteration 8Q (10501.410000 sec): 3 clusters Score: Raw -143528.216320 + Penalty 3423.760398 = -140104.455922 nChanged 4 SP:Iteration 9Q (10501.600000 sec): 3 clusters Score: Raw -143533.107665 + Penalty 3423.760398 = -140109.347267 nChanged 5 SP:Iteration 10Q (10501.810000 sec): 3 clusters Score: Raw -143537.905155 + Penalty 3423.760398 = -140114.144757 nChanged 2 SP:Iteration 11Q (10502.030000 sec): 3 clusters Score: Raw -143540.352760 + Penalty 3423.760398 = -140116.592363 nChanged 2 SP:Iteration 12Q (10502.250000 sec): 3 clusters Score: Raw -143542.288182 + Penalty 3423.760398 = -140118.527784 nChanged 1 SP:Iteration 13Q (10502.420000 sec): 3 clusters Score: Raw -143543.019332 + Penalty 3423.760398 = -140119.258935 nChanged 1 SP:Iteration 14Q (10502.590000 sec): 3 clusters Score: Raw -143544.428881 + Penalty 3423.760398 = -140120.668483 nChanged 2 SP:Iteration 15Q (10502.820000 sec): 3 clusters Score: Raw -143546.551227 + Penalty 3423.760398 = -140122.790829 nChanged 2 SP:Iteration 16Q (10503.050000 sec): 3 clusters Score: Raw -143550.574332 + Penalty 3423.760398 = -140126.813935 nChanged 4 SP:Iteration 17Q (10503.280000 sec): 3 clusters Score: Raw -143557.863438 + Penalty 3423.760398 = -140134.103040 nChanged 4 SP:Iteration 18Q (10503.470000 sec): 3 clusters Score: Raw -143561.913926 + Penalty 3423.760398 = -140138.153529 nChanged 0 SP:Iteration 19F (10503.650000 sec): 3 clusters Score: Raw -143561.913926 + Penalty 3423.760398 = -140138.153529 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 27 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10503.810000 sec): 2 clusters Score: Raw -47112.899701 + Penalty 1444.115382 = -45668.784319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10503.970000 sec): 3 clusters Score: Raw -47244.219779 + Penalty 2888.230764 = -44355.989015 nChanged 36 SP:Iteration 1F (10504.150000 sec): 3 clusters Score: Raw -47365.353946 + Penalty 2888.230764 = -44477.123182 nChanged 12 SP:Iteration 2Q (10504.330000 sec): 3 clusters Score: Raw -47406.477195 + Penalty 2888.230764 = -44518.246431 nChanged 4 SP:Iteration 3Q (10504.500000 sec): 3 clusters Score: Raw -47424.867545 + Penalty 2888.230764 = -44536.636781 nChanged 2 SP:Iteration 4Q (10504.700000 sec): 3 clusters Score: Raw -47432.643713 + Penalty 2888.230764 = -44544.412949 nChanged 0 SP:Iteration 5F (10504.870000 sec): 3 clusters Score: Raw -47432.643713 + Penalty 2888.230764 = -44544.412949 nChanged 0 Iteration 139Q (10526.170000 sec): 28 clusters Score: Raw -109980613.791737 + Penalty 90560.555535 = -109890053.236203 nChanged 3 Iteration 140F (10564.960000 sec): 28 clusters Score: Raw -109980617.451031 + Penalty 90560.555535 = -109890056.895497 nChanged 10 Iteration 141Q (10587.630000 sec): 28 clusters Score: Raw -109980636.204237 + Penalty 90560.555535 = -109890075.648702 nChanged 7 Iteration 142Q (10612.730000 sec): 28 clusters Score: Raw -109980651.372215 + Penalty 90560.555535 = -109890090.816680 nChanged 8 Iteration 143Q (10637.450000 sec): 28 clusters Score: Raw -109980661.877814 + Penalty 90560.555535 = -109890101.322279 nChanged 5 Iteration 144Q (10662.040000 sec): 28 clusters Score: Raw -109980667.392408 + Penalty 90560.555535 = -109890106.836874 nChanged 7 Iteration 145Q (10689.500000 sec): 28 clusters Score: Raw -109980685.471069 + Penalty 90560.555535 = -109890124.915534 nChanged 5 Iteration 146Q (10712.650000 sec): 28 clusters Score: Raw -109980705.518479 + Penalty 90560.555535 = -109890144.962944 nChanged 2 Iteration 147Q (10735.230000 sec): 28 clusters Score: Raw -109980713.447537 + Penalty 90560.555535 = -109890152.892002 nChanged 1 Iteration 148Q (10759.730000 sec): 28 clusters Score: Raw -109980715.320616 + Penalty 90560.555535 = -109890154.765081 nChanged 0 Iteration 149F (10801.360000 sec): 28 clusters Score: Raw -109980718.376059 + Penalty 90560.555535 = -109890157.820525 nChanged 2 Iteration 150Q (10827.300000 sec): 28 clusters Score: Raw -109980730.345347 + Penalty 90560.555535 = -109890169.789813 nChanged 4 Iteration 151Q (10853.960000 sec): 28 clusters Score: Raw -109980753.268188 + Penalty 90560.555535 = -109890192.712654 nChanged 2 Iteration 152Q (10876.040000 sec): 28 clusters Score: Raw -109980769.109808 + Penalty 90560.555535 = -109890208.554273 nChanged 1 Iteration 153Q (10898.400000 sec): 28 clusters Score: Raw -109980773.209442 + Penalty 90560.555535 = -109890212.653907 nChanged 1 Iteration 154Q (10919.600000 sec): 28 clusters Score: Raw -109980776.137535 + Penalty 90560.555535 = -109890215.582000 nChanged 0 Iteration 155F (10966.010000 sec): 28 clusters Score: Raw -109980776.137535 + Penalty 90560.555535 = -109890215.582000 nChanged 0 Compute initial score before splitting: Score: Raw -109980776.137535 + Penalty 90560.555535 = -109890215.582000 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 1 (178296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10967.120000 sec): 2 clusters Score: Raw -26647554.492268 + Penalty 2998.617692 = -26644555.874576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10968.550000 sec): 3 clusters Score: Raw -26530989.660605 + Penalty 5997.235383 = -26524992.425221 nChanged 85713 SP:Iteration 1F (10969.950000 sec): 3 clusters Score: Raw -26580563.896337 + Penalty 5997.235383 = -26574566.660953 nChanged 5317 SP:Iteration 2Q (10971.270000 sec): 3 clusters Score: Raw -26581847.549693 + Penalty 5997.235383 = -26575850.314310 nChanged 5911 SP:Iteration 3Q (10972.620000 sec): 3 clusters Score: Raw -26583554.700377 + Penalty 5997.235383 = -26577557.464994 nChanged 6675 SP:Iteration 4Q (10974.030000 sec): 3 clusters Score: Raw -26585927.828674 + Penalty 5997.235383 = -26579930.593291 nChanged 7710 SP:Iteration 5Q (10975.370000 sec): 3 clusters Score: Raw -26589271.193729 + Penalty 5997.235383 = -26583273.958346 nChanged 9068 SP:Iteration 6F (10976.550000 sec): 3 clusters Score: Raw -26594316.499407 + Penalty 5997.235383 = -26588319.264024 nChanged 10580 SP:Iteration 7F (10977.790000 sec): 3 clusters Score: Raw -26601303.113782 + Penalty 5997.235383 = -26595305.878399 nChanged 11729 SP:Iteration 8F (10979.140000 sec): 3 clusters Score: Raw -26610034.610443 + Penalty 5997.235383 = -26604037.375060 nChanged 11652 SP:Iteration 9F (10980.440000 sec): 3 clusters Score: Raw -26618231.229015 + Penalty 5997.235383 = -26612233.993631 nChanged 9611 SP:Iteration 10F (10981.650000 sec): 3 clusters Score: Raw -26623188.276537 + Penalty 5997.235383 = -26617191.041154 nChanged 6388 SP:Iteration 11Q (10982.920000 sec): 3 clusters Score: Raw -26625339.925091 + Penalty 5997.235383 = -26619342.689708 nChanged 3986 SP:Iteration 12Q (10984.220000 sec): 3 clusters Score: Raw -26626476.585836 + Penalty 5997.235383 = -26620479.350453 nChanged 3102 SP:Iteration 13Q (10985.490000 sec): 3 clusters Score: Raw -26627376.140025 + Penalty 5997.235383 = -26621378.904642 nChanged 2792 SP:Iteration 14Q (10986.670000 sec): 3 clusters Score: Raw -26628250.920909 + Penalty 5997.235383 = -26622253.685526 nChanged 2817 SP:Iteration 15Q (10987.880000 sec): 3 clusters Score: Raw -26629191.784418 + Penalty 5997.235383 = -26623194.549034 nChanged 2914 SP:Iteration 16Q (10989.190000 sec): 3 clusters Score: Raw -26630218.795961 + Penalty 5997.235383 = -26624221.560578 nChanged 2904 SP:Iteration 17Q (10990.440000 sec): 3 clusters Score: Raw -26631375.136869 + Penalty 5997.235383 = -26625377.901486 nChanged 3038 SP:Iteration 18Q (10991.710000 sec): 3 clusters Score: Raw -26632635.847137 + Penalty 5997.235383 = -26626638.611754 nChanged 3043 SP:Iteration 19Q (10993.140000 sec): 3 clusters Score: Raw -26633849.368980 + Penalty 5997.235383 = -26627852.133596 nChanged 2999 SP:Iteration 20F (10994.370000 sec): 3 clusters Score: Raw -26635002.228272 + Penalty 5997.235383 = -26629004.992888 nChanged 2848 SP:Iteration 21Q (10995.570000 sec): 3 clusters Score: Raw -26636044.623367 + Penalty 5997.235383 = -26630047.387984 nChanged 2602 SP:Iteration 22Q (10996.800000 sec): 3 clusters Score: Raw -26636888.325079 + Penalty 5997.235383 = -26630891.089695 nChanged 2269 SP:Iteration 23Q (10998.110000 sec): 3 clusters Score: Raw -26637527.438439 + Penalty 5997.235383 = -26631530.203056 nChanged 2023 SP:Iteration 24Q (10999.340000 sec): 3 clusters Score: Raw -26637995.386249 + Penalty 5997.235383 = -26631998.150866 nChanged 1719 SP:Iteration 25Q (11000.470000 sec): 3 clusters Score: Raw -26638347.416188 + Penalty 5997.235383 = -26632350.180805 nChanged 1498 SP:Iteration 26Q (11001.590000 sec): 3 clusters Score: Raw -26638609.906128 + Penalty 5997.235383 = -26632612.670745 nChanged 1327 SP:Iteration 27Q (11002.730000 sec): 3 clusters Score: Raw -26638825.816641 + Penalty 5997.235383 = -26632828.581257 nChanged 1218 SP:Iteration 28Q (11004.050000 sec): 3 clusters Score: Raw -26639001.954486 + Penalty 5997.235383 = -26633004.719103 nChanged 1147 SP:Iteration 29Q (11005.330000 sec): 3 clusters Score: Raw -26639152.102654 + Penalty 5997.235383 = -26633154.867271 nChanged 1026 SP:Iteration 30Q (11006.490000 sec): 3 clusters Score: Raw -26639274.345139 + Penalty 5997.235383 = -26633277.109755 nChanged 987 SP:Iteration 31Q (11007.630000 sec): 3 clusters Score: Raw -26639388.187554 + Penalty 5997.235383 = -26633390.952171 nChanged 961 SP:Iteration 32Q (11008.830000 sec): 3 clusters Score: Raw -26639492.052629 + Penalty 5997.235383 = -26633494.817246 nChanged 888 SP:Iteration 33Q (11010.040000 sec): 3 clusters Score: Raw -26639578.289724 + Penalty 5997.235383 = -26633581.054341 nChanged 826 SP:Iteration 34Q (11011.170000 sec): 3 clusters Score: Raw -26639656.400392 + Penalty 5997.235383 = -26633659.165008 nChanged 814 SP:Iteration 35Q (11012.270000 sec): 3 clusters Score: Raw -26639730.775781 + Penalty 5997.235383 = -26633733.540397 nChanged 767 SP:Iteration 36Q (11013.590000 sec): 3 clusters Score: Raw -26639797.136710 + Penalty 5997.235383 = -26633799.901327 nChanged 725 SP:Iteration 37Q (11014.840000 sec): 3 clusters Score: Raw -26639857.246075 + Penalty 5997.235383 = -26633860.010692 nChanged 671 SP:Iteration 38Q (11016.050000 sec): 3 clusters Score: Raw -26639910.213963 + Penalty 5997.235383 = -26633912.978580 nChanged 596 SP:Iteration 39Q (11017.140000 sec): 3 clusters Score: Raw -26639950.215443 + Penalty 5997.235383 = -26633952.980060 nChanged 515 SP:Iteration 40F (11018.310000 sec): 3 clusters Score: Raw -26639982.097134 + Penalty 5997.235383 = -26633984.861750 nChanged 471 SP:Iteration 41Q (11019.670000 sec): 3 clusters Score: Raw -26640007.791923 + Penalty 5997.235383 = -26634010.556540 nChanged 397 SP:Iteration 42Q (11020.830000 sec): 3 clusters Score: Raw -26640028.670733 + Penalty 5997.235383 = -26634031.435350 nChanged 387 SP:Iteration 43Q (11022.000000 sec): 3 clusters Score: Raw -26640048.933677 + Penalty 5997.235383 = -26634051.698293 nChanged 369 SP:Iteration 44Q (11023.410000 sec): 3 clusters Score: Raw -26640068.635826 + Penalty 5997.235383 = -26634071.400443 nChanged 360 SP:Iteration 45Q (11024.720000 sec): 3 clusters Score: Raw -26640088.143166 + Penalty 5997.235383 = -26634090.907782 nChanged 350 SP:Iteration 46Q (11025.900000 sec): 3 clusters Score: Raw -26640105.549223 + Penalty 5997.235383 = -26634108.313839 nChanged 340 SP:Iteration 47Q (11027.050000 sec): 3 clusters Score: Raw -26640122.937697 + Penalty 5997.235383 = -26634125.702314 nChanged 330 SP:Iteration 48Q (11028.300000 sec): 3 clusters Score: Raw -26640138.841721 + Penalty 5997.235383 = -26634141.606338 nChanged 293 SP:Iteration 49Q (11029.490000 sec): 3 clusters Score: Raw -26640151.165932 + Penalty 5997.235383 = -26634153.930548 nChanged 268 SP:Iteration 50Q (11030.570000 sec): 3 clusters Score: Raw -26640162.565254 + Penalty 5997.235383 = -26634165.329871 nChanged 260 SP:Iteration 51Q (11031.660000 sec): 3 clusters Score: Raw -26640172.571570 + Penalty 5997.235383 = -26634175.336186 nChanged 236 SP:Iteration 52Q (11032.800000 sec): 3 clusters Score: Raw -26640181.128858 + Penalty 5997.235383 = -26634183.893475 nChanged 229 SP:Iteration 53Q (11033.990000 sec): 3 clusters Score: Raw -26640189.287948 + Penalty 5997.235383 = -26634192.052564 nChanged 211 SP:Iteration 54Q (11035.150000 sec): 3 clusters Score: Raw -26640196.731803 + Penalty 5997.235383 = -26634199.496419 nChanged 200 SP:Iteration 55Q (11036.350000 sec): 3 clusters Score: Raw -26640203.969816 + Penalty 5997.235383 = -26634206.734433 nChanged 208 SP:Iteration 56Q (11037.630000 sec): 3 clusters Score: Raw -26640210.989870 + Penalty 5997.235383 = -26634213.754487 nChanged 186 SP:Iteration 57Q (11038.820000 sec): 3 clusters Score: Raw -26640217.219486 + Penalty 5997.235383 = -26634219.984103 nChanged 186 SP:Iteration 58Q (11039.930000 sec): 3 clusters Score: Raw -26640223.656318 + Penalty 5997.235383 = -26634226.420934 nChanged 205 SP:Iteration 59Q (11041.150000 sec): 3 clusters Score: Raw -26640231.877853 + Penalty 5997.235383 = -26634234.642470 nChanged 211 SP:Iteration 60F (11042.420000 sec): 3 clusters Score: Raw -26640239.514836 + Penalty 5997.235383 = -26634242.279453 nChanged 208 SP:Iteration 61Q (11043.540000 sec): 3 clusters Score: Raw -26640247.200604 + Penalty 5997.235383 = -26634249.965221 nChanged 221 SP:Iteration 62Q (11044.740000 sec): 3 clusters Score: Raw -26640255.374923 + Penalty 5997.235383 = -26634258.139540 nChanged 194 SP:Iteration 63Q (11045.860000 sec): 3 clusters Score: Raw -26640261.714773 + Penalty 5997.235383 = -26634264.479389 nChanged 186 SP:Iteration 64Q (11047.160000 sec): 3 clusters Score: Raw -26640268.040781 + Penalty 5997.235383 = -26634270.805397 nChanged 181 SP:Iteration 65Q (11048.300000 sec): 3 clusters Score: Raw -26640273.455145 + Penalty 5997.235383 = -26634276.219762 nChanged 158 SP:Iteration 66Q (11049.530000 sec): 3 clusters Score: Raw -26640278.159708 + Penalty 5997.235383 = -26634280.924324 nChanged 163 SP:Iteration 67Q (11050.920000 sec): 3 clusters Score: Raw -26640283.231599 + Penalty 5997.235383 = -26634285.996216 nChanged 145 SP:Iteration 68Q (11052.270000 sec): 3 clusters Score: Raw -26640287.621380 + Penalty 5997.235383 = -26634290.385997 nChanged 145 SP:Iteration 69Q (11053.450000 sec): 3 clusters Score: Raw -26640291.623419 + Penalty 5997.235383 = -26634294.388036 nChanged 137 SP:Iteration 70Q (11054.650000 sec): 3 clusters Score: Raw -26640295.689053 + Penalty 5997.235383 = -26634298.453669 nChanged 147 SP:Iteration 71Q (11055.870000 sec): 3 clusters Score: Raw -26640300.244901 + Penalty 5997.235383 = -26634303.009518 nChanged 159 SP:Iteration 72Q (11057.010000 sec): 3 clusters Score: Raw -26640305.022769 + Penalty 5997.235383 = -26634307.787386 nChanged 151 SP:Iteration 73Q (11058.110000 sec): 3 clusters Score: Raw -26640309.448754 + Penalty 5997.235383 = -26634312.213371 nChanged 147 SP:Iteration 74Q (11059.150000 sec): 3 clusters Score: Raw -26640313.793658 + Penalty 5997.235383 = -26634316.558275 nChanged 135 SP:Iteration 75Q (11060.210000 sec): 3 clusters Score: Raw -26640317.717250 + Penalty 5997.235383 = -26634320.481867 nChanged 138 SP:Iteration 76Q (11061.380000 sec): 3 clusters Score: Raw -26640321.397651 + Penalty 5997.235383 = -26634324.162268 nChanged 147 SP:Iteration 77Q (11062.610000 sec): 3 clusters Score: Raw -26640325.782957 + Penalty 5997.235383 = -26634328.547574 nChanged 161 SP:Iteration 78Q (11063.710000 sec): 3 clusters Score: Raw -26640330.403370 + Penalty 5997.235383 = -26634333.167987 nChanged 141 SP:Iteration 79Q (11064.770000 sec): 3 clusters Score: Raw -26640333.979386 + Penalty 5997.235383 = -26634336.744003 nChanged 123 SP:Iteration 80F (11066.190000 sec): 3 clusters Score: Raw -26640337.646638 + Penalty 5997.235383 = -26634340.411255 nChanged 141 SP:Iteration 81Q (11067.390000 sec): 3 clusters Score: Raw -26640341.908855 + Penalty 5997.235383 = -26634344.673471 nChanged 135 SP:Iteration 82Q (11068.460000 sec): 3 clusters Score: Raw -26640345.697886 + Penalty 5997.235383 = -26634348.462503 nChanged 121 SP:Iteration 83Q (11069.580000 sec): 3 clusters Score: Raw -26640349.051179 + Penalty 5997.235383 = -26634351.815795 nChanged 119 SP:Iteration 84Q (11070.860000 sec): 3 clusters Score: Raw -26640352.222762 + Penalty 5997.235383 = -26634354.987379 nChanged 110 SP:Iteration 85Q (11071.980000 sec): 3 clusters Score: Raw -26640355.554201 + Penalty 5997.235383 = -26634358.318818 nChanged 121 SP:Iteration 86Q (11073.090000 sec): 3 clusters Score: Raw -26640359.067940 + Penalty 5997.235383 = -26634361.832556 nChanged 133 SP:Iteration 87Q (11074.210000 sec): 3 clusters Score: Raw -26640362.955368 + Penalty 5997.235383 = -26634365.719985 nChanged 148 SP:Iteration 88Q (11075.390000 sec): 3 clusters Score: Raw -26640368.189998 + Penalty 5997.235383 = -26634370.954615 nChanged 147 SP:Iteration 89Q (11076.490000 sec): 3 clusters Score: Raw -26640372.785747 + Penalty 5997.235383 = -26634375.550364 nChanged 141 SP:Iteration 90Q (11077.520000 sec): 3 clusters Score: Raw -26640377.178871 + Penalty 5997.235383 = -26634379.943488 nChanged 130 SP:Iteration 91Q (11078.680000 sec): 3 clusters Score: Raw -26640380.655700 + Penalty 5997.235383 = -26634383.420317 nChanged 119 SP:Iteration 92Q (11079.870000 sec): 3 clusters Score: Raw -26640383.866290 + Penalty 5997.235383 = -26634386.630906 nChanged 118 SP:Iteration 93Q (11080.950000 sec): 3 clusters Score: Raw -26640387.008267 + Penalty 5997.235383 = -26634389.772884 nChanged 116 SP:Iteration 94Q (11082.030000 sec): 3 clusters Score: Raw -26640390.471981 + Penalty 5997.235383 = -26634393.236598 nChanged 130 SP:Iteration 95Q (11083.250000 sec): 3 clusters Score: Raw -26640394.183870 + Penalty 5997.235383 = -26634396.948487 nChanged 115 SP:Iteration 96Q (11084.450000 sec): 3 clusters Score: Raw -26640397.351008 + Penalty 5997.235383 = -26634400.115625 nChanged 115 SP:Iteration 97Q (11085.580000 sec): 3 clusters Score: Raw -26640400.708902 + Penalty 5997.235383 = -26634403.473519 nChanged 118 SP:Iteration 98Q (11086.640000 sec): 3 clusters Score: Raw -26640404.246507 + Penalty 5997.235383 = -26634407.011124 nChanged 130 SP:Iteration 99Q (11087.810000 sec): 3 clusters Score: Raw -26640407.927215 + Penalty 5997.235383 = -26634410.691832 nChanged 132 SP:Iteration 100F (11089.140000 sec): 3 clusters Score: Raw -26640411.783350 + Penalty 5997.235383 = -26634414.547967 nChanged 131 SP:Iteration 101Q (11090.360000 sec): 3 clusters Score: Raw -26640415.622000 + Penalty 5997.235383 = -26634418.386617 nChanged 138 SP:Iteration 102Q (11091.520000 sec): 3 clusters Score: Raw -26640419.746321 + Penalty 5997.235383 = -26634422.510938 nChanged 110 SP:Iteration 103Q (11092.760000 sec): 3 clusters Score: Raw -26640422.605777 + Penalty 5997.235383 = -26634425.370394 nChanged 111 SP:Iteration 104Q (11094.060000 sec): 3 clusters Score: Raw -26640425.758504 + Penalty 5997.235383 = -26634428.523121 nChanged 118 SP:Iteration 105Q (11095.300000 sec): 3 clusters Score: Raw -26640428.798156 + Penalty 5997.235383 = -26634431.562772 nChanged 109 SP:Iteration 106Q (11096.510000 sec): 3 clusters Score: Raw -26640431.581231 + Penalty 5997.235383 = -26634434.345848 nChanged 93 SP:Iteration 107Q (11097.730000 sec): 3 clusters Score: Raw -26640433.892314 + Penalty 5997.235383 = -26634436.656931 nChanged 94 SP:Iteration 108Q (11098.930000 sec): 3 clusters Score: Raw -26640436.348896 + Penalty 5997.235383 = -26634439.113513 nChanged 94 SP:Iteration 109Q (11100.170000 sec): 3 clusters Score: Raw -26640438.629077 + Penalty 5997.235383 = -26634441.393694 nChanged 103 SP:Iteration 110Q (11101.370000 sec): 3 clusters Score: Raw -26640441.287777 + Penalty 5997.235383 = -26634444.052394 nChanged 111 SP:Iteration 111Q (11102.660000 sec): 3 clusters Score: Raw -26640444.068525 + Penalty 5997.235383 = -26634446.833142 nChanged 105 SP:Iteration 112Q (11103.980000 sec): 3 clusters Score: Raw -26640446.824440 + Penalty 5997.235383 = -26634449.589056 nChanged 103 SP:Iteration 113Q (11105.170000 sec): 3 clusters Score: Raw -26640449.839671 + Penalty 5997.235383 = -26634452.604288 nChanged 111 SP:Iteration 114Q (11106.240000 sec): 3 clusters Score: Raw -26640452.778101 + Penalty 5997.235383 = -26634455.542717 nChanged 112 SP:Iteration 115Q (11107.400000 sec): 3 clusters Score: Raw -26640455.674696 + Penalty 5997.235383 = -26634458.439313 nChanged 105 SP:Iteration 116Q (11108.500000 sec): 3 clusters Score: Raw -26640458.627431 + Penalty 5997.235383 = -26634461.392048 nChanged 118 SP:Iteration 117Q (11109.540000 sec): 3 clusters Score: Raw -26640462.012588 + Penalty 5997.235383 = -26634464.777205 nChanged 102 SP:Iteration 118Q (11110.600000 sec): 3 clusters Score: Raw -26640464.457764 + Penalty 5997.235383 = -26634467.222380 nChanged 96 SP:Iteration 119Q (11111.620000 sec): 3 clusters Score: Raw -26640466.616862 + Penalty 5997.235383 = -26634469.381478 nChanged 91 SP:Iteration 120F (11112.660000 sec): 3 clusters Score: Raw -26640468.669242 + Penalty 5997.235383 = -26634471.433859 nChanged 91 SP:Iteration 121Q (11113.630000 sec): 3 clusters Score: Raw -26640470.605280 + Penalty 5997.235383 = -26634473.369896 nChanged 84 SP:Iteration 122Q (11114.580000 sec): 3 clusters Score: Raw -26640472.264249 + Penalty 5997.235383 = -26634475.028865 nChanged 76 SP:Iteration 123Q (11115.560000 sec): 3 clusters Score: Raw -26640473.729059 + Penalty 5997.235383 = -26634476.493676 nChanged 70 SP:Iteration 124Q (11116.530000 sec): 3 clusters Score: Raw -26640475.387289 + Penalty 5997.235383 = -26634478.151906 nChanged 92 SP:Iteration 125Q (11117.500000 sec): 3 clusters Score: Raw -26640477.738406 + Penalty 5997.235383 = -26634480.503023 nChanged 87 SP:Iteration 126Q (11118.510000 sec): 3 clusters Score: Raw -26640480.057624 + Penalty 5997.235383 = -26634482.822240 nChanged 92 SP:Iteration 127Q (11119.530000 sec): 3 clusters Score: Raw -26640482.261169 + Penalty 5997.235383 = -26634485.025786 nChanged 95 SP:Iteration 128Q (11120.490000 sec): 3 clusters Score: Raw -26640484.638662 + Penalty 5997.235383 = -26634487.403279 nChanged 89 SP:Iteration 129Q (11121.500000 sec): 3 clusters Score: Raw -26640486.863130 + Penalty 5997.235383 = -26634489.627747 nChanged 82 SP:Iteration 130Q (11122.530000 sec): 3 clusters Score: Raw -26640488.858264 + Penalty 5997.235383 = -26634491.622881 nChanged 101 SP:Iteration 131Q (11123.580000 sec): 3 clusters Score: Raw -26640491.573070 + Penalty 5997.235383 = -26634494.337686 nChanged 108 SP:Iteration 132Q (11124.860000 sec): 3 clusters Score: Raw -26640495.155027 + Penalty 5997.235383 = -26634497.919644 nChanged 120 SP:Iteration 133Q (11126.110000 sec): 3 clusters Score: Raw -26640498.903067 + Penalty 5997.235383 = -26634501.667684 nChanged 127 SP:Iteration 134Q (11127.260000 sec): 3 clusters Score: Raw -26640503.127874 + Penalty 5997.235383 = -26634505.892491 nChanged 136 SP:Iteration 135Q (11128.310000 sec): 3 clusters Score: Raw -26640507.243132 + Penalty 5997.235383 = -26634510.007749 nChanged 130 SP:Iteration 136Q (11129.320000 sec): 3 clusters Score: Raw -26640511.287002 + Penalty 5997.235383 = -26634514.051619 nChanged 142 SP:Iteration 137Q (11130.380000 sec): 3 clusters Score: Raw -26640515.935992 + Penalty 5997.235383 = -26634518.700609 nChanged 155 SP:Iteration 138Q (11131.360000 sec): 3 clusters Score: Raw -26640521.343439 + Penalty 5997.235383 = -26634524.108056 nChanged 141 SP:Iteration 139Q (11132.390000 sec): 3 clusters Score: Raw -26640525.881672 + Penalty 5997.235383 = -26634528.646288 nChanged 140 SP:Iteration 140F (11133.560000 sec): 3 clusters Score: Raw -26640530.903835 + Penalty 5997.235383 = -26634533.668452 nChanged 161 SP:Iteration 141Q (11134.650000 sec): 3 clusters Score: Raw -26640536.819408 + Penalty 5997.235383 = -26634539.584025 nChanged 153 SP:Iteration 142Q (11135.730000 sec): 3 clusters Score: Raw -26640542.552650 + Penalty 5997.235383 = -26634545.317267 nChanged 156 SP:Iteration 143Q (11136.810000 sec): 3 clusters Score: Raw -26640548.154738 + Penalty 5997.235383 = -26634550.919354 nChanged 173 SP:Iteration 144Q (11137.900000 sec): 3 clusters Score: Raw -26640554.442671 + Penalty 5997.235383 = -26634557.207288 nChanged 173 SP:Iteration 145Q (11138.990000 sec): 3 clusters Score: Raw -26640560.664525 + Penalty 5997.235383 = -26634563.429142 nChanged 162 SP:Iteration 146Q (11140.050000 sec): 3 clusters Score: Raw -26640566.657781 + Penalty 5997.235383 = -26634569.422398 nChanged 167 SP:Iteration 147Q (11141.080000 sec): 3 clusters Score: Raw -26640573.128393 + Penalty 5997.235383 = -26634575.893009 nChanged 166 SP:Iteration 148Q (11142.070000 sec): 3 clusters Score: Raw -26640580.094593 + Penalty 5997.235383 = -26634582.859210 nChanged 178 SP:Iteration 149Q (11143.230000 sec): 3 clusters Score: Raw -26640586.787578 + Penalty 5997.235383 = -26634589.552195 nChanged 166 SP:Iteration 150Q (11144.290000 sec): 3 clusters Score: Raw -26640592.917032 + Penalty 5997.235383 = -26634595.681648 nChanged 159 SP:Iteration 151Q (11145.370000 sec): 3 clusters Score: Raw -26640598.234751 + Penalty 5997.235383 = -26634600.999368 nChanged 144 SP:Iteration 152Q (11146.390000 sec): 3 clusters Score: Raw -26640603.337905 + Penalty 5997.235383 = -26634606.102522 nChanged 158 SP:Iteration 153Q (11147.430000 sec): 3 clusters Score: Raw -26640608.952478 + Penalty 5997.235383 = -26634611.717094 nChanged 162 SP:Iteration 154Q (11148.440000 sec): 3 clusters Score: Raw -26640614.442152 + Penalty 5997.235383 = -26634617.206769 nChanged 143 SP:Iteration 155Q (11149.450000 sec): 3 clusters Score: Raw -26640619.131690 + Penalty 5997.235383 = -26634621.896307 nChanged 145 SP:Iteration 156Q (11150.460000 sec): 3 clusters Score: Raw -26640624.325259 + Penalty 5997.235383 = -26634627.089876 nChanged 140 SP:Iteration 157Q (11151.480000 sec): 3 clusters Score: Raw -26640629.672303 + Penalty 5997.235383 = -26634632.436920 nChanged 153 SP:Iteration 158Q (11152.510000 sec): 3 clusters Score: Raw -26640635.254664 + Penalty 5997.235383 = -26634638.019280 nChanged 129 SP:Iteration 159Q (11153.560000 sec): 3 clusters Score: Raw -26640639.253366 + Penalty 5997.235383 = -26634642.017983 nChanged 113 SP:Iteration 160F (11154.620000 sec): 3 clusters Score: Raw -26640642.563915 + Penalty 5997.235383 = -26634645.328532 nChanged 125 SP:Iteration 161Q (11155.730000 sec): 3 clusters Score: Raw -26640646.564634 + Penalty 5997.235383 = -26634649.329251 nChanged 139 SP:Iteration 162Q (11156.790000 sec): 3 clusters Score: Raw -26640650.920357 + Penalty 5997.235383 = -26634653.684973 nChanged 133 SP:Iteration 163Q (11157.900000 sec): 3 clusters Score: Raw -26640654.912704 + Penalty 5997.235383 = -26634657.677320 nChanged 127 SP:Iteration 164Q (11158.930000 sec): 3 clusters Score: Raw -26640658.691660 + Penalty 5997.235383 = -26634661.456276 nChanged 121 SP:Iteration 165Q (11159.980000 sec): 3 clusters Score: Raw -26640662.122479 + Penalty 5997.235383 = -26634664.887096 nChanged 117 SP:Iteration 166Q (11161.050000 sec): 3 clusters Score: Raw -26640665.436901 + Penalty 5997.235383 = -26634668.201518 nChanged 117 SP:Iteration 167Q (11162.070000 sec): 3 clusters Score: Raw -26640669.018922 + Penalty 5997.235383 = -26634671.783539 nChanged 130 SP:Iteration 168Q (11163.110000 sec): 3 clusters Score: Raw -26640673.241243 + Penalty 5997.235383 = -26634676.005859 nChanged 123 SP:Iteration 169Q (11164.180000 sec): 3 clusters Score: Raw -26640676.933610 + Penalty 5997.235383 = -26634679.698227 nChanged 128 SP:Iteration 170Q (11165.220000 sec): 3 clusters Score: Raw -26640681.412753 + Penalty 5997.235383 = -26634684.177370 nChanged 140 SP:Iteration 171Q (11166.250000 sec): 3 clusters Score: Raw -26640686.564936 + Penalty 5997.235383 = -26634689.329553 nChanged 147 SP:Iteration 172Q (11167.240000 sec): 3 clusters Score: Raw -26640692.058674 + Penalty 5997.235383 = -26634694.823291 nChanged 159 SP:Iteration 173Q (11168.340000 sec): 3 clusters Score: Raw -26640697.780948 + Penalty 5997.235383 = -26634700.545564 nChanged 149 SP:Iteration 174Q (11169.320000 sec): 3 clusters Score: Raw -26640703.461028 + Penalty 5997.235383 = -26634706.225645 nChanged 156 SP:Iteration 175Q (11170.340000 sec): 3 clusters Score: Raw -26640709.255700 + Penalty 5997.235383 = -26634712.020317 nChanged 165 SP:Iteration 176Q (11171.290000 sec): 3 clusters Score: Raw -26640716.698145 + Penalty 5997.235383 = -26634719.462762 nChanged 175 SP:Iteration 177Q (11172.240000 sec): 3 clusters Score: Raw -26640725.101250 + Penalty 5997.235383 = -26634727.865866 nChanged 194 SP:Iteration 178Q (11173.220000 sec): 3 clusters Score: Raw -26640734.192371 + Penalty 5997.235383 = -26634736.956987 nChanged 213 SP:Iteration 179Q (11174.180000 sec): 3 clusters Score: Raw -26640743.421098 + Penalty 5997.235383 = -26634746.185714 nChanged 215 SP:Iteration 180F (11175.200000 sec): 3 clusters Score: Raw -26640752.531150 + Penalty 5997.235383 = -26634755.295767 nChanged 189 SP:Iteration 181Q (11176.230000 sec): 3 clusters Score: Raw -26640760.980417 + Penalty 5997.235383 = -26634763.745034 nChanged 206 SP:Iteration 182Q (11177.280000 sec): 3 clusters Score: Raw -26640771.070005 + Penalty 5997.235383 = -26634773.834622 nChanged 213 SP:Iteration 183Q (11178.350000 sec): 3 clusters Score: Raw -26640781.889618 + Penalty 5997.235383 = -26634784.654235 nChanged 226 SP:Iteration 184Q (11179.620000 sec): 3 clusters Score: Raw -26640793.164791 + Penalty 5997.235383 = -26634795.929408 nChanged 226 SP:Iteration 185Q (11180.900000 sec): 3 clusters Score: Raw -26640806.816801 + Penalty 5997.235383 = -26634809.581417 nChanged 264 SP:Iteration 186Q (11181.940000 sec): 3 clusters Score: Raw -26640824.340310 + Penalty 5997.235383 = -26634827.104927 nChanged 308 SP:Iteration 187Q (11182.920000 sec): 3 clusters Score: Raw -26640844.590276 + Penalty 5997.235383 = -26634847.354893 nChanged 306 SP:Iteration 188Q (11184.010000 sec): 3 clusters Score: Raw -26640864.726888 + Penalty 5997.235383 = -26634867.491505 nChanged 328 SP:Iteration 189Q (11185.020000 sec): 3 clusters Score: Raw -26640889.343073 + Penalty 5997.235383 = -26634892.107689 nChanged 344 SP:Iteration 190Q (11186.040000 sec): 3 clusters Score: Raw -26640915.577315 + Penalty 5997.235383 = -26634918.341932 nChanged 370 SP:Iteration 191Q (11187.090000 sec): 3 clusters Score: Raw -26640946.044917 + Penalty 5997.235383 = -26634948.809534 nChanged 420 SP:Iteration 192Q (11188.150000 sec): 3 clusters Score: Raw -26640985.427675 + Penalty 5997.235383 = -26634988.192292 nChanged 482 SP:Iteration 193Q (11189.200000 sec): 3 clusters Score: Raw -26641035.440050 + Penalty 5997.235383 = -26635038.204667 nChanged 507 SP:Iteration 194Q (11190.170000 sec): 3 clusters Score: Raw -26641089.912498 + Penalty 5997.235383 = -26635092.677115 nChanged 541 SP:Iteration 195Q (11191.130000 sec): 3 clusters Score: Raw -26641153.231497 + Penalty 5997.235383 = -26635155.996114 nChanged 573 SP:Iteration 196Q (11192.110000 sec): 3 clusters Score: Raw -26641228.955878 + Penalty 5997.235383 = -26635231.720495 nChanged 641 SP:Iteration 197Q (11193.080000 sec): 3 clusters Score: Raw -26641320.579889 + Penalty 5997.235383 = -26635323.344506 nChanged 704 SP:Iteration 198Q (11194.070000 sec): 3 clusters Score: Raw -26641431.662059 + Penalty 5997.235383 = -26635434.426676 nChanged 752 SP:Iteration 199Q (11195.130000 sec): 3 clusters Score: Raw -26641565.563960 + Penalty 5997.235383 = -26635568.328576 nChanged 841 SP:Iteration 200F (11196.330000 sec): 3 clusters Score: Raw -26641730.060083 + Penalty 5997.235383 = -26635732.824700 nChanged 927 SP:Iteration 201Q (11197.420000 sec): 3 clusters Score: Raw -26641958.733030 + Penalty 5997.235383 = -26635961.497647 nChanged 1052 SP:Iteration 202Q (11198.440000 sec): 3 clusters Score: Raw -26642263.449602 + Penalty 5997.235383 = -26636266.214219 nChanged 1143 SP:Iteration 203Q (11199.430000 sec): 3 clusters Score: Raw -26642629.673368 + Penalty 5997.235383 = -26636632.437984 nChanged 1222 SP:Iteration 204Q (11200.430000 sec): 3 clusters Score: Raw -26643072.558107 + Penalty 5997.235383 = -26637075.322723 nChanged 1286 SP:Iteration 205Q (11201.410000 sec): 3 clusters Score: Raw -26643596.678225 + Penalty 5997.235383 = -26637599.442842 nChanged 1373 SP:Iteration 206Q (11202.360000 sec): 3 clusters Score: Raw -26644263.916513 + Penalty 5997.235383 = -26638266.681130 nChanged 1405 SP:Iteration 207Q (11203.370000 sec): 3 clusters Score: Raw -26645000.624519 + Penalty 5997.235383 = -26639003.389136 nChanged 1373 SP:Iteration 208Q (11204.390000 sec): 3 clusters Score: Raw -26645731.672339 + Penalty 5997.235383 = -26639734.436956 nChanged 1292 SP:Iteration 209Q (11205.410000 sec): 3 clusters Score: Raw -26646376.180840 + Penalty 5997.235383 = -26640378.945457 nChanged 1121 SP:Iteration 210Q (11206.380000 sec): 3 clusters Score: Raw -26646900.493986 + Penalty 5997.235383 = -26640903.258603 nChanged 965 SP:Iteration 211Q (11207.340000 sec): 3 clusters Score: Raw -26647302.512558 + Penalty 5997.235383 = -26641305.277174 nChanged 815 SP:Iteration 212Q (11208.340000 sec): 3 clusters Score: Raw -26647595.135560 + Penalty 5997.235383 = -26641597.900177 nChanged 640 SP:Iteration 213Q (11209.260000 sec): 3 clusters Score: Raw -26647762.447792 + Penalty 5997.235383 = -26641765.212409 nChanged 487 SP:Iteration 214Q (11210.150000 sec): 3 clusters Score: Raw -26647865.412804 + Penalty 5997.235383 = -26641868.177421 nChanged 404 SP:Iteration 215Q (11211.210000 sec): 3 clusters Score: Raw -26647940.856586 + Penalty 5997.235383 = -26641943.621202 nChanged 362 SP:Iteration 216Q (11212.290000 sec): 3 clusters Score: Raw -26648009.783832 + Penalty 5997.235383 = -26642012.548449 nChanged 335 SP:Iteration 217Q (11213.330000 sec): 3 clusters Score: Raw -26648066.630850 + Penalty 5997.235383 = -26642069.395467 nChanged 312 SP:Iteration 218Q (11214.280000 sec): 3 clusters Score: Raw -26648113.687516 + Penalty 5997.235383 = -26642116.452133 nChanged 274 SP:Iteration 219Q (11215.290000 sec): 3 clusters Score: Raw -26648150.770998 + Penalty 5997.235383 = -26642153.535615 nChanged 251 SP:Iteration 220F (11216.380000 sec): 3 clusters Score: Raw -26648184.251532 + Penalty 5997.235383 = -26642187.016149 nChanged 236 SP:Iteration 221Q (11217.340000 sec): 3 clusters Score: Raw -26648216.849457 + Penalty 5997.235383 = -26642219.614074 nChanged 218 SP:Iteration 222Q (11218.250000 sec): 3 clusters Score: Raw -26648245.737032 + Penalty 5997.235383 = -26642248.501649 nChanged 217 SP:Iteration 223Q (11219.160000 sec): 3 clusters Score: Raw -26648274.239091 + Penalty 5997.235383 = -26642277.003708 nChanged 197 SP:Iteration 224Q (11220.080000 sec): 3 clusters Score: Raw -26648296.461640 + Penalty 5997.235383 = -26642299.226256 nChanged 165 SP:Iteration 225Q (11220.970000 sec): 3 clusters Score: Raw -26648313.822959 + Penalty 5997.235383 = -26642316.587576 nChanged 133 SP:Iteration 226Q (11221.920000 sec): 3 clusters Score: Raw -26648326.608883 + Penalty 5997.235383 = -26642329.373500 nChanged 125 SP:Iteration 227Q (11222.920000 sec): 3 clusters Score: Raw -26648338.274364 + Penalty 5997.235383 = -26642341.038981 nChanged 125 SP:Iteration 228Q (11223.850000 sec): 3 clusters Score: Raw -26648350.314142 + Penalty 5997.235383 = -26642353.078759 nChanged 100 SP:Iteration 229Q (11224.800000 sec): 3 clusters Score: Raw -26648359.313862 + Penalty 5997.235383 = -26642362.078478 nChanged 98 SP:Iteration 230Q (11225.630000 sec): 3 clusters Score: Raw -26648369.054802 + Penalty 5997.235383 = -26642371.819418 nChanged 95 SP:Iteration 231Q (11226.480000 sec): 3 clusters Score: Raw -26648378.694811 + Penalty 5997.235383 = -26642381.459428 nChanged 99 SP:Iteration 232Q (11227.340000 sec): 3 clusters Score: Raw -26648389.818846 + Penalty 5997.235383 = -26642392.583463 nChanged 88 SP:Iteration 233Q (11228.290000 sec): 3 clusters Score: Raw -26648398.848033 + Penalty 5997.235383 = -26642401.612649 nChanged 96 SP:Iteration 234Q (11229.190000 sec): 3 clusters Score: Raw -26648408.026966 + Penalty 5997.235383 = -26642410.791583 nChanged 70 SP:Iteration 235Q (11230.180000 sec): 3 clusters Score: Raw -26648413.579167 + Penalty 5997.235383 = -26642416.343784 nChanged 63 SP:Iteration 236Q (11231.130000 sec): 3 clusters Score: Raw -26648418.632869 + Penalty 5997.235383 = -26642421.397485 nChanged 64 SP:Iteration 237Q (11232.120000 sec): 3 clusters Score: Raw -26648423.683114 + Penalty 5997.235383 = -26642426.447731 nChanged 54 SP:Iteration 238Q (11233.200000 sec): 3 clusters Score: Raw -26648427.565276 + Penalty 5997.235383 = -26642430.329893 nChanged 39 SP:Iteration 239Q (11234.210000 sec): 3 clusters Score: Raw -26648429.848105 + Penalty 5997.235383 = -26642432.612721 nChanged 34 SP:Iteration 240F (11235.400000 sec): 3 clusters Score: Raw -26648431.742268 + Penalty 5997.235383 = -26642434.506884 nChanged 32 SP:Iteration 241Q (11236.390000 sec): 3 clusters Score: Raw -26648433.347453 + Penalty 5997.235383 = -26642436.112070 nChanged 22 SP:Iteration 242Q (11237.350000 sec): 3 clusters Score: Raw -26648434.407987 + Penalty 5997.235383 = -26642437.172604 nChanged 24 SP:Iteration 243Q (11238.430000 sec): 3 clusters Score: Raw -26648435.538258 + Penalty 5997.235383 = -26642438.302874 nChanged 24 SP:Iteration 244Q (11239.530000 sec): 3 clusters Score: Raw -26648437.043813 + Penalty 5997.235383 = -26642439.808429 nChanged 21 SP:Iteration 245Q (11240.550000 sec): 3 clusters Score: Raw -26648438.084113 + Penalty 5997.235383 = -26642440.848729 nChanged 17 SP:Iteration 246Q (11241.630000 sec): 3 clusters Score: Raw -26648439.329458 + Penalty 5997.235383 = -26642442.094075 nChanged 24 SP:Iteration 247Q (11242.650000 sec): 3 clusters Score: Raw -26648440.765302 + Penalty 5997.235383 = -26642443.529919 nChanged 20 SP:Iteration 248Q (11243.700000 sec): 3 clusters Score: Raw -26648441.851670 + Penalty 5997.235383 = -26642444.616287 nChanged 18 SP:Iteration 249Q (11244.910000 sec): 3 clusters Score: Raw -26648442.947858 + Penalty 5997.235383 = -26642445.712475 nChanged 24 SP:Iteration 250Q (11246.090000 sec): 3 clusters Score: Raw -26648444.385441 + Penalty 5997.235383 = -26642447.150058 nChanged 19 SP:Iteration 251Q (11247.250000 sec): 3 clusters Score: Raw -26648445.595240 + Penalty 5997.235383 = -26642448.359857 nChanged 15 SP:Iteration 252Q (11248.430000 sec): 3 clusters Score: Raw -26648446.353968 + Penalty 5997.235383 = -26642449.118585 nChanged 21 SP:Iteration 253Q (11249.370000 sec): 3 clusters Score: Raw -26648447.432461 + Penalty 5997.235383 = -26642450.197077 nChanged 12 SP:Iteration 254Q (11250.310000 sec): 3 clusters Score: Raw -26648448.031362 + Penalty 5997.235383 = -26642450.795979 nChanged 14 SP:Iteration 255Q (11251.260000 sec): 3 clusters Score: Raw -26648449.054907 + Penalty 5997.235383 = -26642451.819523 nChanged 14 SP:Iteration 256Q (11252.250000 sec): 3 clusters Score: Raw -26648449.731139 + Penalty 5997.235383 = -26642452.495756 nChanged 10 SP:Iteration 257Q (11253.220000 sec): 3 clusters Score: Raw -26648450.227205 + Penalty 5997.235383 = -26642452.991822 nChanged 14 SP:Iteration 258Q (11254.210000 sec): 3 clusters Score: Raw -26648450.757660 + Penalty 5997.235383 = -26642453.522277 nChanged 10 SP:Iteration 259Q (11255.230000 sec): 3 clusters Score: Raw -26648451.285107 + Penalty 5997.235383 = -26642454.049723 nChanged 10 SP:Iteration 260F (11256.350000 sec): 3 clusters Score: Raw -26648451.692506 + Penalty 5997.235383 = -26642454.457122 nChanged 10 SP:Iteration 261Q (11257.330000 sec): 3 clusters Score: Raw -26648452.177903 + Penalty 5997.235383 = -26642454.942520 nChanged 11 SP:Iteration 262Q (11258.370000 sec): 3 clusters Score: Raw -26648452.720651 + Penalty 5997.235383 = -26642455.485268 nChanged 13 SP:Iteration 263Q (11259.340000 sec): 3 clusters Score: Raw -26648453.492425 + Penalty 5997.235383 = -26642456.257042 nChanged 16 SP:Iteration 264Q (11260.200000 sec): 3 clusters Score: Raw -26648454.433654 + Penalty 5997.235383 = -26642457.198271 nChanged 17 SP:Iteration 265Q (11261.140000 sec): 3 clusters Score: Raw -26648455.350830 + Penalty 5997.235383 = -26642458.115447 nChanged 11 SP:Iteration 266Q (11262.130000 sec): 3 clusters Score: Raw -26648455.792430 + Penalty 5997.235383 = -26642458.557047 nChanged 8 SP:Iteration 267Q (11263.060000 sec): 3 clusters Score: Raw -26648456.047161 + Penalty 5997.235383 = -26642458.811777 nChanged 6 SP:Iteration 268Q (11263.960000 sec): 3 clusters Score: Raw -26648456.211642 + Penalty 5997.235383 = -26642458.976259 nChanged 5 SP:Iteration 269Q (11264.980000 sec): 3 clusters Score: Raw -26648456.377441 + Penalty 5997.235383 = -26642459.142058 nChanged 5 SP:Iteration 270Q (11266.010000 sec): 3 clusters Score: Raw -26648456.686358 + Penalty 5997.235383 = -26642459.450974 nChanged 7 SP:Iteration 271Q (11266.980000 sec): 3 clusters Score: Raw -26648457.018495 + Penalty 5997.235383 = -26642459.783112 nChanged 10 SP:Iteration 272Q (11267.950000 sec): 3 clusters Score: Raw -26648457.515745 + Penalty 5997.235383 = -26642460.280362 nChanged 8 SP:Iteration 273Q (11269.050000 sec): 3 clusters Score: Raw -26648457.832810 + Penalty 5997.235383 = -26642460.597427 nChanged 7 SP:Iteration 274Q (11270.150000 sec): 3 clusters Score: Raw -26648458.202184 + Penalty 5997.235383 = -26642460.966801 nChanged 8 SP:Iteration 275Q (11271.140000 sec): 3 clusters Score: Raw -26648458.520378 + Penalty 5997.235383 = -26642461.284995 nChanged 4 SP:Iteration 276Q (11272.090000 sec): 3 clusters Score: Raw -26648458.637183 + Penalty 5997.235383 = -26642461.401799 nChanged 2 SP:Iteration 277Q (11273.010000 sec): 3 clusters Score: Raw -26648458.720233 + Penalty 5997.235383 = -26642461.484849 nChanged 5 SP:Iteration 278Q (11273.930000 sec): 3 clusters Score: Raw -26648458.897636 + Penalty 5997.235383 = -26642461.662252 nChanged 5 SP:Iteration 279Q (11274.870000 sec): 3 clusters Score: Raw -26648459.057435 + Penalty 5997.235383 = -26642461.822052 nChanged 2 SP:Iteration 280F (11275.930000 sec): 3 clusters Score: Raw -26648459.104486 + Penalty 5997.235383 = -26642461.869103 nChanged 3 SP:Iteration 281Q (11276.910000 sec): 3 clusters Score: Raw -26648459.188114 + Penalty 5997.235383 = -26642461.952731 nChanged 2 SP:Iteration 282Q (11277.830000 sec): 3 clusters Score: Raw -26648459.317630 + Penalty 5997.235383 = -26642462.082246 nChanged 5 SP:Iteration 283Q (11278.760000 sec): 3 clusters Score: Raw -26648459.654111 + Penalty 5997.235383 = -26642462.418728 nChanged 6 SP:Iteration 284Q (11279.730000 sec): 3 clusters Score: Raw -26648459.876780 + Penalty 5997.235383 = -26642462.641397 nChanged 6 SP:Iteration 285Q (11280.730000 sec): 3 clusters Score: Raw -26648460.132300 + Penalty 5997.235383 = -26642462.896917 nChanged 5 SP:Iteration 286Q (11281.820000 sec): 3 clusters Score: Raw -26648460.331316 + Penalty 5997.235383 = -26642463.095933 nChanged 10 SP:Iteration 287Q (11282.830000 sec): 3 clusters Score: Raw -26648460.932893 + Penalty 5997.235383 = -26642463.697510 nChanged 12 SP:Iteration 288Q (11283.860000 sec): 3 clusters Score: Raw -26648461.538761 + Penalty 5997.235383 = -26642464.303377 nChanged 13 SP:Iteration 289Q (11284.820000 sec): 3 clusters Score: Raw -26648462.368922 + Penalty 5997.235383 = -26642465.133538 nChanged 14 SP:Iteration 290Q (11285.730000 sec): 3 clusters Score: Raw -26648463.212800 + Penalty 5997.235383 = -26642465.977416 nChanged 22 SP:Iteration 291Q (11286.690000 sec): 3 clusters Score: Raw -26648464.430848 + Penalty 5997.235383 = -26642467.195465 nChanged 19 SP:Iteration 292Q (11287.670000 sec): 3 clusters Score: Raw -26648465.323113 + Penalty 5997.235383 = -26642468.087730 nChanged 14 SP:Iteration 293Q (11288.590000 sec): 3 clusters Score: Raw -26648465.858591 + Penalty 5997.235383 = -26642468.623208 nChanged 15 SP:Iteration 294Q (11289.550000 sec): 3 clusters Score: Raw -26648466.708044 + Penalty 5997.235383 = -26642469.472661 nChanged 12 SP:Iteration 295Q (11290.500000 sec): 3 clusters Score: Raw -26648467.384724 + Penalty 5997.235383 = -26642470.149340 nChanged 14 SP:Iteration 296Q (11291.450000 sec): 3 clusters Score: Raw -26648468.062699 + Penalty 5997.235383 = -26642470.827316 nChanged 8 SP:Iteration 297Q (11292.440000 sec): 3 clusters Score: Raw -26648468.464041 + Penalty 5997.235383 = -26642471.228658 nChanged 8 SP:Iteration 298Q (11293.480000 sec): 3 clusters Score: Raw -26648468.861637 + Penalty 5997.235383 = -26642471.626254 nChanged 9 SP:Iteration 299Q (11294.510000 sec): 3 clusters Score: Raw -26648469.342152 + Penalty 5997.235383 = -26642472.106769 nChanged 10 SP:Iteration 300F (11295.610000 sec): 3 clusters Score: Raw -26648469.766180 + Penalty 5997.235383 = -26642472.530797 nChanged 6 SP:Iteration 301Q (11296.650000 sec): 3 clusters Score: Raw -26648470.285806 + Penalty 5997.235383 = -26642473.050423 nChanged 8 SP:Iteration 302Q (11297.520000 sec): 3 clusters Score: Raw -26648470.682630 + Penalty 5997.235383 = -26642473.447247 nChanged 8 SP:Iteration 303Q (11298.410000 sec): 3 clusters Score: Raw -26648471.077864 + Penalty 5997.235383 = -26642473.842480 nChanged 9 SP:Iteration 304Q (11299.330000 sec): 3 clusters Score: Raw -26648471.572852 + Penalty 5997.235383 = -26642474.337469 nChanged 10 SP:Iteration 305Q (11300.240000 sec): 3 clusters Score: Raw -26648472.118173 + Penalty 5997.235383 = -26642474.882789 nChanged 20 SP:Iteration 306Q (11301.130000 sec): 3 clusters Score: Raw -26648473.400277 + Penalty 5997.235383 = -26642476.164894 nChanged 21 SP:Iteration 307Q (11302.040000 sec): 3 clusters Score: Raw -26648474.669418 + Penalty 5997.235383 = -26642477.434035 nChanged 11 SP:Iteration 308Q (11302.900000 sec): 3 clusters Score: Raw -26648475.219691 + Penalty 5997.235383 = -26642477.984308 nChanged 5 SP:Iteration 309Q (11303.770000 sec): 3 clusters Score: Raw -26648475.409096 + Penalty 5997.235383 = -26642478.173713 nChanged 5 SP:Iteration 310Q (11304.770000 sec): 3 clusters Score: Raw -26648475.577997 + Penalty 5997.235383 = -26642478.342614 nChanged 7 SP:Iteration 311Q (11305.740000 sec): 3 clusters Score: Raw -26648475.975626 + Penalty 5997.235383 = -26642478.740243 nChanged 8 SP:Iteration 312Q (11306.750000 sec): 3 clusters Score: Raw -26648476.383793 + Penalty 5997.235383 = -26642479.148410 nChanged 3 SP:Iteration 313Q (11307.720000 sec): 3 clusters Score: Raw -26648476.566688 + Penalty 5997.235383 = -26642479.331304 nChanged 3 SP:Iteration 314Q (11308.750000 sec): 3 clusters Score: Raw -26648476.822616 + Penalty 5997.235383 = -26642479.587233 nChanged 8 SP:Iteration 315Q (11309.730000 sec): 3 clusters Score: Raw -26648477.180764 + Penalty 5997.235383 = -26642479.945381 nChanged 8 SP:Iteration 316Q (11310.690000 sec): 3 clusters Score: Raw -26648477.599842 + Penalty 5997.235383 = -26642480.364458 nChanged 5 SP:Iteration 317Q (11311.670000 sec): 3 clusters Score: Raw -26648477.894712 + Penalty 5997.235383 = -26642480.659329 nChanged 6 SP:Iteration 318Q (11312.590000 sec): 3 clusters Score: Raw -26648478.255263 + Penalty 5997.235383 = -26642481.019879 nChanged 7 SP:Iteration 319Q (11313.480000 sec): 3 clusters Score: Raw -26648478.566514 + Penalty 5997.235383 = -26642481.331131 nChanged 7 SP:Iteration 320F (11314.590000 sec): 3 clusters Score: Raw -26648478.925412 + Penalty 5997.235383 = -26642481.690029 nChanged 13 SP:Iteration 321Q (11315.680000 sec): 3 clusters Score: Raw -26648479.578001 + Penalty 5997.235383 = -26642482.342618 nChanged 8 SP:Iteration 322Q (11316.790000 sec): 3 clusters Score: Raw -26648479.908242 + Penalty 5997.235383 = -26642482.672859 nChanged 2 SP:Iteration 323Q (11317.740000 sec): 3 clusters Score: Raw -26648480.003145 + Penalty 5997.235383 = -26642482.767762 nChanged 1 SP:Iteration 324Q (11318.700000 sec): 3 clusters Score: Raw -26648480.047924 + Penalty 5997.235383 = -26642482.812541 nChanged 2 SP:Iteration 325Q (11319.710000 sec): 3 clusters Score: Raw -26648480.088828 + Penalty 5997.235383 = -26642482.853444 nChanged 1 SP:Iteration 326Q (11320.750000 sec): 3 clusters Score: Raw -26648480.156594 + Penalty 5997.235383 = -26642482.921210 nChanged 1 SP:Iteration 327Q (11321.740000 sec): 3 clusters Score: Raw -26648480.193251 + Penalty 5997.235383 = -26642482.957867 nChanged 2 SP:Iteration 328Q (11322.750000 sec): 3 clusters Score: Raw -26648480.268231 + Penalty 5997.235383 = -26642483.032847 nChanged 1 SP:Iteration 329Q (11323.810000 sec): 3 clusters Score: Raw -26648480.320148 + Penalty 5997.235383 = -26642483.084764 nChanged 0 SP:Iteration 330F (11324.980000 sec): 3 clusters Score: Raw -26648480.320148 + Penalty 5997.235383 = -26642483.084764 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 2 (371406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11327.280000 sec): 2 clusters Score: Raw -55165965.913367 + Penalty 3180.612669 = -55162785.300699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11329.520000 sec): 3 clusters Score: Raw -54918831.926761 + Penalty 6361.225337 = -54912470.701424 nChanged 180405 SP:Iteration 1F (11331.820000 sec): 3 clusters Score: Raw -55026196.323192 + Penalty 6361.225337 = -55019835.097855 nChanged 7659 SP:Iteration 2Q (11334.120000 sec): 3 clusters Score: Raw -55027303.415758 + Penalty 6361.225337 = -55020942.190421 nChanged 8159 SP:Iteration 3Q (11336.450000 sec): 3 clusters Score: Raw -55028592.982014 + Penalty 6361.225337 = -55022231.756677 nChanged 8757 SP:Iteration 4Q (11338.800000 sec): 3 clusters Score: Raw -55030192.237095 + Penalty 6361.225337 = -55023831.011758 nChanged 9695 SP:Iteration 5Q (11341.000000 sec): 3 clusters Score: Raw -55032317.481426 + Penalty 6361.225337 = -55025956.256089 nChanged 11453 SP:Iteration 6Q (11343.360000 sec): 3 clusters Score: Raw -55035505.063584 + Penalty 6361.225337 = -55029143.838247 nChanged 14009 SP:Iteration 7Q (11345.680000 sec): 3 clusters Score: Raw -55040600.481489 + Penalty 6361.225337 = -55034239.256152 nChanged 17496 SP:Iteration 8Q (11348.160000 sec): 3 clusters Score: Raw -55049192.619992 + Penalty 6361.225337 = -55042831.394655 nChanged 21625 SP:Iteration 9F (11350.620000 sec): 3 clusters Score: Raw -55063304.695595 + Penalty 6361.225337 = -55056943.470258 nChanged 24291 SP:Iteration 10F (11352.880000 sec): 3 clusters Score: Raw -55082864.693841 + Penalty 6361.225337 = -55076503.468503 nChanged 23595 SP:Iteration 11F (11355.000000 sec): 3 clusters Score: Raw -55104009.877590 + Penalty 6361.225337 = -55097648.652253 nChanged 18898 SP:Iteration 12F (11357.020000 sec): 3 clusters Score: Raw -55120488.597969 + Penalty 6361.225337 = -55114127.372632 nChanged 13865 SP:Iteration 13Q (11359.160000 sec): 3 clusters Score: Raw -55131152.965281 + Penalty 6361.225337 = -55124791.739944 nChanged 9990 SP:Iteration 14Q (11361.410000 sec): 3 clusters Score: Raw -55138149.771649 + Penalty 6361.225337 = -55131788.546312 nChanged 8056 SP:Iteration 15Q (11363.470000 sec): 3 clusters Score: Raw -55143543.090840 + Penalty 6361.225337 = -55137181.865503 nChanged 7014 SP:Iteration 16Q (11365.340000 sec): 3 clusters Score: Raw -55148246.664869 + Penalty 6361.225337 = -55141885.439532 nChanged 6031 SP:Iteration 17Q (11367.180000 sec): 3 clusters Score: Raw -55152527.035173 + Penalty 6361.225337 = -55146165.809836 nChanged 5209 SP:Iteration 18Q (11369.080000 sec): 3 clusters Score: Raw -55156460.343757 + Penalty 6361.225337 = -55150099.118420 nChanged 4165 SP:Iteration 19Q (11370.700000 sec): 3 clusters Score: Raw -55159782.049929 + Penalty 6361.225337 = -55153420.824592 nChanged 3218 SP:Iteration 20F (11372.750000 sec): 3 clusters Score: Raw -55162457.811201 + Penalty 6361.225337 = -55156096.585864 nChanged 2239 SP:Iteration 21Q (11374.670000 sec): 3 clusters Score: Raw -55164352.695579 + Penalty 6361.225337 = -55157991.470242 nChanged 1248 SP:Iteration 22Q (11376.420000 sec): 3 clusters Score: Raw -55165400.998274 + Penalty 6361.225337 = -55159039.772937 nChanged 526 SP:Iteration 23Q (11378.450000 sec): 3 clusters Score: Raw -55165873.298829 + Penalty 6361.225337 = -55159512.073492 nChanged 209 SP:Iteration 24Q (11380.250000 sec): 3 clusters Score: Raw -55166071.374160 + Penalty 6361.225337 = -55159710.148823 nChanged 92 SP:Iteration 25Q (11382.220000 sec): 3 clusters Score: Raw -55166181.205696 + Penalty 6361.225337 = -55159819.980359 nChanged 53 SP:Iteration 26Q (11384.060000 sec): 3 clusters Score: Raw -55166238.003069 + Penalty 6361.225337 = -55159876.777732 nChanged 25 SP:Iteration 27Q (11385.930000 sec): 3 clusters Score: Raw -55166273.041693 + Penalty 6361.225337 = -55159911.816356 nChanged 18 SP:Iteration 28Q (11387.720000 sec): 3 clusters Score: Raw -55166293.841371 + Penalty 6361.225337 = -55159932.616034 nChanged 7 SP:Iteration 29Q (11389.440000 sec): 3 clusters Score: Raw -55166301.485977 + Penalty 6361.225337 = -55159940.260640 nChanged 4 SP:Iteration 30Q (11391.320000 sec): 3 clusters Score: Raw -55166305.278395 + Penalty 6361.225337 = -55159944.053057 nChanged 3 SP:Iteration 31Q (11393.070000 sec): 3 clusters Score: Raw -55166308.103604 + Penalty 6361.225337 = -55159946.878267 nChanged 0 SP:Iteration 32F (11395.060000 sec): 3 clusters Score: Raw -55166308.103604 + Penalty 6361.225337 = -55159946.878267 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 3 (4687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11395.410000 sec): 2 clusters Score: Raw -670857.450755 + Penalty 2096.231903 = -668761.218852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11395.620000 sec): 3 clusters Score: Raw -668691.318126 + Penalty 4192.463807 = -664498.854319 nChanged 1758 SP:Iteration 1F (11395.830000 sec): 3 clusters Score: Raw -669906.456617 + Penalty 4192.463807 = -665713.992810 nChanged 411 SP:Iteration 2F (11396.030000 sec): 3 clusters Score: Raw -670397.871045 + Penalty 4192.463807 = -666205.407238 nChanged 425 SP:Iteration 3F (11396.290000 sec): 3 clusters Score: Raw -670915.346897 + Penalty 4192.463807 = -666722.883090 nChanged 426 SP:Iteration 4F (11396.530000 sec): 3 clusters Score: Raw -671410.326361 + Penalty 4192.463807 = -667217.862554 nChanged 371 SP:Iteration 5F (11396.690000 sec): 3 clusters Score: Raw -671792.350329 + Penalty 4192.463807 = -667599.886522 nChanged 280 SP:Iteration 6F (11396.950000 sec): 3 clusters Score: Raw -672047.683579 + Penalty 4192.463807 = -667855.219772 nChanged 179 SP:Iteration 7Q (11397.140000 sec): 3 clusters Score: Raw -672198.976526 + Penalty 4192.463807 = -668006.512719 nChanged 110 SP:Iteration 8Q (11397.360000 sec): 3 clusters Score: Raw -672279.994591 + Penalty 4192.463807 = -668087.530784 nChanged 74 SP:Iteration 9Q (11397.570000 sec): 3 clusters Score: Raw -672323.456546 + Penalty 4192.463807 = -668130.992739 nChanged 47 SP:Iteration 10Q (11397.810000 sec): 3 clusters Score: Raw -672352.721731 + Penalty 4192.463807 = -668160.257924 nChanged 32 SP:Iteration 11Q (11398.010000 sec): 3 clusters Score: Raw -672374.921223 + Penalty 4192.463807 = -668182.457416 nChanged 23 SP:Iteration 12Q (11398.200000 sec): 3 clusters Score: Raw -672387.026624 + Penalty 4192.463807 = -668194.562817 nChanged 17 SP:Iteration 13Q (11398.420000 sec): 3 clusters Score: Raw -672395.301836 + Penalty 4192.463807 = -668202.838029 nChanged 6 SP:Iteration 14Q (11398.630000 sec): 3 clusters Score: Raw -672397.722526 + Penalty 4192.463807 = -668205.258719 nChanged 2 SP:Iteration 15Q (11398.870000 sec): 3 clusters Score: Raw -672398.250102 + Penalty 4192.463807 = -668205.786295 nChanged 1 SP:Iteration 16Q (11399.080000 sec): 3 clusters Score: Raw -672398.594738 + Penalty 4192.463807 = -668206.130931 nChanged 0 SP:Iteration 17F (11399.310000 sec): 3 clusters Score: Raw -672398.594738 + Penalty 4192.463807 = -668206.130931 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 4 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11399.440000 sec): 2 clusters Score: Raw -51030.449778 + Penalty 1471.196806 = -49559.252971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11399.660000 sec): 3 clusters Score: Raw -51104.521128 + Penalty 2942.393613 = -48162.127515 nChanged 59 SP:Iteration 1F (11399.870000 sec): 3 clusters Score: Raw -51267.277306 + Penalty 2942.393613 = -48324.883693 nChanged 16 SP:Iteration 2Q (11400.030000 sec): 3 clusters Score: Raw -51336.043298 + Penalty 2942.393613 = -48393.649685 nChanged 8 SP:Iteration 3Q (11400.230000 sec): 3 clusters Score: Raw -51366.350394 + Penalty 2942.393613 = -48423.956781 nChanged 7 SP:Iteration 4Q (11400.410000 sec): 3 clusters Score: Raw -51387.530467 + Penalty 2942.393613 = -48445.136854 nChanged 4 SP:Iteration 5Q (11400.600000 sec): 3 clusters Score: Raw -51404.287777 + Penalty 2942.393613 = -48461.894164 nChanged 8 SP:Iteration 6Q (11400.760000 sec): 3 clusters Score: Raw -51451.575548 + Penalty 2942.393613 = -48509.181935 nChanged 3 SP:Iteration 7Q (11400.970000 sec): 3 clusters Score: Raw -51473.610471 + Penalty 2942.393613 = -48531.216858 nChanged 5 SP:Iteration 8Q (11401.110000 sec): 3 clusters Score: Raw -51484.769305 + Penalty 2942.393613 = -48542.375692 nChanged 3 SP:Iteration 9Q (11401.320000 sec): 3 clusters Score: Raw -51492.900946 + Penalty 2942.393613 = -48550.507333 nChanged 2 SP:Iteration 10Q (11401.450000 sec): 3 clusters Score: Raw -51498.410493 + Penalty 2942.393613 = -48556.016880 nChanged 1 SP:Iteration 11Q (11401.600000 sec): 3 clusters Score: Raw -51499.600114 + Penalty 2942.393613 = -48557.206501 nChanged 1 SP:Iteration 12Q (11401.840000 sec): 3 clusters Score: Raw -51502.576878 + Penalty 2942.393613 = -48560.183265 nChanged 0 SP:Iteration 13F (11402.050000 sec): 3 clusters Score: Raw -51502.576878 + Penalty 2942.393613 = -48560.183265 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 5 (16198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11402.240000 sec): 2 clusters Score: Raw -2448566.985603 + Penalty 2403.775478 = -2446163.210125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11402.580000 sec): 3 clusters Score: Raw -2439537.971862 + Penalty 4807.550956 = -2434730.420905 nChanged 6995 SP:Iteration 1F (11402.870000 sec): 3 clusters Score: Raw -2443269.137033 + Penalty 4807.550956 = -2438461.586077 nChanged 942 SP:Iteration 2F (11403.150000 sec): 3 clusters Score: Raw -2443690.770884 + Penalty 4807.550956 = -2438883.219928 nChanged 838 SP:Iteration 3F (11403.430000 sec): 3 clusters Score: Raw -2444102.777645 + Penalty 4807.550956 = -2439295.226689 nChanged 783 SP:Iteration 4Q (11403.710000 sec): 3 clusters Score: Raw -2444499.805542 + Penalty 4807.550956 = -2439692.254586 nChanged 785 SP:Iteration 5Q (11404.050000 sec): 3 clusters Score: Raw -2444914.807505 + Penalty 4807.550956 = -2440107.256549 nChanged 797 SP:Iteration 6Q (11404.290000 sec): 3 clusters Score: Raw -2445379.419652 + Penalty 4807.550956 = -2440571.868696 nChanged 821 SP:Iteration 7F (11404.610000 sec): 3 clusters Score: Raw -2445884.312493 + Penalty 4807.550956 = -2441076.761537 nChanged 801 SP:Iteration 8Q (11404.850000 sec): 3 clusters Score: Raw -2446418.357702 + Penalty 4807.550956 = -2441610.806746 nChanged 731 SP:Iteration 9Q (11405.100000 sec): 3 clusters Score: Raw -2446945.357711 + Penalty 4807.550956 = -2442137.806755 nChanged 629 SP:Iteration 10Q (11405.420000 sec): 3 clusters Score: Raw -2447413.644312 + Penalty 4807.550956 = -2442606.093356 nChanged 530 SP:Iteration 11Q (11405.680000 sec): 3 clusters Score: Raw -2447803.172815 + Penalty 4807.550956 = -2442995.621859 nChanged 373 SP:Iteration 12Q (11405.950000 sec): 3 clusters Score: Raw -2448055.231583 + Penalty 4807.550956 = -2443247.680627 nChanged 301 SP:Iteration 13Q (11406.220000 sec): 3 clusters Score: Raw -2448258.366362 + Penalty 4807.550956 = -2443450.815406 nChanged 238 SP:Iteration 14Q (11406.530000 sec): 3 clusters Score: Raw -2448401.613370 + Penalty 4807.550956 = -2443594.062414 nChanged 176 SP:Iteration 15Q (11406.860000 sec): 3 clusters Score: Raw -2448503.728821 + Penalty 4807.550956 = -2443696.177865 nChanged 122 SP:Iteration 16Q (11407.160000 sec): 3 clusters Score: Raw -2448569.682102 + Penalty 4807.550956 = -2443762.131146 nChanged 102 SP:Iteration 17Q (11407.450000 sec): 3 clusters Score: Raw -2448603.525919 + Penalty 4807.550956 = -2443795.974963 nChanged 60 SP:Iteration 18Q (11407.750000 sec): 3 clusters Score: Raw -2448626.882655 + Penalty 4807.550956 = -2443819.331699 nChanged 60 SP:Iteration 19Q (11408.020000 sec): 3 clusters Score: Raw -2448649.628848 + Penalty 4807.550956 = -2443842.077892 nChanged 47 SP:Iteration 20F (11408.400000 sec): 3 clusters Score: Raw -2448669.589563 + Penalty 4807.550956 = -2443862.038607 nChanged 50 SP:Iteration 21Q (11408.730000 sec): 3 clusters Score: Raw -2448689.707122 + Penalty 4807.550956 = -2443882.156166 nChanged 41 SP:Iteration 22Q (11409.010000 sec): 3 clusters Score: Raw -2448701.535167 + Penalty 4807.550956 = -2443893.984211 nChanged 39 SP:Iteration 23Q (11409.310000 sec): 3 clusters Score: Raw -2448714.865546 + Penalty 4807.550956 = -2443907.314589 nChanged 37 SP:Iteration 24Q (11409.620000 sec): 3 clusters Score: Raw -2448725.631162 + Penalty 4807.550956 = -2443918.080206 nChanged 30 SP:Iteration 25Q (11409.860000 sec): 3 clusters Score: Raw -2448734.246204 + Penalty 4807.550956 = -2443926.695248 nChanged 26 SP:Iteration 26Q (11410.140000 sec): 3 clusters Score: Raw -2448740.297743 + Penalty 4807.550956 = -2443932.746787 nChanged 23 SP:Iteration 27Q (11410.380000 sec): 3 clusters Score: Raw -2448746.784436 + Penalty 4807.550956 = -2443939.233480 nChanged 24 SP:Iteration 28Q (11410.640000 sec): 3 clusters Score: Raw -2448753.000485 + Penalty 4807.550956 = -2443945.449528 nChanged 21 SP:Iteration 29Q (11410.930000 sec): 3 clusters Score: Raw -2448757.570805 + Penalty 4807.550956 = -2443950.019848 nChanged 29 SP:Iteration 30Q (11411.170000 sec): 3 clusters Score: Raw -2448764.845574 + Penalty 4807.550956 = -2443957.294618 nChanged 21 SP:Iteration 31Q (11411.410000 sec): 3 clusters Score: Raw -2448770.837435 + Penalty 4807.550956 = -2443963.286479 nChanged 17 SP:Iteration 32Q (11411.700000 sec): 3 clusters Score: Raw -2448775.321995 + Penalty 4807.550956 = -2443967.771039 nChanged 19 SP:Iteration 33Q (11411.960000 sec): 3 clusters Score: Raw -2448781.249404 + Penalty 4807.550956 = -2443973.698448 nChanged 18 SP:Iteration 34Q (11412.200000 sec): 3 clusters Score: Raw -2448787.146171 + Penalty 4807.550956 = -2443979.595215 nChanged 22 SP:Iteration 35Q (11412.450000 sec): 3 clusters Score: Raw -2448794.042889 + Penalty 4807.550956 = -2443986.491932 nChanged 21 SP:Iteration 36Q (11412.680000 sec): 3 clusters Score: Raw -2448799.882023 + Penalty 4807.550956 = -2443992.331067 nChanged 12 SP:Iteration 37Q (11412.930000 sec): 3 clusters Score: Raw -2448804.102653 + Penalty 4807.550956 = -2443996.551697 nChanged 22 SP:Iteration 38Q (11413.190000 sec): 3 clusters Score: Raw -2448811.043192 + Penalty 4807.550956 = -2444003.492236 nChanged 19 SP:Iteration 39Q (11413.460000 sec): 3 clusters Score: Raw -2448816.287712 + Penalty 4807.550956 = -2444008.736756 nChanged 12 SP:Iteration 40F (11413.760000 sec): 3 clusters Score: Raw -2448818.984028 + Penalty 4807.550956 = -2444011.433072 nChanged 7 SP:Iteration 41Q (11414.040000 sec): 3 clusters Score: Raw -2448820.616823 + Penalty 4807.550956 = -2444013.065867 nChanged 8 SP:Iteration 42Q (11414.300000 sec): 3 clusters Score: Raw -2448822.217001 + Penalty 4807.550956 = -2444014.666045 nChanged 10 SP:Iteration 43Q (11414.580000 sec): 3 clusters Score: Raw -2448824.044770 + Penalty 4807.550956 = -2444016.493814 nChanged 8 SP:Iteration 44Q (11414.880000 sec): 3 clusters Score: Raw -2448826.525728 + Penalty 4807.550956 = -2444018.974772 nChanged 10 SP:Iteration 45Q (11415.160000 sec): 3 clusters Score: Raw -2448828.852652 + Penalty 4807.550956 = -2444021.301696 nChanged 5 SP:Iteration 46Q (11415.450000 sec): 3 clusters Score: Raw -2448829.927547 + Penalty 4807.550956 = -2444022.376591 nChanged 6 SP:Iteration 47Q (11415.770000 sec): 3 clusters Score: Raw -2448831.639432 + Penalty 4807.550956 = -2444024.088476 nChanged 6 SP:Iteration 48Q (11416.060000 sec): 3 clusters Score: Raw -2448833.268785 + Penalty 4807.550956 = -2444025.717829 nChanged 8 SP:Iteration 49Q (11416.360000 sec): 3 clusters Score: Raw -2448835.539669 + Penalty 4807.550956 = -2444027.988713 nChanged 9 SP:Iteration 50Q (11416.640000 sec): 3 clusters Score: Raw -2448838.237285 + Penalty 4807.550956 = -2444030.686329 nChanged 9 SP:Iteration 51Q (11416.920000 sec): 3 clusters Score: Raw -2448841.687309 + Penalty 4807.550956 = -2444034.136353 nChanged 6 SP:Iteration 52Q (11417.200000 sec): 3 clusters Score: Raw -2448843.779704 + Penalty 4807.550956 = -2444036.228748 nChanged 6 SP:Iteration 53Q (11417.440000 sec): 3 clusters Score: Raw -2448845.031291 + Penalty 4807.550956 = -2444037.480335 nChanged 5 SP:Iteration 54Q (11417.700000 sec): 3 clusters Score: Raw -2448846.381882 + Penalty 4807.550956 = -2444038.830926 nChanged 3 SP:Iteration 55Q (11417.950000 sec): 3 clusters Score: Raw -2448847.231124 + Penalty 4807.550956 = -2444039.680167 nChanged 1 SP:Iteration 56Q (11418.220000 sec): 3 clusters Score: Raw -2448848.189985 + Penalty 4807.550956 = -2444040.639029 nChanged 6 SP:Iteration 57Q (11418.500000 sec): 3 clusters Score: Raw -2448849.871241 + Penalty 4807.550956 = -2444042.320285 nChanged 8 SP:Iteration 58Q (11418.740000 sec): 3 clusters Score: Raw -2448852.299555 + Penalty 4807.550956 = -2444044.748599 nChanged 12 SP:Iteration 59Q (11419.070000 sec): 3 clusters Score: Raw -2448855.506057 + Penalty 4807.550956 = -2444047.955101 nChanged 6 SP:Iteration 60F (11419.320000 sec): 3 clusters Score: Raw -2448857.155137 + Penalty 4807.550956 = -2444049.604181 nChanged 6 SP:Iteration 61Q (11419.600000 sec): 3 clusters Score: Raw -2448859.014448 + Penalty 4807.550956 = -2444051.463492 nChanged 6 SP:Iteration 62Q (11419.860000 sec): 3 clusters Score: Raw -2448861.101201 + Penalty 4807.550956 = -2444053.550245 nChanged 9 SP:Iteration 63Q (11420.160000 sec): 3 clusters Score: Raw -2448863.344090 + Penalty 4807.550956 = -2444055.793134 nChanged 3 SP:Iteration 64Q (11420.460000 sec): 3 clusters Score: Raw -2448864.106144 + Penalty 4807.550956 = -2444056.555188 nChanged 1 SP:Iteration 65Q (11420.740000 sec): 3 clusters Score: Raw -2448864.429123 + Penalty 4807.550956 = -2444056.878167 nChanged 1 SP:Iteration 66Q (11421.030000 sec): 3 clusters Score: Raw -2448864.794684 + Penalty 4807.550956 = -2444057.243727 nChanged 1 SP:Iteration 67Q (11421.340000 sec): 3 clusters Score: Raw -2448865.050000 + Penalty 4807.550956 = -2444057.499043 nChanged 1 SP:Iteration 68Q (11421.580000 sec): 3 clusters Score: Raw -2448865.207339 + Penalty 4807.550956 = -2444057.656383 nChanged 2 SP:Iteration 69Q (11421.890000 sec): 3 clusters Score: Raw -2448865.505901 + Penalty 4807.550956 = -2444057.954944 nChanged 1 SP:Iteration 70Q (11422.140000 sec): 3 clusters Score: Raw -2448865.753865 + Penalty 4807.550956 = -2444058.202909 nChanged 1 SP:Iteration 71Q (11422.340000 sec): 3 clusters Score: Raw -2448866.016505 + Penalty 4807.550956 = -2444058.465549 nChanged 1 SP:Iteration 72Q (11422.610000 sec): 3 clusters Score: Raw -2448866.128734 + Penalty 4807.550956 = -2444058.577778 nChanged 0 SP:Iteration 73F (11422.880000 sec): 3 clusters Score: Raw -2448866.128734 + Penalty 4807.550956 = -2444058.577778 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 6 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11423.010000 sec): 2 clusters Score: Raw -213675.633910 + Penalty 1806.124773 = -211869.509137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11423.200000 sec): 3 clusters Score: Raw -213277.868334 + Penalty 3612.249545 = -209665.618789 nChanged 427 SP:Iteration 1F (11423.400000 sec): 3 clusters Score: Raw -213817.971594 + Penalty 3612.249545 = -210205.722049 nChanged 143 SP:Iteration 2F (11423.620000 sec): 3 clusters Score: Raw -214129.572269 + Penalty 3612.249545 = -210517.322724 nChanged 123 SP:Iteration 3F (11423.820000 sec): 3 clusters Score: Raw -214406.411340 + Penalty 3612.249545 = -210794.161794 nChanged 110 SP:Iteration 4F (11424.020000 sec): 3 clusters Score: Raw -214600.224706 + Penalty 3612.249545 = -210987.975161 nChanged 80 SP:Iteration 5F (11424.230000 sec): 3 clusters Score: Raw -214735.217508 + Penalty 3612.249545 = -211122.967963 nChanged 49 SP:Iteration 6Q (11424.400000 sec): 3 clusters Score: Raw -214815.254152 + Penalty 3612.249545 = -211203.004606 nChanged 43 SP:Iteration 7Q (11424.630000 sec): 3 clusters Score: Raw -214892.853194 + Penalty 3612.249545 = -211280.603649 nChanged 34 SP:Iteration 8Q (11424.800000 sec): 3 clusters Score: Raw -214969.852122 + Penalty 3612.249545 = -211357.602577 nChanged 23 SP:Iteration 9Q (11424.980000 sec): 3 clusters Score: Raw -215011.541828 + Penalty 3612.249545 = -211399.292283 nChanged 18 SP:Iteration 10Q (11425.190000 sec): 3 clusters Score: Raw -215054.295482 + Penalty 3612.249545 = -211442.045937 nChanged 13 SP:Iteration 11Q (11425.400000 sec): 3 clusters Score: Raw -215077.062963 + Penalty 3612.249545 = -211464.813418 nChanged 9 SP:Iteration 12Q (11425.560000 sec): 3 clusters Score: Raw -215092.634624 + Penalty 3612.249545 = -211480.385079 nChanged 8 SP:Iteration 13Q (11425.770000 sec): 3 clusters Score: Raw -215107.228409 + Penalty 3612.249545 = -211494.978864 nChanged 6 SP:Iteration 14Q (11425.960000 sec): 3 clusters Score: Raw -215117.059349 + Penalty 3612.249545 = -211504.809804 nChanged 10 SP:Iteration 15Q (11426.190000 sec): 3 clusters Score: Raw -215145.176036 + Penalty 3612.249545 = -211532.926491 nChanged 12 SP:Iteration 16Q (11426.350000 sec): 3 clusters Score: Raw -215171.396741 + Penalty 3612.249545 = -211559.147196 nChanged 5 SP:Iteration 17Q (11426.490000 sec): 3 clusters Score: Raw -215186.352863 + Penalty 3612.249545 = -211574.103318 nChanged 5 SP:Iteration 18Q (11426.770000 sec): 3 clusters Score: Raw -215195.318549 + Penalty 3612.249545 = -211583.069004 nChanged 0 SP:Iteration 19F (11426.950000 sec): 3 clusters Score: Raw -215195.318549 + Penalty 3612.249545 = -211583.069004 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 7 (60457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11427.390000 sec): 2 clusters Score: Raw -8867451.748578 + Penalty 2730.402537 = -8864721.346041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11427.930000 sec): 3 clusters Score: Raw -8829499.348682 + Penalty 5460.805073 = -8824038.543609 nChanged 28088 SP:Iteration 1F (11428.430000 sec): 3 clusters Score: Raw -8845027.119240 + Penalty 5460.805073 = -8839566.314167 nChanged 2138 SP:Iteration 2Q (11429.010000 sec): 3 clusters Score: Raw -8845572.277284 + Penalty 5460.805073 = -8840111.472210 nChanged 2127 SP:Iteration 3Q (11429.550000 sec): 3 clusters Score: Raw -8846151.341813 + Penalty 5460.805073 = -8840690.536740 nChanged 2278 SP:Iteration 4Q (11430.090000 sec): 3 clusters Score: Raw -8846882.346489 + Penalty 5460.805073 = -8841421.541416 nChanged 2548 SP:Iteration 5Q (11430.660000 sec): 3 clusters Score: Raw -8847904.520288 + Penalty 5460.805073 = -8842443.715214 nChanged 3092 SP:Iteration 6F (11431.150000 sec): 3 clusters Score: Raw -8849451.134783 + Penalty 5460.805073 = -8843990.329710 nChanged 3712 SP:Iteration 7F (11431.680000 sec): 3 clusters Score: Raw -8851662.770451 + Penalty 5460.805073 = -8846201.965378 nChanged 4342 SP:Iteration 8F (11432.200000 sec): 3 clusters Score: Raw -8854804.488591 + Penalty 5460.805073 = -8849343.683518 nChanged 4549 SP:Iteration 9F (11432.740000 sec): 3 clusters Score: Raw -8858460.342925 + Penalty 5460.805073 = -8852999.537852 nChanged 4061 SP:Iteration 10F (11433.290000 sec): 3 clusters Score: Raw -8861907.943425 + Penalty 5460.805073 = -8856447.138351 nChanged 3007 SP:Iteration 11Q (11433.830000 sec): 3 clusters Score: Raw -8864547.584077 + Penalty 5460.805073 = -8859086.779004 nChanged 1913 SP:Iteration 12Q (11434.340000 sec): 3 clusters Score: Raw -8866259.444719 + Penalty 5460.805073 = -8860798.639646 nChanged 1046 SP:Iteration 13Q (11434.880000 sec): 3 clusters Score: Raw -8867179.689041 + Penalty 5460.805073 = -8861718.883968 nChanged 485 SP:Iteration 14Q (11435.400000 sec): 3 clusters Score: Raw -8867546.825530 + Penalty 5460.805073 = -8862086.020457 nChanged 215 SP:Iteration 15Q (11435.880000 sec): 3 clusters Score: Raw -8867711.253182 + Penalty 5460.805073 = -8862250.448109 nChanged 91 SP:Iteration 16Q (11436.360000 sec): 3 clusters Score: Raw -8867771.125361 + Penalty 5460.805073 = -8862310.320288 nChanged 49 SP:Iteration 17Q (11436.880000 sec): 3 clusters Score: Raw -8867807.908589 + Penalty 5460.805073 = -8862347.103515 nChanged 29 SP:Iteration 18Q (11437.370000 sec): 3 clusters Score: Raw -8867831.647793 + Penalty 5460.805073 = -8862370.842719 nChanged 22 SP:Iteration 19Q (11437.850000 sec): 3 clusters Score: Raw -8867846.651521 + Penalty 5460.805073 = -8862385.846448 nChanged 16 SP:Iteration 20F (11438.370000 sec): 3 clusters Score: Raw -8867854.962424 + Penalty 5460.805073 = -8862394.157351 nChanged 7 SP:Iteration 21Q (11438.910000 sec): 3 clusters Score: Raw -8867858.661980 + Penalty 5460.805073 = -8862397.856907 nChanged 1 SP:Iteration 22Q (11439.410000 sec): 3 clusters Score: Raw -8867858.936744 + Penalty 5460.805073 = -8862398.131671 nChanged 0 SP:Iteration 23F (11439.930000 sec): 3 clusters Score: Raw -8867858.936744 + Penalty 5460.805073 = -8862398.131671 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 8 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11440.060000 sec): 2 clusters Score: Raw -764197.439031 + Penalty 2136.081134 = -762061.357897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11440.270000 sec): 3 clusters Score: Raw -761615.189763 + Penalty 4272.162268 = -757343.027495 nChanged 2150 SP:Iteration 1F (11440.500000 sec): 3 clusters Score: Raw -763109.219895 + Penalty 4272.162268 = -758837.057626 nChanged 517 SP:Iteration 2F (11440.730000 sec): 3 clusters Score: Raw -763643.267312 + Penalty 4272.162268 = -759371.105043 nChanged 422 SP:Iteration 3F (11440.990000 sec): 3 clusters Score: Raw -764028.031456 + Penalty 4272.162268 = -759755.869187 nChanged 351 SP:Iteration 4F (11441.190000 sec): 3 clusters Score: Raw -764324.669599 + Penalty 4272.162268 = -760052.507330 nChanged 262 SP:Iteration 5Q (11441.390000 sec): 3 clusters Score: Raw -764510.219981 + Penalty 4272.162268 = -760238.057712 nChanged 190 SP:Iteration 6Q (11441.610000 sec): 3 clusters Score: Raw -764625.580683 + Penalty 4272.162268 = -760353.418414 nChanged 139 SP:Iteration 7Q (11441.810000 sec): 3 clusters Score: Raw -764689.359683 + Penalty 4272.162268 = -760417.197415 nChanged 103 SP:Iteration 8Q (11442.040000 sec): 3 clusters Score: Raw -764731.636202 + Penalty 4272.162268 = -760459.473934 nChanged 70 SP:Iteration 9Q (11442.300000 sec): 3 clusters Score: Raw -764759.757188 + Penalty 4272.162268 = -760487.594920 nChanged 59 SP:Iteration 10Q (11442.510000 sec): 3 clusters Score: Raw -764778.859291 + Penalty 4272.162268 = -760506.697023 nChanged 45 SP:Iteration 11Q (11442.740000 sec): 3 clusters Score: Raw -764792.603912 + Penalty 4272.162268 = -760520.441643 nChanged 27 SP:Iteration 12Q (11442.940000 sec): 3 clusters Score: Raw -764800.139490 + Penalty 4272.162268 = -760527.977222 nChanged 23 SP:Iteration 13Q (11443.190000 sec): 3 clusters Score: Raw -764807.154498 + Penalty 4272.162268 = -760534.992230 nChanged 24 SP:Iteration 14Q (11443.450000 sec): 3 clusters Score: Raw -764814.382358 + Penalty 4272.162268 = -760542.220090 nChanged 16 SP:Iteration 15Q (11443.620000 sec): 3 clusters Score: Raw -764819.427328 + Penalty 4272.162268 = -760547.265060 nChanged 16 SP:Iteration 16Q (11443.860000 sec): 3 clusters Score: Raw -764826.028970 + Penalty 4272.162268 = -760553.866702 nChanged 19 SP:Iteration 17Q (11444.060000 sec): 3 clusters Score: Raw -764833.254346 + Penalty 4272.162268 = -760561.092077 nChanged 19 SP:Iteration 18Q (11444.250000 sec): 3 clusters Score: Raw -764839.124101 + Penalty 4272.162268 = -760566.961833 nChanged 16 SP:Iteration 19Q (11444.470000 sec): 3 clusters Score: Raw -764843.142474 + Penalty 4272.162268 = -760570.980205 nChanged 11 SP:Iteration 20F (11444.680000 sec): 3 clusters Score: Raw -764845.776523 + Penalty 4272.162268 = -760573.614255 nChanged 13 SP:Iteration 21Q (11444.890000 sec): 3 clusters Score: Raw -764850.149179 + Penalty 4272.162268 = -760577.986910 nChanged 13 SP:Iteration 22Q (11445.130000 sec): 3 clusters Score: Raw -764854.158938 + Penalty 4272.162268 = -760581.996670 nChanged 18 SP:Iteration 23Q (11445.330000 sec): 3 clusters Score: Raw -764860.222507 + Penalty 4272.162268 = -760588.060239 nChanged 23 SP:Iteration 24Q (11445.570000 sec): 3 clusters Score: Raw -764866.506453 + Penalty 4272.162268 = -760594.344184 nChanged 12 SP:Iteration 25Q (11445.790000 sec): 3 clusters Score: Raw -764870.030341 + Penalty 4272.162268 = -760597.868072 nChanged 4 SP:Iteration 26Q (11446.010000 sec): 3 clusters Score: Raw -764871.097940 + Penalty 4272.162268 = -760598.935672 nChanged 3 SP:Iteration 27Q (11446.210000 sec): 3 clusters Score: Raw -764871.747906 + Penalty 4272.162268 = -760599.585637 nChanged 4 SP:Iteration 28Q (11446.430000 sec): 3 clusters Score: Raw -764872.808662 + Penalty 4272.162268 = -760600.646394 nChanged 2 SP:Iteration 29Q (11446.660000 sec): 3 clusters Score: Raw -764873.219186 + Penalty 4272.162268 = -760601.056917 nChanged 3 SP:Iteration 30Q (11446.880000 sec): 3 clusters Score: Raw -764873.764486 + Penalty 4272.162268 = -760601.602218 nChanged 1 SP:Iteration 31Q (11447.120000 sec): 3 clusters Score: Raw -764874.079338 + Penalty 4272.162268 = -760601.917069 nChanged 1 SP:Iteration 32Q (11447.330000 sec): 3 clusters Score: Raw -764874.331230 + Penalty 4272.162268 = -760602.168962 nChanged 1 SP:Iteration 33Q (11447.560000 sec): 3 clusters Score: Raw -764874.509409 + Penalty 4272.162268 = -760602.347140 nChanged 3 SP:Iteration 34Q (11447.790000 sec): 3 clusters Score: Raw -764875.208923 + Penalty 4272.162268 = -760603.046655 nChanged 2 SP:Iteration 35Q (11447.980000 sec): 3 clusters Score: Raw -764875.831584 + Penalty 4272.162268 = -760603.669315 nChanged 3 SP:Iteration 36Q (11448.220000 sec): 3 clusters Score: Raw -764876.807001 + Penalty 4272.162268 = -760604.644733 nChanged 2 SP:Iteration 37Q (11448.410000 sec): 3 clusters Score: Raw -764877.127518 + Penalty 4272.162268 = -760604.965250 nChanged 2 SP:Iteration 38Q (11448.650000 sec): 3 clusters Score: Raw -764877.702330 + Penalty 4272.162268 = -760605.540061 nChanged 3 SP:Iteration 39Q (11448.840000 sec): 3 clusters Score: Raw -764878.498286 + Penalty 4272.162268 = -760606.336018 nChanged 2 SP:Iteration 40F (11449.050000 sec): 3 clusters Score: Raw -764878.944047 + Penalty 4272.162268 = -760606.781779 nChanged 4 SP:Iteration 41Q (11449.310000 sec): 3 clusters Score: Raw -764880.057640 + Penalty 4272.162268 = -760607.895372 nChanged 4 SP:Iteration 42Q (11449.530000 sec): 3 clusters Score: Raw -764881.314620 + Penalty 4272.162268 = -760609.152351 nChanged 4 SP:Iteration 43Q (11449.740000 sec): 3 clusters Score: Raw -764882.374755 + Penalty 4272.162268 = -760610.212486 nChanged 5 SP:Iteration 44Q (11449.980000 sec): 3 clusters Score: Raw -764883.952581 + Penalty 4272.162268 = -760611.790313 nChanged 7 SP:Iteration 45Q (11450.260000 sec): 3 clusters Score: Raw -764885.514597 + Penalty 4272.162268 = -760613.352328 nChanged 7 SP:Iteration 46Q (11450.500000 sec): 3 clusters Score: Raw -764887.640196 + Penalty 4272.162268 = -760615.477928 nChanged 3 SP:Iteration 47Q (11450.720000 sec): 3 clusters Score: Raw -764888.685634 + Penalty 4272.162268 = -760616.523366 nChanged 5 SP:Iteration 48Q (11450.910000 sec): 3 clusters Score: Raw -764890.210381 + Penalty 4272.162268 = -760618.048113 nChanged 3 SP:Iteration 49Q (11451.160000 sec): 3 clusters Score: Raw -764891.084871 + Penalty 4272.162268 = -760618.922603 nChanged 2 SP:Iteration 50Q (11451.380000 sec): 3 clusters Score: Raw -764891.467633 + Penalty 4272.162268 = -760619.305364 nChanged 0 SP:Iteration 51F (11451.600000 sec): 3 clusters Score: Raw -764891.467633 + Penalty 4272.162268 = -760619.305364 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 9 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11451.720000 sec): 2 clusters Score: Raw -174982.451366 + Penalty 1753.960631 = -173228.490735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11451.920000 sec): 3 clusters Score: Raw -174696.967421 + Penalty 3507.921263 = -171189.046158 nChanged 315 SP:Iteration 1F (11452.120000 sec): 3 clusters Score: Raw -174984.675437 + Penalty 3507.921263 = -171476.754175 nChanged 69 SP:Iteration 2F (11452.280000 sec): 3 clusters Score: Raw -175066.823021 + Penalty 3507.921263 = -171558.901758 nChanged 35 SP:Iteration 3Q (11452.540000 sec): 3 clusters Score: Raw -175108.872995 + Penalty 3507.921263 = -171600.951733 nChanged 16 SP:Iteration 4Q (11452.700000 sec): 3 clusters Score: Raw -175131.587737 + Penalty 3507.921263 = -171623.666474 nChanged 11 SP:Iteration 5Q (11452.910000 sec): 3 clusters Score: Raw -175143.609654 + Penalty 3507.921263 = -171635.688391 nChanged 5 SP:Iteration 6Q (11453.150000 sec): 3 clusters Score: Raw -175149.808031 + Penalty 3507.921263 = -171641.886769 nChanged 5 SP:Iteration 7Q (11453.340000 sec): 3 clusters Score: Raw -175154.153280 + Penalty 3507.921263 = -171646.232017 nChanged 2 SP:Iteration 8Q (11453.610000 sec): 3 clusters Score: Raw -175154.916947 + Penalty 3507.921263 = -171646.995684 nChanged 1 SP:Iteration 9Q (11453.730000 sec): 3 clusters Score: Raw -175156.744625 + Penalty 3507.921263 = -171648.823362 nChanged 0 SP:Iteration 10F (11453.900000 sec): 3 clusters Score: Raw -175156.744625 + Penalty 3507.921263 = -171648.823362 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 10 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11454.080000 sec): 2 clusters Score: Raw -961921.801221 + Penalty 2176.642527 = -959745.158693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11454.320000 sec): 3 clusters Score: Raw -958646.615959 + Penalty 4353.285054 = -954293.330905 nChanged 2513 SP:Iteration 1F (11454.500000 sec): 3 clusters Score: Raw -959936.084508 + Penalty 4353.285054 = -955582.799453 nChanged 462 SP:Iteration 2F (11454.800000 sec): 3 clusters Score: Raw -960175.515872 + Penalty 4353.285054 = -955822.230818 nChanged 321 SP:Iteration 3Q (11455.010000 sec): 3 clusters Score: Raw -960327.889354 + Penalty 4353.285054 = -955974.604300 nChanged 243 SP:Iteration 4Q (11455.300000 sec): 3 clusters Score: Raw -960439.720557 + Penalty 4353.285054 = -956086.435503 nChanged 187 SP:Iteration 5Q (11455.520000 sec): 3 clusters Score: Raw -960520.440048 + Penalty 4353.285054 = -956167.154994 nChanged 163 SP:Iteration 6Q (11455.830000 sec): 3 clusters Score: Raw -960580.597852 + Penalty 4353.285054 = -956227.312798 nChanged 130 SP:Iteration 7Q (11456.070000 sec): 3 clusters Score: Raw -960630.481681 + Penalty 4353.285054 = -956277.196626 nChanged 104 SP:Iteration 8Q (11456.260000 sec): 3 clusters Score: Raw -960669.441507 + Penalty 4353.285054 = -956316.156452 nChanged 101 SP:Iteration 9Q (11456.490000 sec): 3 clusters Score: Raw -960708.807158 + Penalty 4353.285054 = -956355.522104 nChanged 91 SP:Iteration 10Q (11456.740000 sec): 3 clusters Score: Raw -960742.754646 + Penalty 4353.285054 = -956389.469591 nChanged 96 SP:Iteration 11Q (11456.930000 sec): 3 clusters Score: Raw -960776.131986 + Penalty 4353.285054 = -956422.846932 nChanged 92 SP:Iteration 12Q (11457.240000 sec): 3 clusters Score: Raw -960816.399618 + Penalty 4353.285054 = -956463.114563 nChanged 96 SP:Iteration 13Q (11457.440000 sec): 3 clusters Score: Raw -960858.761505 + Penalty 4353.285054 = -956505.476451 nChanged 104 SP:Iteration 14Q (11457.640000 sec): 3 clusters Score: Raw -960902.401082 + Penalty 4353.285054 = -956549.116028 nChanged 91 SP:Iteration 15Q (11457.900000 sec): 3 clusters Score: Raw -960936.642422 + Penalty 4353.285054 = -956583.357368 nChanged 79 SP:Iteration 16Q (11458.150000 sec): 3 clusters Score: Raw -960967.095817 + Penalty 4353.285054 = -956613.810762 nChanged 96 SP:Iteration 17Q (11458.380000 sec): 3 clusters Score: Raw -961007.986334 + Penalty 4353.285054 = -956654.701279 nChanged 97 SP:Iteration 18Q (11458.640000 sec): 3 clusters Score: Raw -961059.999874 + Penalty 4353.285054 = -956706.714819 nChanged 113 SP:Iteration 19Q (11458.830000 sec): 3 clusters Score: Raw -961121.160983 + Penalty 4353.285054 = -956767.875929 nChanged 106 SP:Iteration 20F (11459.070000 sec): 3 clusters Score: Raw -961173.559657 + Penalty 4353.285054 = -956820.274602 nChanged 108 SP:Iteration 21Q (11459.300000 sec): 3 clusters Score: Raw -961221.992049 + Penalty 4353.285054 = -956868.706995 nChanged 109 SP:Iteration 22Q (11459.510000 sec): 3 clusters Score: Raw -961268.174529 + Penalty 4353.285054 = -956914.889475 nChanged 112 SP:Iteration 23Q (11459.790000 sec): 3 clusters Score: Raw -961325.186957 + Penalty 4353.285054 = -956971.901903 nChanged 131 SP:Iteration 24Q (11460.030000 sec): 3 clusters Score: Raw -961390.156132 + Penalty 4353.285054 = -957036.871078 nChanged 121 SP:Iteration 25Q (11460.280000 sec): 3 clusters Score: Raw -961456.217578 + Penalty 4353.285054 = -957102.932523 nChanged 117 SP:Iteration 26Q (11460.540000 sec): 3 clusters Score: Raw -961516.000954 + Penalty 4353.285054 = -957162.715899 nChanged 105 SP:Iteration 27Q (11460.770000 sec): 3 clusters Score: Raw -961571.610024 + Penalty 4353.285054 = -957218.324970 nChanged 114 SP:Iteration 28Q (11461.000000 sec): 3 clusters Score: Raw -961629.540937 + Penalty 4353.285054 = -957276.255883 nChanged 119 SP:Iteration 29Q (11461.260000 sec): 3 clusters Score: Raw -961698.195256 + Penalty 4353.285054 = -957344.910202 nChanged 113 SP:Iteration 30Q (11461.450000 sec): 3 clusters Score: Raw -961766.995936 + Penalty 4353.285054 = -957413.710882 nChanged 87 SP:Iteration 31Q (11461.690000 sec): 3 clusters Score: Raw -961818.993747 + Penalty 4353.285054 = -957465.708693 nChanged 85 SP:Iteration 32Q (11461.890000 sec): 3 clusters Score: Raw -961869.398524 + Penalty 4353.285054 = -957516.113470 nChanged 77 SP:Iteration 33Q (11462.120000 sec): 3 clusters Score: Raw -961911.247947 + Penalty 4353.285054 = -957557.962893 nChanged 63 SP:Iteration 34Q (11462.340000 sec): 3 clusters Score: Raw -961950.027647 + Penalty 4353.285054 = -957596.742593 nChanged 62 SP:Iteration 35Q (11462.570000 sec): 3 clusters Score: Raw -961982.744186 + Penalty 4353.285054 = -957629.459132 nChanged 44 SP:Iteration 36Q (11462.790000 sec): 3 clusters Score: Raw -962009.137773 + Penalty 4353.285054 = -957655.852719 nChanged 40 SP:Iteration 37Q (11463.010000 sec): 3 clusters Score: Raw -962030.472172 + Penalty 4353.285054 = -957677.187118 nChanged 36 SP:Iteration 38Q (11463.220000 sec): 3 clusters Score: Raw -962049.907529 + Penalty 4353.285054 = -957696.622475 nChanged 29 SP:Iteration 39Q (11463.440000 sec): 3 clusters Score: Raw -962065.159597 + Penalty 4353.285054 = -957711.874543 nChanged 26 SP:Iteration 40F (11463.600000 sec): 3 clusters Score: Raw -962078.642326 + Penalty 4353.285054 = -957725.357271 nChanged 21 SP:Iteration 41Q (11463.870000 sec): 3 clusters Score: Raw -962087.571340 + Penalty 4353.285054 = -957734.286286 nChanged 14 SP:Iteration 42Q (11464.070000 sec): 3 clusters Score: Raw -962093.768807 + Penalty 4353.285054 = -957740.483753 nChanged 10 SP:Iteration 43Q (11464.300000 sec): 3 clusters Score: Raw -962098.328308 + Penalty 4353.285054 = -957745.043254 nChanged 10 SP:Iteration 44Q (11464.550000 sec): 3 clusters Score: Raw -962102.454960 + Penalty 4353.285054 = -957749.169906 nChanged 8 SP:Iteration 45Q (11464.720000 sec): 3 clusters Score: Raw -962107.407312 + Penalty 4353.285054 = -957754.122258 nChanged 13 SP:Iteration 46Q (11464.970000 sec): 3 clusters Score: Raw -962113.949577 + Penalty 4353.285054 = -957760.664523 nChanged 11 SP:Iteration 47Q (11465.180000 sec): 3 clusters Score: Raw -962119.489329 + Penalty 4353.285054 = -957766.204275 nChanged 10 SP:Iteration 48Q (11465.360000 sec): 3 clusters Score: Raw -962124.791324 + Penalty 4353.285054 = -957771.506270 nChanged 9 SP:Iteration 49Q (11465.590000 sec): 3 clusters Score: Raw -962128.718035 + Penalty 4353.285054 = -957775.432980 nChanged 5 SP:Iteration 50Q (11465.820000 sec): 3 clusters Score: Raw -962131.685718 + Penalty 4353.285054 = -957778.400664 nChanged 7 SP:Iteration 51Q (11466.050000 sec): 3 clusters Score: Raw -962135.607304 + Penalty 4353.285054 = -957782.322249 nChanged 5 SP:Iteration 52Q (11466.310000 sec): 3 clusters Score: Raw -962138.105488 + Penalty 4353.285054 = -957784.820434 nChanged 4 SP:Iteration 53Q (11466.570000 sec): 3 clusters Score: Raw -962139.782761 + Penalty 4353.285054 = -957786.497706 nChanged 3 SP:Iteration 54Q (11466.750000 sec): 3 clusters Score: Raw -962140.804805 + Penalty 4353.285054 = -957787.519750 nChanged 2 SP:Iteration 55Q (11466.940000 sec): 3 clusters Score: Raw -962141.240161 + Penalty 4353.285054 = -957787.955107 nChanged 2 SP:Iteration 56Q (11467.190000 sec): 3 clusters Score: Raw -962141.724818 + Penalty 4353.285054 = -957788.439764 nChanged 0 SP:Iteration 57F (11467.410000 sec): 3 clusters Score: Raw -962141.724818 + Penalty 4353.285054 = -957788.439764 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 11 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11467.520000 sec): 2 clusters Score: Raw -123226.741176 + Penalty 1670.178732 = -121556.562444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11467.670000 sec): 3 clusters Score: Raw -123091.287666 + Penalty 3340.357463 = -119750.930203 nChanged 182 SP:Iteration 1F (11467.850000 sec): 3 clusters Score: Raw -123315.804144 + Penalty 3340.357463 = -119975.446681 nChanged 52 SP:Iteration 2F (11468.010000 sec): 3 clusters Score: Raw -123408.340604 + Penalty 3340.357463 = -120067.983141 nChanged 27 SP:Iteration 3Q (11468.190000 sec): 3 clusters Score: Raw -123457.341413 + Penalty 3340.357463 = -120116.983949 nChanged 22 SP:Iteration 4Q (11468.350000 sec): 3 clusters Score: Raw -123499.478521 + Penalty 3340.357463 = -120159.121058 nChanged 14 SP:Iteration 5Q (11468.510000 sec): 3 clusters Score: Raw -123526.027516 + Penalty 3340.357463 = -120185.670053 nChanged 13 SP:Iteration 6Q (11468.690000 sec): 3 clusters Score: Raw -123543.901450 + Penalty 3340.357463 = -120203.543987 nChanged 6 SP:Iteration 7Q (11468.880000 sec): 3 clusters Score: Raw -123554.097268 + Penalty 3340.357463 = -120213.739804 nChanged 5 SP:Iteration 8Q (11469.090000 sec): 3 clusters Score: Raw -123563.649560 + Penalty 3340.357463 = -120223.292097 nChanged 5 SP:Iteration 9Q (11469.230000 sec): 3 clusters Score: Raw -123577.356712 + Penalty 3340.357463 = -120236.999249 nChanged 4 SP:Iteration 10Q (11469.410000 sec): 3 clusters Score: Raw -123583.054212 + Penalty 3340.357463 = -120242.696748 nChanged 2 SP:Iteration 11Q (11469.580000 sec): 3 clusters Score: Raw -123584.903513 + Penalty 3340.357463 = -120244.546050 nChanged 1 SP:Iteration 12Q (11469.800000 sec): 3 clusters Score: Raw -123586.834234 + Penalty 3340.357463 = -120246.476770 nChanged 3 SP:Iteration 13Q (11469.940000 sec): 3 clusters Score: Raw -123590.227264 + Penalty 3340.357463 = -120249.869801 nChanged 2 SP:Iteration 14Q (11470.120000 sec): 3 clusters Score: Raw -123592.621729 + Penalty 3340.357463 = -120252.264266 nChanged 2 SP:Iteration 15Q (11470.290000 sec): 3 clusters Score: Raw -123596.576293 + Penalty 3340.357463 = -120256.218830 nChanged 1 SP:Iteration 16Q (11470.490000 sec): 3 clusters Score: Raw -123598.147819 + Penalty 3340.357463 = -120257.790356 nChanged 0 SP:Iteration 17F (11470.660000 sec): 3 clusters Score: Raw -123598.147819 + Penalty 3340.357463 = -120257.790356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 12 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11470.770000 sec): 2 clusters Score: Raw -108560.615553 + Penalty 1644.409480 = -106916.206074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11470.960000 sec): 3 clusters Score: Raw -108474.195928 + Penalty 3288.818959 = -105185.376968 nChanged 174 SP:Iteration 1F (11471.160000 sec): 3 clusters Score: Raw -108728.419523 + Penalty 3288.818959 = -105439.600564 nChanged 47 SP:Iteration 2F (11471.330000 sec): 3 clusters Score: Raw -108794.399414 + Penalty 3288.818959 = -105505.580454 nChanged 20 SP:Iteration 3Q (11471.500000 sec): 3 clusters Score: Raw -108839.276774 + Penalty 3288.818959 = -105550.457815 nChanged 22 SP:Iteration 4Q (11471.640000 sec): 3 clusters Score: Raw -108895.532519 + Penalty 3288.818959 = -105606.713560 nChanged 11 SP:Iteration 5Q (11471.850000 sec): 3 clusters Score: Raw -108916.225239 + Penalty 3288.818959 = -105627.406280 nChanged 12 SP:Iteration 6Q (11472.050000 sec): 3 clusters Score: Raw -108940.413191 + Penalty 3288.818959 = -105651.594232 nChanged 10 SP:Iteration 7Q (11472.300000 sec): 3 clusters Score: Raw -108984.839936 + Penalty 3288.818959 = -105696.020977 nChanged 13 SP:Iteration 8Q (11472.470000 sec): 3 clusters Score: Raw -109008.847816 + Penalty 3288.818959 = -105720.028856 nChanged 8 SP:Iteration 9Q (11472.700000 sec): 3 clusters Score: Raw -109027.955908 + Penalty 3288.818959 = -105739.136949 nChanged 7 SP:Iteration 10Q (11472.900000 sec): 3 clusters Score: Raw -109037.594834 + Penalty 3288.818959 = -105748.775874 nChanged 5 SP:Iteration 11Q (11473.070000 sec): 3 clusters Score: Raw -109048.236064 + Penalty 3288.818959 = -105759.417104 nChanged 4 SP:Iteration 12Q (11473.290000 sec): 3 clusters Score: Raw -109054.283850 + Penalty 3288.818959 = -105765.464890 nChanged 2 SP:Iteration 13Q (11473.440000 sec): 3 clusters Score: Raw -109056.832975 + Penalty 3288.818959 = -105768.014016 nChanged 1 SP:Iteration 14Q (11473.640000 sec): 3 clusters Score: Raw -109057.672753 + Penalty 3288.818959 = -105768.853793 nChanged 0 SP:Iteration 15F (11473.820000 sec): 3 clusters Score: Raw -109057.672753 + Penalty 3288.818959 = -105768.853793 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 13 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11473.950000 sec): 2 clusters Score: Raw -23489.857882 + Penalty 1289.227264 = -22200.630618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11474.120000 sec): 3 clusters Score: Raw -23776.544159 + Penalty 2578.454528 = -21198.089631 nChanged 16 SP:Iteration 1F (11474.270000 sec): 3 clusters Score: Raw -23870.593255 + Penalty 2578.454528 = -21292.138728 nChanged 1 SP:Iteration 2Q (11474.430000 sec): 3 clusters Score: Raw -23875.036364 + Penalty 2578.454528 = -21296.581837 nChanged 0 SP:Iteration 3F (11474.610000 sec): 3 clusters Score: Raw -23875.036364 + Penalty 2578.454528 = -21296.581837 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 14 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11474.750000 sec): 2 clusters Score: Raw -39826.334693 + Penalty 1425.058391 = -38401.276301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11474.940000 sec): 3 clusters Score: Raw -40077.078903 + Penalty 2850.116783 = -37226.962120 nChanged 53 SP:Iteration 1F (11475.100000 sec): 3 clusters Score: Raw -40209.648900 + Penalty 2850.116783 = -37359.532118 nChanged 11 SP:Iteration 2Q (11475.250000 sec): 3 clusters Score: Raw -40242.942006 + Penalty 2850.116783 = -37392.825223 nChanged 5 SP:Iteration 3Q (11475.430000 sec): 3 clusters Score: Raw -40251.826639 + Penalty 2850.116783 = -37401.709857 nChanged 1 SP:Iteration 4Q (11475.580000 sec): 3 clusters Score: Raw -40254.148633 + Penalty 2850.116783 = -37404.031850 nChanged 0 SP:Iteration 5F (11475.820000 sec): 3 clusters Score: Raw -40254.148633 + Penalty 2850.116783 = -37404.031850 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 15 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11475.900000 sec): 2 clusters Score: Raw -29160.708452 + Penalty 1345.387604 = -27815.320847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11476.080000 sec): 3 clusters Score: Raw -29474.947065 + Penalty 2690.775209 = -26784.171856 nChanged 36 SP:Iteration 1F (11476.330000 sec): 3 clusters Score: Raw -29630.746243 + Penalty 2690.775209 = -26939.971035 nChanged 9 SP:Iteration 2Q (11476.470000 sec): 3 clusters Score: Raw -29668.256834 + Penalty 2690.775209 = -26977.481625 nChanged 3 SP:Iteration 3Q (11476.690000 sec): 3 clusters Score: Raw -29709.961561 + Penalty 2690.775209 = -27019.186352 nChanged 2 SP:Iteration 4Q (11476.890000 sec): 3 clusters Score: Raw -29739.174731 + Penalty 2690.775209 = -27048.399522 nChanged 1 SP:Iteration 5Q (11477.090000 sec): 3 clusters Score: Raw -29741.961203 + Penalty 2690.775209 = -27051.185995 nChanged 0 SP:Iteration 6F (11477.230000 sec): 3 clusters Score: Raw -29741.961203 + Penalty 2690.775209 = -27051.185995 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 16 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11477.350000 sec): 2 clusters Score: Raw -144054.422509 + Penalty 1717.303874 = -142337.118635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11477.490000 sec): 3 clusters Score: Raw -143808.609364 + Penalty 3434.607748 = -140374.001615 nChanged 267 SP:Iteration 1F (11477.650000 sec): 3 clusters Score: Raw -144105.124871 + Penalty 3434.607748 = -140670.517122 nChanged 60 SP:Iteration 2F (11477.870000 sec): 3 clusters Score: Raw -144177.581546 + Penalty 3434.607748 = -140742.973797 nChanged 26 SP:Iteration 3Q (11478.010000 sec): 3 clusters Score: Raw -144207.686157 + Penalty 3434.607748 = -140773.078408 nChanged 10 SP:Iteration 4Q (11478.160000 sec): 3 clusters Score: Raw -144219.183488 + Penalty 3434.607748 = -140784.575739 nChanged 12 SP:Iteration 5Q (11478.350000 sec): 3 clusters Score: Raw -144233.402525 + Penalty 3434.607748 = -140798.794776 nChanged 6 SP:Iteration 6Q (11478.510000 sec): 3 clusters Score: Raw -144240.169175 + Penalty 3434.607748 = -140805.561426 nChanged 7 SP:Iteration 7Q (11478.740000 sec): 3 clusters Score: Raw -144249.009112 + Penalty 3434.607748 = -140814.401364 nChanged 7 SP:Iteration 8Q (11478.910000 sec): 3 clusters Score: Raw -144258.036636 + Penalty 3434.607748 = -140823.428888 nChanged 5 SP:Iteration 9Q (11479.120000 sec): 3 clusters Score: Raw -144263.288289 + Penalty 3434.607748 = -140828.680541 nChanged 4 SP:Iteration 10Q (11479.310000 sec): 3 clusters Score: Raw -144267.210956 + Penalty 3434.607748 = -140832.603207 nChanged 6 SP:Iteration 11Q (11479.570000 sec): 3 clusters Score: Raw -144272.439536 + Penalty 3434.607748 = -140837.831788 nChanged 2 SP:Iteration 12Q (11479.780000 sec): 3 clusters Score: Raw -144275.023585 + Penalty 3434.607748 = -140840.415837 nChanged 2 SP:Iteration 13Q (11479.930000 sec): 3 clusters Score: Raw -144276.201932 + Penalty 3434.607748 = -140841.594184 nChanged 2 SP:Iteration 14Q (11480.120000 sec): 3 clusters Score: Raw -144277.964625 + Penalty 3434.607748 = -140843.356876 nChanged 0 SP:Iteration 15F (11480.310000 sec): 3 clusters Score: Raw -144277.964625 + Penalty 3434.607748 = -140843.356876 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 17 (16679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11480.490000 sec): 2 clusters Score: Raw -2511770.327988 + Penalty 2411.032619 = -2509359.295369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11480.830000 sec): 3 clusters Score: Raw -2502321.194360 + Penalty 4822.065238 = -2497499.129122 nChanged 7114 SP:Iteration 1F (11481.140000 sec): 3 clusters Score: Raw -2506104.686399 + Penalty 4822.065238 = -2501282.621161 nChanged 956 SP:Iteration 2F (11481.460000 sec): 3 clusters Score: Raw -2506541.913749 + Penalty 4822.065238 = -2501719.848511 nChanged 965 SP:Iteration 3F (11481.720000 sec): 3 clusters Score: Raw -2507073.243832 + Penalty 4822.065238 = -2502251.178594 nChanged 959 SP:Iteration 4F (11482.010000 sec): 3 clusters Score: Raw -2507689.774953 + Penalty 4822.065238 = -2502867.709715 nChanged 1072 SP:Iteration 5F (11482.310000 sec): 3 clusters Score: Raw -2508408.273305 + Penalty 4822.065238 = -2503586.208067 nChanged 1102 SP:Iteration 6F (11482.610000 sec): 3 clusters Score: Raw -2509279.167940 + Penalty 4822.065238 = -2504457.102702 nChanged 1000 SP:Iteration 7F (11482.910000 sec): 3 clusters Score: Raw -2510085.017506 + Penalty 4822.065238 = -2505262.952268 nChanged 798 SP:Iteration 8Q (11483.180000 sec): 3 clusters Score: Raw -2510750.991309 + Penalty 4822.065238 = -2505928.926071 nChanged 582 SP:Iteration 9Q (11483.510000 sec): 3 clusters Score: Raw -2511161.810477 + Penalty 4822.065238 = -2506339.745239 nChanged 409 SP:Iteration 10Q (11483.810000 sec): 3 clusters Score: Raw -2511406.712274 + Penalty 4822.065238 = -2506584.647036 nChanged 285 SP:Iteration 11Q (11484.120000 sec): 3 clusters Score: Raw -2511545.743892 + Penalty 4822.065238 = -2506723.678654 nChanged 202 SP:Iteration 12Q (11484.410000 sec): 3 clusters Score: Raw -2511635.829331 + Penalty 4822.065238 = -2506813.764093 nChanged 159 SP:Iteration 13Q (11484.700000 sec): 3 clusters Score: Raw -2511709.967284 + Penalty 4822.065238 = -2506887.902046 nChanged 114 SP:Iteration 14Q (11485.000000 sec): 3 clusters Score: Raw -2511755.061380 + Penalty 4822.065238 = -2506932.996142 nChanged 96 SP:Iteration 15Q (11485.300000 sec): 3 clusters Score: Raw -2511787.675534 + Penalty 4822.065238 = -2506965.610296 nChanged 73 SP:Iteration 16Q (11485.530000 sec): 3 clusters Score: Raw -2511814.774008 + Penalty 4822.065238 = -2506992.708770 nChanged 75 SP:Iteration 17Q (11485.830000 sec): 3 clusters Score: Raw -2511842.341105 + Penalty 4822.065238 = -2507020.275867 nChanged 66 SP:Iteration 18Q (11486.110000 sec): 3 clusters Score: Raw -2511866.910579 + Penalty 4822.065238 = -2507044.845340 nChanged 64 SP:Iteration 19Q (11486.410000 sec): 3 clusters Score: Raw -2511887.627176 + Penalty 4822.065238 = -2507065.561938 nChanged 59 SP:Iteration 20F (11486.690000 sec): 3 clusters Score: Raw -2511905.981989 + Penalty 4822.065238 = -2507083.916750 nChanged 49 SP:Iteration 21Q (11486.970000 sec): 3 clusters Score: Raw -2511918.568061 + Penalty 4822.065238 = -2507096.502823 nChanged 35 SP:Iteration 22Q (11487.350000 sec): 3 clusters Score: Raw -2511928.072389 + Penalty 4822.065238 = -2507106.007151 nChanged 43 SP:Iteration 23Q (11487.600000 sec): 3 clusters Score: Raw -2511939.221147 + Penalty 4822.065238 = -2507117.155909 nChanged 25 SP:Iteration 24Q (11487.910000 sec): 3 clusters Score: Raw -2511944.552709 + Penalty 4822.065238 = -2507122.487471 nChanged 24 SP:Iteration 25Q (11488.210000 sec): 3 clusters Score: Raw -2511949.858479 + Penalty 4822.065238 = -2507127.793241 nChanged 22 SP:Iteration 26Q (11488.550000 sec): 3 clusters Score: Raw -2511954.076259 + Penalty 4822.065238 = -2507132.011021 nChanged 20 SP:Iteration 27Q (11488.870000 sec): 3 clusters Score: Raw -2511957.866667 + Penalty 4822.065238 = -2507135.801429 nChanged 13 SP:Iteration 28Q (11489.110000 sec): 3 clusters Score: Raw -2511960.095060 + Penalty 4822.065238 = -2507138.029822 nChanged 16 SP:Iteration 29Q (11489.430000 sec): 3 clusters Score: Raw -2511962.911400 + Penalty 4822.065238 = -2507140.846162 nChanged 19 SP:Iteration 30Q (11489.690000 sec): 3 clusters Score: Raw -2511966.954621 + Penalty 4822.065238 = -2507144.889382 nChanged 16 SP:Iteration 31Q (11489.940000 sec): 3 clusters Score: Raw -2511972.284571 + Penalty 4822.065238 = -2507150.219333 nChanged 23 SP:Iteration 32Q (11490.230000 sec): 3 clusters Score: Raw -2511978.022344 + Penalty 4822.065238 = -2507155.957106 nChanged 26 SP:Iteration 33Q (11490.530000 sec): 3 clusters Score: Raw -2511984.336351 + Penalty 4822.065238 = -2507162.271113 nChanged 25 SP:Iteration 34Q (11490.830000 sec): 3 clusters Score: Raw -2511989.169138 + Penalty 4822.065238 = -2507167.103900 nChanged 18 SP:Iteration 35Q (11491.140000 sec): 3 clusters Score: Raw -2511993.245096 + Penalty 4822.065238 = -2507171.179858 nChanged 18 SP:Iteration 36Q (11491.350000 sec): 3 clusters Score: Raw -2511995.826865 + Penalty 4822.065238 = -2507173.761627 nChanged 12 SP:Iteration 37Q (11491.590000 sec): 3 clusters Score: Raw -2511998.034506 + Penalty 4822.065238 = -2507175.969268 nChanged 13 SP:Iteration 38Q (11491.890000 sec): 3 clusters Score: Raw -2512000.840922 + Penalty 4822.065238 = -2507178.775683 nChanged 17 SP:Iteration 39Q (11492.220000 sec): 3 clusters Score: Raw -2512004.946844 + Penalty 4822.065238 = -2507182.881606 nChanged 19 SP:Iteration 40F (11492.540000 sec): 3 clusters Score: Raw -2512010.447802 + Penalty 4822.065238 = -2507188.382563 nChanged 13 SP:Iteration 41Q (11492.770000 sec): 3 clusters Score: Raw -2512013.443729 + Penalty 4822.065238 = -2507191.378491 nChanged 15 SP:Iteration 42Q (11493.070000 sec): 3 clusters Score: Raw -2512016.500413 + Penalty 4822.065238 = -2507194.435175 nChanged 16 SP:Iteration 43Q (11493.310000 sec): 3 clusters Score: Raw -2512019.532901 + Penalty 4822.065238 = -2507197.467663 nChanged 9 SP:Iteration 44Q (11493.590000 sec): 3 clusters Score: Raw -2512020.757713 + Penalty 4822.065238 = -2507198.692475 nChanged 5 SP:Iteration 45Q (11493.920000 sec): 3 clusters Score: Raw -2512021.710054 + Penalty 4822.065238 = -2507199.644816 nChanged 2 SP:Iteration 46Q (11494.140000 sec): 3 clusters Score: Raw -2512022.267582 + Penalty 4822.065238 = -2507200.202344 nChanged 5 SP:Iteration 47Q (11494.380000 sec): 3 clusters Score: Raw -2512023.212083 + Penalty 4822.065238 = -2507201.146845 nChanged 4 SP:Iteration 48Q (11494.680000 sec): 3 clusters Score: Raw -2512024.237678 + Penalty 4822.065238 = -2507202.172440 nChanged 6 SP:Iteration 49Q (11495.020000 sec): 3 clusters Score: Raw -2512025.476083 + Penalty 4822.065238 = -2507203.410845 nChanged 3 SP:Iteration 50Q (11495.280000 sec): 3 clusters Score: Raw -2512026.443961 + Penalty 4822.065238 = -2507204.378722 nChanged 5 SP:Iteration 51Q (11495.560000 sec): 3 clusters Score: Raw -2512027.406742 + Penalty 4822.065238 = -2507205.341504 nChanged 5 SP:Iteration 52Q (11495.830000 sec): 3 clusters Score: Raw -2512028.597599 + Penalty 4822.065238 = -2507206.532361 nChanged 6 SP:Iteration 53Q (11496.150000 sec): 3 clusters Score: Raw -2512029.404019 + Penalty 4822.065238 = -2507207.338781 nChanged 3 SP:Iteration 54Q (11496.430000 sec): 3 clusters Score: Raw -2512029.902614 + Penalty 4822.065238 = -2507207.837376 nChanged 3 SP:Iteration 55Q (11496.720000 sec): 3 clusters Score: Raw -2512030.224048 + Penalty 4822.065238 = -2507208.158810 nChanged 2 SP:Iteration 56Q (11496.960000 sec): 3 clusters Score: Raw -2512030.685642 + Penalty 4822.065238 = -2507208.620404 nChanged 2 SP:Iteration 57Q (11497.250000 sec): 3 clusters Score: Raw -2512031.214143 + Penalty 4822.065238 = -2507209.148905 nChanged 3 SP:Iteration 58Q (11497.550000 sec): 3 clusters Score: Raw -2512031.661804 + Penalty 4822.065238 = -2507209.596566 nChanged 1 SP:Iteration 59Q (11497.800000 sec): 3 clusters Score: Raw -2512031.725364 + Penalty 4822.065238 = -2507209.660126 nChanged 0 SP:Iteration 60F (11498.110000 sec): 3 clusters Score: Raw -2512031.725364 + Penalty 4822.065238 = -2507209.660126 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 18 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11498.200000 sec): 2 clusters Score: Raw -86870.001137 + Penalty 1585.195444 = -85284.805693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11498.410000 sec): 3 clusters Score: Raw -86834.193755 + Penalty 3170.390888 = -83663.802867 nChanged 95 SP:Iteration 1F (11498.610000 sec): 3 clusters Score: Raw -86996.735514 + Penalty 3170.390888 = -83826.344626 nChanged 27 SP:Iteration 2Q (11498.800000 sec): 3 clusters Score: Raw -87055.761775 + Penalty 3170.390888 = -83885.370886 nChanged 17 SP:Iteration 3Q (11498.930000 sec): 3 clusters Score: Raw -87084.826032 + Penalty 3170.390888 = -83914.435144 nChanged 2 SP:Iteration 4Q (11499.140000 sec): 3 clusters Score: Raw -87086.801045 + Penalty 3170.390888 = -83916.410157 nChanged 0 SP:Iteration 5F (11499.320000 sec): 3 clusters Score: Raw -87086.801045 + Penalty 3170.390888 = -83916.410157 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 19 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11499.440000 sec): 2 clusters Score: Raw -109210.432431 + Penalty 1645.389073 = -107565.043358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11499.660000 sec): 3 clusters Score: Raw -109113.899618 + Penalty 3290.778145 = -105823.121472 nChanged 180 SP:Iteration 1F (11499.880000 sec): 3 clusters Score: Raw -109341.905940 + Penalty 3290.778145 = -106051.127795 nChanged 42 SP:Iteration 2F (11500.110000 sec): 3 clusters Score: Raw -109400.464194 + Penalty 3290.778145 = -106109.686049 nChanged 11 SP:Iteration 3Q (11500.290000 sec): 3 clusters Score: Raw -109417.454603 + Penalty 3290.778145 = -106126.676458 nChanged 10 SP:Iteration 4Q (11500.450000 sec): 3 clusters Score: Raw -109434.328421 + Penalty 3290.778145 = -106143.550275 nChanged 5 SP:Iteration 5Q (11500.700000 sec): 3 clusters Score: Raw -109443.383816 + Penalty 3290.778145 = -106152.605670 nChanged 2 SP:Iteration 6Q (11500.870000 sec): 3 clusters Score: Raw -109446.204363 + Penalty 3290.778145 = -106155.426217 nChanged 1 SP:Iteration 7Q (11501.110000 sec): 3 clusters Score: Raw -109447.752742 + Penalty 3290.778145 = -106156.974596 nChanged 0 SP:Iteration 8F (11501.300000 sec): 3 clusters Score: Raw -109447.752742 + Penalty 3290.778145 = -106156.974596 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 20 (3038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11501.420000 sec): 2 clusters Score: Raw -450861.609614 + Penalty 1988.700761 = -448872.908852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11501.630000 sec): 3 clusters Score: Raw -449555.833576 + Penalty 3977.401523 = -445578.432053 nChanged 1066 SP:Iteration 1F (11501.840000 sec): 3 clusters Score: Raw -450189.423836 + Penalty 3977.401523 = -446212.022313 nChanged 228 SP:Iteration 2F (11502.040000 sec): 3 clusters Score: Raw -450328.472702 + Penalty 3977.401523 = -446351.071180 nChanged 114 SP:Iteration 3Q (11502.260000 sec): 3 clusters Score: Raw -450394.459170 + Penalty 3977.401523 = -446417.057647 nChanged 104 SP:Iteration 4Q (11502.430000 sec): 3 clusters Score: Raw -450458.890942 + Penalty 3977.401523 = -446481.489419 nChanged 70 SP:Iteration 5Q (11502.700000 sec): 3 clusters Score: Raw -450493.099694 + Penalty 3977.401523 = -446515.698171 nChanged 51 SP:Iteration 6Q (11502.890000 sec): 3 clusters Score: Raw -450522.249383 + Penalty 3977.401523 = -446544.847860 nChanged 41 SP:Iteration 7Q (11503.100000 sec): 3 clusters Score: Raw -450540.996733 + Penalty 3977.401523 = -446563.595210 nChanged 27 SP:Iteration 8Q (11503.300000 sec): 3 clusters Score: Raw -450554.407157 + Penalty 3977.401523 = -446577.005635 nChanged 32 SP:Iteration 9Q (11503.560000 sec): 3 clusters Score: Raw -450572.430390 + Penalty 3977.401523 = -446595.028868 nChanged 27 SP:Iteration 10Q (11503.770000 sec): 3 clusters Score: Raw -450585.843494 + Penalty 3977.401523 = -446608.441972 nChanged 30 SP:Iteration 11Q (11503.950000 sec): 3 clusters Score: Raw -450601.741727 + Penalty 3977.401523 = -446624.340204 nChanged 29 SP:Iteration 12Q (11504.170000 sec): 3 clusters Score: Raw -450618.903858 + Penalty 3977.401523 = -446641.502335 nChanged 24 SP:Iteration 13Q (11504.380000 sec): 3 clusters Score: Raw -450631.634606 + Penalty 3977.401523 = -446654.233083 nChanged 19 SP:Iteration 14Q (11504.560000 sec): 3 clusters Score: Raw -450641.920368 + Penalty 3977.401523 = -446664.518845 nChanged 15 SP:Iteration 15Q (11504.750000 sec): 3 clusters Score: Raw -450647.410717 + Penalty 3977.401523 = -446670.009195 nChanged 12 SP:Iteration 16Q (11504.940000 sec): 3 clusters Score: Raw -450653.139490 + Penalty 3977.401523 = -446675.737968 nChanged 14 SP:Iteration 17Q (11505.170000 sec): 3 clusters Score: Raw -450658.930654 + Penalty 3977.401523 = -446681.529131 nChanged 11 SP:Iteration 18Q (11505.320000 sec): 3 clusters Score: Raw -450664.417708 + Penalty 3977.401523 = -446687.016186 nChanged 11 SP:Iteration 19Q (11505.470000 sec): 3 clusters Score: Raw -450671.229430 + Penalty 3977.401523 = -446693.827907 nChanged 13 SP:Iteration 20F (11505.640000 sec): 3 clusters Score: Raw -450678.823414 + Penalty 3977.401523 = -446701.421892 nChanged 9 SP:Iteration 21Q (11505.850000 sec): 3 clusters Score: Raw -450682.994019 + Penalty 3977.401523 = -446705.592497 nChanged 10 SP:Iteration 22Q (11506.040000 sec): 3 clusters Score: Raw -450687.731741 + Penalty 3977.401523 = -446710.330218 nChanged 12 SP:Iteration 23Q (11506.280000 sec): 3 clusters Score: Raw -450693.275153 + Penalty 3977.401523 = -446715.873630 nChanged 6 SP:Iteration 24Q (11506.470000 sec): 3 clusters Score: Raw -450695.583379 + Penalty 3977.401523 = -446718.181856 nChanged 7 SP:Iteration 25Q (11506.650000 sec): 3 clusters Score: Raw -450699.148402 + Penalty 3977.401523 = -446721.746879 nChanged 4 SP:Iteration 26Q (11506.800000 sec): 3 clusters Score: Raw -450700.016413 + Penalty 3977.401523 = -446722.614890 nChanged 3 SP:Iteration 27Q (11507.010000 sec): 3 clusters Score: Raw -450700.468031 + Penalty 3977.401523 = -446723.066508 nChanged 1 SP:Iteration 28Q (11507.200000 sec): 3 clusters Score: Raw -450700.911881 + Penalty 3977.401523 = -446723.510358 nChanged 0 SP:Iteration 29F (11507.380000 sec): 3 clusters Score: Raw -450700.911881 + Penalty 3977.401523 = -446723.510358 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 21 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11507.470000 sec): 2 clusters Score: Raw -19347.620725 + Penalty 1237.627282 = -18109.993443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11507.640000 sec): 3 clusters Score: Raw -19622.243551 + Penalty 2475.254563 = -17146.988988 nChanged 9 SP:Iteration 1F (11507.820000 sec): 3 clusters Score: Raw -19671.957971 + Penalty 2475.254563 = -17196.703408 nChanged 2 SP:Iteration 2Q (11507.970000 sec): 3 clusters Score: Raw -19677.443213 + Penalty 2475.254563 = -17202.188650 nChanged 0 SP:Iteration 3F (11508.160000 sec): 3 clusters Score: Raw -19677.443213 + Penalty 2475.254563 = -17202.188650 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 22 (74199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11508.660000 sec): 2 clusters Score: Raw -11158144.861136 + Penalty 2781.197476 = -11155363.663660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11509.260000 sec): 3 clusters Score: Raw -11111119.186471 + Penalty 5562.394952 = -11105556.791519 nChanged 34804 SP:Iteration 1F (11509.900000 sec): 3 clusters Score: Raw -11130714.744229 + Penalty 5562.394952 = -11125152.349277 nChanged 2726 SP:Iteration 2Q (11510.500000 sec): 3 clusters Score: Raw -11131557.463576 + Penalty 5562.394952 = -11125995.068623 nChanged 2765 SP:Iteration 3Q (11511.100000 sec): 3 clusters Score: Raw -11132622.317299 + Penalty 5562.394952 = -11127059.922347 nChanged 3057 SP:Iteration 4Q (11511.740000 sec): 3 clusters Score: Raw -11134039.568292 + Penalty 5562.394952 = -11128477.173340 nChanged 3240 SP:Iteration 5Q (11512.350000 sec): 3 clusters Score: Raw -11135629.608384 + Penalty 5562.394952 = -11130067.213431 nChanged 3365 SP:Iteration 6Q (11513.040000 sec): 3 clusters Score: Raw -11137324.027417 + Penalty 5562.394952 = -11131761.632465 nChanged 3542 SP:Iteration 7Q (11513.600000 sec): 3 clusters Score: Raw -11139169.259975 + Penalty 5562.394952 = -11133606.865023 nChanged 3562 SP:Iteration 8Q (11514.220000 sec): 3 clusters Score: Raw -11141087.423420 + Penalty 5562.394952 = -11135525.028468 nChanged 3603 SP:Iteration 9Q (11514.890000 sec): 3 clusters Score: Raw -11143104.271065 + Penalty 5562.394952 = -11137541.876113 nChanged 3519 SP:Iteration 10Q (11515.490000 sec): 3 clusters Score: Raw -11145223.656447 + Penalty 5562.394952 = -11139661.261495 nChanged 3626 SP:Iteration 11Q (11516.050000 sec): 3 clusters Score: Raw -11147511.183901 + Penalty 5562.394952 = -11141948.788949 nChanged 3563 SP:Iteration 12Q (11516.660000 sec): 3 clusters Score: Raw -11149817.108350 + Penalty 5562.394952 = -11144254.713398 nChanged 3402 SP:Iteration 13Q (11517.240000 sec): 3 clusters Score: Raw -11152041.040618 + Penalty 5562.394952 = -11146478.645666 nChanged 2961 SP:Iteration 14Q (11517.800000 sec): 3 clusters Score: Raw -11153990.155615 + Penalty 5562.394952 = -11148427.760663 nChanged 2351 SP:Iteration 15Q (11518.360000 sec): 3 clusters Score: Raw -11155556.987212 + Penalty 5562.394952 = -11149994.592260 nChanged 1711 SP:Iteration 16Q (11518.960000 sec): 3 clusters Score: Raw -11156685.978826 + Penalty 5562.394952 = -11151123.583873 nChanged 1107 SP:Iteration 17Q (11519.510000 sec): 3 clusters Score: Raw -11157396.676438 + Penalty 5562.394952 = -11151834.281486 nChanged 654 SP:Iteration 18Q (11520.030000 sec): 3 clusters Score: Raw -11157813.865690 + Penalty 5562.394952 = -11152251.470738 nChanged 413 SP:Iteration 19Q (11520.570000 sec): 3 clusters Score: Raw -11158078.168690 + Penalty 5562.394952 = -11152515.773738 nChanged 273 SP:Iteration 20F (11521.170000 sec): 3 clusters Score: Raw -11158253.531031 + Penalty 5562.394952 = -11152691.136079 nChanged 170 SP:Iteration 21Q (11521.750000 sec): 3 clusters Score: Raw -11158359.314192 + Penalty 5562.394952 = -11152796.919240 nChanged 117 SP:Iteration 22Q (11522.260000 sec): 3 clusters Score: Raw -11158425.469742 + Penalty 5562.394952 = -11152863.074790 nChanged 70 SP:Iteration 23Q (11522.870000 sec): 3 clusters Score: Raw -11158466.519059 + Penalty 5562.394952 = -11152904.124106 nChanged 47 SP:Iteration 24Q (11523.400000 sec): 3 clusters Score: Raw -11158491.558036 + Penalty 5562.394952 = -11152929.163084 nChanged 36 SP:Iteration 25Q (11523.910000 sec): 3 clusters Score: Raw -11158511.858588 + Penalty 5562.394952 = -11152949.463636 nChanged 30 SP:Iteration 26Q (11524.490000 sec): 3 clusters Score: Raw -11158528.248359 + Penalty 5562.394952 = -11152965.853406 nChanged 21 SP:Iteration 27Q (11524.990000 sec): 3 clusters Score: Raw -11158541.261050 + Penalty 5562.394952 = -11152978.866098 nChanged 18 SP:Iteration 28Q (11525.550000 sec): 3 clusters Score: Raw -11158552.567519 + Penalty 5562.394952 = -11152990.172566 nChanged 22 SP:Iteration 29Q (11526.010000 sec): 3 clusters Score: Raw -11158565.217829 + Penalty 5562.394952 = -11153002.822877 nChanged 22 SP:Iteration 30Q (11526.490000 sec): 3 clusters Score: Raw -11158575.297954 + Penalty 5562.394952 = -11153012.903002 nChanged 11 SP:Iteration 31Q (11527.040000 sec): 3 clusters Score: Raw -11158581.287253 + Penalty 5562.394952 = -11153018.892301 nChanged 9 SP:Iteration 32Q (11527.590000 sec): 3 clusters Score: Raw -11158586.219147 + Penalty 5562.394952 = -11153023.824195 nChanged 15 SP:Iteration 33Q (11528.250000 sec): 3 clusters Score: Raw -11158594.161731 + Penalty 5562.394952 = -11153031.766779 nChanged 12 SP:Iteration 34Q (11528.750000 sec): 3 clusters Score: Raw -11158600.562361 + Penalty 5562.394952 = -11153038.167409 nChanged 12 SP:Iteration 35Q (11529.270000 sec): 3 clusters Score: Raw -11158608.236458 + Penalty 5562.394952 = -11153045.841506 nChanged 10 SP:Iteration 36Q (11529.790000 sec): 3 clusters Score: Raw -11158614.158023 + Penalty 5562.394952 = -11153051.763071 nChanged 7 SP:Iteration 37Q (11530.320000 sec): 3 clusters Score: Raw -11158618.910067 + Penalty 5562.394952 = -11153056.515115 nChanged 6 SP:Iteration 38Q (11530.820000 sec): 3 clusters Score: Raw -11158623.139662 + Penalty 5562.394952 = -11153060.744710 nChanged 8 SP:Iteration 39Q (11531.360000 sec): 3 clusters Score: Raw -11158630.180651 + Penalty 5562.394952 = -11153067.785698 nChanged 12 SP:Iteration 40F (11532.040000 sec): 3 clusters Score: Raw -11158635.527013 + Penalty 5562.394952 = -11153073.132061 nChanged 9 SP:Iteration 41Q (11532.560000 sec): 3 clusters Score: Raw -11158639.928758 + Penalty 5562.394952 = -11153077.533806 nChanged 2 SP:Iteration 42Q (11533.090000 sec): 3 clusters Score: Raw -11158642.191494 + Penalty 5562.394952 = -11153079.796542 nChanged 3 SP:Iteration 43Q (11533.670000 sec): 3 clusters Score: Raw -11158643.879805 + Penalty 5562.394952 = -11153081.484853 nChanged 3 SP:Iteration 44Q (11534.290000 sec): 3 clusters Score: Raw -11158645.519036 + Penalty 5562.394952 = -11153083.124084 nChanged 3 SP:Iteration 45Q (11534.850000 sec): 3 clusters Score: Raw -11158647.247894 + Penalty 5562.394952 = -11153084.852942 nChanged 2 SP:Iteration 46Q (11535.420000 sec): 3 clusters Score: Raw -11158648.443129 + Penalty 5562.394952 = -11153086.048176 nChanged 2 SP:Iteration 47Q (11535.950000 sec): 3 clusters Score: Raw -11158649.476323 + Penalty 5562.394952 = -11153087.081371 nChanged 1 SP:Iteration 48Q (11536.520000 sec): 3 clusters Score: Raw -11158650.306994 + Penalty 5562.394952 = -11153087.912042 nChanged 2 SP:Iteration 49Q (11537.030000 sec): 3 clusters Score: Raw -11158651.181781 + Penalty 5562.394952 = -11153088.786828 nChanged 1 SP:Iteration 50Q (11537.550000 sec): 3 clusters Score: Raw -11158651.773237 + Penalty 5562.394952 = -11153089.378284 nChanged 2 SP:Iteration 51Q (11538.040000 sec): 3 clusters Score: Raw -11158652.771363 + Penalty 5562.394952 = -11153090.376411 nChanged 1 SP:Iteration 52Q (11538.630000 sec): 3 clusters Score: Raw -11158653.104604 + Penalty 5562.394952 = -11153090.709652 nChanged 0 SP:Iteration 53F (11539.220000 sec): 3 clusters Score: Raw -11158653.104604 + Penalty 5562.394952 = -11153090.709652 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 23 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11539.380000 sec): 2 clusters Score: Raw -31870.829284 + Penalty 1347.563057 = -30523.266227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11539.580000 sec): 3 clusters Score: Raw -32016.604483 + Penalty 2695.126114 = -29321.478369 nChanged 20 SP:Iteration 1F (11539.720000 sec): 3 clusters Score: Raw -32075.781107 + Penalty 2695.126114 = -29380.654994 nChanged 6 SP:Iteration 2Q (11539.930000 sec): 3 clusters Score: Raw -32099.904626 + Penalty 2695.126114 = -29404.778512 nChanged 1 SP:Iteration 3Q (11540.100000 sec): 3 clusters Score: Raw -32103.092161 + Penalty 2695.126114 = -29407.966047 nChanged 2 SP:Iteration 4Q (11540.280000 sec): 3 clusters Score: Raw -32112.075383 + Penalty 2695.126114 = -29416.949269 nChanged 0 SP:Iteration 5F (11540.440000 sec): 3 clusters Score: Raw -32112.075383 + Penalty 2695.126114 = -29416.949269 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 24 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11540.590000 sec): 2 clusters Score: Raw -35952.094676 + Penalty 1383.772997 = -34568.321679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11540.760000 sec): 3 clusters Score: Raw -36093.630920 + Penalty 2767.545994 = -33326.084927 nChanged 19 SP:Iteration 1F (11540.920000 sec): 3 clusters Score: Raw -36170.789010 + Penalty 2767.545994 = -33403.243016 nChanged 9 SP:Iteration 2Q (11541.110000 sec): 3 clusters Score: Raw -36208.634369 + Penalty 2767.545994 = -33441.088375 nChanged 6 SP:Iteration 3Q (11541.340000 sec): 3 clusters Score: Raw -36247.319968 + Penalty 2767.545994 = -33479.773975 nChanged 0 SP:Iteration 4F (11541.520000 sec): 3 clusters Score: Raw -36247.319968 + Penalty 2767.545994 = -33479.773975 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 25 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11541.610000 sec): 2 clusters Score: Raw -83889.452105 + Penalty 1586.024876 = -82303.427229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11541.800000 sec): 3 clusters Score: Raw -83868.944446 + Penalty 3172.049753 = -80696.894694 nChanged 117 SP:Iteration 1F (11541.940000 sec): 3 clusters Score: Raw -84110.578381 + Penalty 3172.049753 = -80938.528629 nChanged 33 SP:Iteration 2F (11542.170000 sec): 3 clusters Score: Raw -84202.533737 + Penalty 3172.049753 = -81030.483985 nChanged 21 SP:Iteration 3Q (11542.340000 sec): 3 clusters Score: Raw -84247.444433 + Penalty 3172.049753 = -81075.394681 nChanged 13 SP:Iteration 4Q (11542.520000 sec): 3 clusters Score: Raw -84291.678267 + Penalty 3172.049753 = -81119.628514 nChanged 17 SP:Iteration 5Q (11542.710000 sec): 3 clusters Score: Raw -84338.047549 + Penalty 3172.049753 = -81165.997797 nChanged 8 SP:Iteration 6Q (11542.900000 sec): 3 clusters Score: Raw -84356.348714 + Penalty 3172.049753 = -81184.298961 nChanged 4 SP:Iteration 7Q (11543.130000 sec): 3 clusters Score: Raw -84370.102089 + Penalty 3172.049753 = -81198.052336 nChanged 6 SP:Iteration 8Q (11543.320000 sec): 3 clusters Score: Raw -84380.334146 + Penalty 3172.049753 = -81208.284394 nChanged 4 SP:Iteration 9Q (11543.540000 sec): 3 clusters Score: Raw -84390.657300 + Penalty 3172.049753 = -81218.607547 nChanged 5 SP:Iteration 10Q (11543.720000 sec): 3 clusters Score: Raw -84398.583433 + Penalty 3172.049753 = -81226.533680 nChanged 1 SP:Iteration 11Q (11543.940000 sec): 3 clusters Score: Raw -84402.157450 + Penalty 3172.049753 = -81230.107697 nChanged 1 SP:Iteration 12Q (11544.140000 sec): 3 clusters Score: Raw -84403.970399 + Penalty 3172.049753 = -81231.920647 nChanged 3 SP:Iteration 13Q (11544.330000 sec): 3 clusters Score: Raw -84409.011032 + Penalty 3172.049753 = -81236.961280 nChanged 2 SP:Iteration 14Q (11544.590000 sec): 3 clusters Score: Raw -84412.967463 + Penalty 3172.049753 = -81240.917711 nChanged 1 SP:Iteration 15Q (11544.780000 sec): 3 clusters Score: Raw -84414.208643 + Penalty 3172.049753 = -81242.158890 nChanged 0 SP:Iteration 16F (11545.000000 sec): 3 clusters Score: Raw -84414.208643 + Penalty 3172.049753 = -81242.158890 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 26 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11545.130000 sec): 2 clusters Score: Raw -143219.857728 + Penalty 1711.880199 = -141507.977529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11545.320000 sec): 3 clusters Score: Raw -142981.723592 + Penalty 3423.760398 = -139557.963194 nChanged 238 SP:Iteration 1F (11545.510000 sec): 3 clusters Score: Raw -143248.281626 + Penalty 3423.760398 = -139824.521228 nChanged 78 SP:Iteration 2F (11545.690000 sec): 3 clusters Score: Raw -143352.620786 + Penalty 3423.760398 = -139928.860388 nChanged 37 SP:Iteration 3Q (11545.860000 sec): 3 clusters Score: Raw -143402.070569 + Penalty 3423.760398 = -139978.310171 nChanged 24 SP:Iteration 4Q (11546.060000 sec): 3 clusters Score: Raw -143434.950552 + Penalty 3423.760398 = -140011.190155 nChanged 15 SP:Iteration 5Q (11546.280000 sec): 3 clusters Score: Raw -143451.457454 + Penalty 3423.760398 = -140027.697056 nChanged 11 SP:Iteration 6Q (11546.470000 sec): 3 clusters Score: Raw -143467.275333 + Penalty 3423.760398 = -140043.514935 nChanged 12 SP:Iteration 7Q (11546.660000 sec): 3 clusters Score: Raw -143482.358460 + Penalty 3423.760398 = -140058.598062 nChanged 9 SP:Iteration 8Q (11546.950000 sec): 3 clusters Score: Raw -143491.771644 + Penalty 3423.760398 = -140068.011247 nChanged 6 SP:Iteration 9Q (11547.160000 sec): 3 clusters Score: Raw -143497.601254 + Penalty 3423.760398 = -140073.840857 nChanged 5 SP:Iteration 10Q (11547.380000 sec): 3 clusters Score: Raw -143503.433589 + Penalty 3423.760398 = -140079.673191 nChanged 4 SP:Iteration 11Q (11547.580000 sec): 3 clusters Score: Raw -143507.642555 + Penalty 3423.760398 = -140083.882157 nChanged 4 SP:Iteration 12Q (11547.760000 sec): 3 clusters Score: Raw -143510.964700 + Penalty 3423.760398 = -140087.204303 nChanged 3 SP:Iteration 13Q (11548.020000 sec): 3 clusters Score: Raw -143515.234913 + Penalty 3423.760398 = -140091.474515 nChanged 3 SP:Iteration 14Q (11548.170000 sec): 3 clusters Score: Raw -143520.941438 + Penalty 3423.760398 = -140097.181041 nChanged 3 SP:Iteration 15Q (11548.420000 sec): 3 clusters Score: Raw -143525.130468 + Penalty 3423.760398 = -140101.370070 nChanged 1 SP:Iteration 16Q (11548.600000 sec): 3 clusters Score: Raw -143527.035869 + Penalty 3423.760398 = -140103.275471 nChanged 0 SP:Iteration 17F (11548.760000 sec): 3 clusters Score: Raw -143527.035869 + Penalty 3423.760398 = -140103.275471 nChanged 0 Memory request: 0.00 GB would take us to total of 6.18 GB. Trying to split cluster 27 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11548.850000 sec): 2 clusters Score: Raw -51471.868787 + Penalty 1467.218112 = -50004.650676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11549.120000 sec): 3 clusters Score: Raw -51528.835767 + Penalty 2934.436223 = -48594.399544 nChanged 52 SP:Iteration 1F (11549.330000 sec): 3 clusters Score: Raw -51659.012234 + Penalty 2934.436223 = -48724.576011 nChanged 6 SP:Iteration 2Q (11549.460000 sec): 3 clusters Score: Raw -51677.043492 + Penalty 2934.436223 = -48742.607269 nChanged 3 SP:Iteration 3Q (11549.670000 sec): 3 clusters Score: Raw -51686.768198 + Penalty 2934.436223 = -48752.331975 nChanged 1 SP:Iteration 4Q (11549.870000 sec): 3 clusters Score: Raw -51691.869368 + Penalty 2934.436223 = -48757.433145 nChanged 0 SP:Iteration 5F (11550.070000 sec): 3 clusters Score: Raw -51691.869368 + Penalty 2934.436223 = -48757.433145 nChanged 0 ------ Evaluating fit on full set of 2242694 points ------ Score: Raw -329925735.581490 + Penalty 97916.869391 = -329827818.712099 Time taken for this iteration:5934.700000 seconds. 21->28 Clusters: Score -329827818.712099, best is -329873457.208860 Main iterations: 0 (time per iteration =inf ms) Total iterations: 8347 (time per iteration =521.645560 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 696725610300.000000 (time per metric unit =6.249484ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 20901768309000.000000 (time per metric unit=208.316130ps) That took 4354.175486 seconds.